From d7a25808333281838bd4d1fde63add8adaee1a25 Mon Sep 17 00:00:00 2001
From: Documentation Bot <bot>
Date: Mon, 20 Jan 2025 06:28:06 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20QCoDeS/b?=
 =?UTF-8?q?roadbean@b377c6edf9c4963c93ab4aa7becc1787f3ec2360=20?=
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MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
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 .nojekyll                                     |    0
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 _modules/broadbean/sequence.html              | 1677 ++++
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 _sources/examples/Subsequences.ipynb.txt      | 3459 ++++++++
 _sources/examples/index.rst.txt               |   12 +
 _sources/index.rst.txt                        |   39 +
 _sources/start/index.rst.txt                  |  141 +
 _static/basic.css                             |  914 ++
 _static/debug.css                             |   69 +
 _static/doctools.js                           |  149 +
 _static/documentation_options.js              |   13 +
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 _static/plus.png                              |  Bin 0 -> 90 bytes
 _static/pygments.css                          |  249 +
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 _static/searchtools.js                        |  632 ++
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 ...Making_output_for_Tektronix_AWG70000A.html | 1729 ++++
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 examples/Subsequences.html                    | 4581 ++++++++++
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 genindex.html                                 |  743 ++
 index.html                                    |  395 +
 objects.inv                                   |  Bin 0 -> 4152 bytes
 py-modindex.html                              |  357 +
 search.html                                   |  311 +
 searchindex.js                                |    1 +
 start/index.html                              |  461 +
 90 files changed, 70464 insertions(+)
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 create mode 100644 _modules/broadbean/blueprint.html
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 create mode 100644 _sources/examples/Example_Write_Read_JSON.ipynb.txt
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 create mode 100644 _sources/examples/Pulse_Building_Tutorial.ipynb.txt
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diff --git a/.buildinfo b/.buildinfo
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+++ b/.buildinfo
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diff --git a/.nojekyll b/.nojekyll
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+</form>
+<div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
+  <ul>
+<li class="toctree-l1"><a class="reference internal" href="../../api/generated/broadbean.html">broadbean package</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../start/index.html">Getting Started</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><div class="visually-hidden">Toggle navigation of Getting Started</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
+</ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../examples/index.html">Broadbean Examples</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of Broadbean Examples</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Pulse_Building_Tutorial.html">Pulsebuilding tutorial</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Pulse_Building_Tutorial.html#Blueprints">Blueprints</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Pulse_Building_Tutorial.html#Elements">Elements</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Pulse_Building_Tutorial.html#Sequences">Sequences</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Making_output_for_Tektronix_AWG70000A.html">Introduction</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Example_Write_Read_JSON.html">Read and Write from JSON file Tutorial</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Example_Write_Read_JSON.html#Ekstras">Ekstras</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Filter_compensation.html">Filter compensation with the ripasso module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Filter_compensation.html#RC-Filters">RC Filters</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Filter_compensation.html#User-supplied-transfer-function">User-supplied transfer function</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Subsequences.html">Subsequences</a></li>
+</ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../changes/index.html">Changelogs</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of Changelogs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../changes/0.11.0.html">0.11.0</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../changes/0.10.0.html">0.10.0</a></li>
+</ul>
+</li>
+</ul>
+
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+
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+            <div class="visually-hidden">Toggle table of contents sidebar</div>
+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main" id="furo-main-content">
+          <h1>Source code for broadbean.blueprint</h1><div class="highlight"><pre>
+<span></span><span class="c1"># This file is for defining the blueprint object</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">functools</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">ft</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">json</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">re</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">warnings</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">inspect</span><span class="w"> </span><span class="kn">import</span> <span class="n">signature</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
+
+<span class="kn">from</span><span class="w"> </span><span class="nn">.broadbean</span><span class="w"> </span><span class="kn">import</span> <span class="n">PulseAtoms</span>
+
+
+<div class="viewcode-block" id="SegmentDurationError">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.blueprint.SegmentDurationError">[docs]</a>
+<span class="k">class</span><span class="w"> </span><span class="nc">SegmentDurationError</span><span class="p">(</span><span class="ne">Exception</span><span class="p">):</span>
+    <span class="k">pass</span></div>
+
+
+
+<div class="viewcode-block" id="BluePrint">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.blueprint.BluePrint">[docs]</a>
+<span class="k">class</span><span class="w"> </span><span class="nc">BluePrint</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    The class of a waveform to become.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">funlist</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">argslist</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">namelist</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">marker1</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">marker2</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">segmentmarker1</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">segmentmarker2</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">SR</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+        <span class="n">durslist</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+    <span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Create a BluePrint instance</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            funlist (list): List of functions</span>
+<span class="sd">            argslist (list): List of tuples of arguments</span>
+<span class="sd">            namelist (list): List of names for the functions</span>
+<span class="sd">            marker1 (list): List of marker1 specification tuples</span>
+<span class="sd">            marker2 (list): List of marker2 specifiation tuples</span>
+<span class="sd">            durslist (list): List of durations</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            BluePrint</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># TODO: validate input</span>
+
+        <span class="c1"># Sanitising</span>
+        <span class="k">if</span> <span class="n">funlist</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">funlist</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="n">argslist</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">argslist</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="n">namelist</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">namelist</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">if</span> <span class="n">durslist</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">durslist</span> <span class="o">=</span> <span class="p">[]</span>
+
+        <span class="c1"># Are the lists of matching lengths?</span>
+        <span class="n">lenlist</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">funlist</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">argslist</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">namelist</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">durslist</span><span class="p">)]</span>
+
+        <span class="k">if</span> <span class="nb">any</span><span class="p">(</span><span class="n">elem</span> <span class="o">!=</span> <span class="n">lenlist</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">elem</span> <span class="ow">in</span> <span class="n">lenlist</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;All input lists must be of same length. Received lengths: </span><span class="si">{</span><span class="n">lenlist</span><span class="si">}</span><span class="s2">&quot;</span>
+            <span class="p">)</span>
+        <span class="c1"># Are the names valid names?</span>
+        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">namelist</span><span class="p">:</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;All segment names must be strings. Received </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">name</span> <span class="o">!=</span> <span class="s2">&quot;&quot;</span> <span class="ow">and</span> <span class="n">name</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">isdigit</span><span class="p">():</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                    <span class="s2">&quot;Segment names are not allowed to end&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot; in a number. </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2"> is &quot;</span>
+                    <span class="s2">&quot;therefore not a valid name.&quot;</span>
+                <span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span> <span class="o">=</span> <span class="n">funlist</span>
+
+        <span class="c1"># Make special functions live in the funlist but transfer their names</span>
+        <span class="c1"># to the namelist</span>
+        <span class="c1"># Infer names from signature if not given, i.e. allow for &#39;&#39; names</span>
+        <span class="k">for</span> <span class="n">ii</span><span class="p">,</span> <span class="n">name</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">namelist</span><span class="p">):</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">funlist</span><span class="p">[</span><span class="n">ii</span><span class="p">],</span> <span class="nb">str</span><span class="p">):</span>
+                <span class="n">namelist</span><span class="p">[</span><span class="n">ii</span><span class="p">]</span> <span class="o">=</span> <span class="n">funlist</span><span class="p">[</span><span class="n">ii</span><span class="p">]</span>
+            <span class="k">elif</span> <span class="n">name</span> <span class="o">==</span> <span class="s2">&quot;&quot;</span><span class="p">:</span>
+                <span class="n">namelist</span><span class="p">[</span><span class="n">ii</span><span class="p">]</span> <span class="o">=</span> <span class="n">funlist</span><span class="p">[</span><span class="n">ii</span><span class="p">]</span><span class="o">.</span><span class="vm">__name__</span>
+
+        <span class="c1"># Allow single arguments to be given as not tuples</span>
+        <span class="k">for</span> <span class="n">ii</span><span class="p">,</span> <span class="n">args</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">argslist</span><span class="p">):</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">args</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">):</span>
+                <span class="n">argslist</span><span class="p">[</span><span class="n">ii</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">args</span><span class="p">,)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_argslist</span> <span class="o">=</span> <span class="n">argslist</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span> <span class="o">=</span> <span class="n">namelist</span>
+        <span class="n">namelist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_make_names_unique</span><span class="p">(</span><span class="n">namelist</span><span class="p">)</span>
+
+        <span class="c1"># initialise markers</span>
+        <span class="k">if</span> <span class="n">marker1</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">marker1</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">marker1</span> <span class="o">=</span> <span class="n">marker1</span>
+        <span class="k">if</span> <span class="n">marker2</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">marker2</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">marker2</span> <span class="o">=</span> <span class="n">marker2</span>
+        <span class="k">if</span> <span class="n">segmentmarker1</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_segmark1</span> <span class="o">=</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">)]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">funlist</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_segmark1</span> <span class="o">=</span> <span class="n">segmentmarker1</span>
+        <span class="k">if</span> <span class="n">segmentmarker2</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_segmark2</span> <span class="o">=</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">)]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">funlist</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_segmark2</span> <span class="o">=</span> <span class="n">segmentmarker2</span>
+
+        <span class="k">if</span> <span class="n">durslist</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_durslist</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">durslist</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_durslist</span> <span class="o">=</span> <span class="kc">None</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_SR</span> <span class="o">=</span> <span class="n">SR</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">_basename</span><span class="p">(</span><span class="n">string</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Remove trailing numbers from a string.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">string</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;_basename received a non-string input! Got the following: </span><span class="si">{</span><span class="n">string</span><span class="si">}</span><span class="s2">&quot;</span>
+            <span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">string</span> <span class="o">==</span> <span class="s2">&quot;&quot;</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">string</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">string</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">isdigit</span><span class="p">()):</span>
+            <span class="k">return</span> <span class="n">string</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">counter</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="k">for</span> <span class="n">ss</span> <span class="ow">in</span> <span class="n">string</span><span class="p">[::</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
+                <span class="k">if</span> <span class="n">ss</span><span class="o">.</span><span class="n">isdigit</span><span class="p">():</span>
+                    <span class="n">counter</span> <span class="o">+=</span> <span class="mi">1</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="k">break</span>
+            <span class="k">return</span> <span class="n">string</span><span class="p">[:</span><span class="o">-</span><span class="n">counter</span><span class="p">]</span>
+
+        <span class="c1"># lst = [letter for letter in string if not letter.isdigit()]</span>
+        <span class="c1"># return &#39;&#39;.join(lst)</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">_make_names_unique</span><span class="p">(</span><span class="n">lst</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Make all strings in the input list unique</span>
+<span class="sd">        by appending numbers to reoccuring strings</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            lst (list): List of strings. Intended for the _namelist</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">lst</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;_make_names_unique received a non-list input! Got </span><span class="si">{</span><span class="n">lst</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="n">baselst</span> <span class="o">=</span> <span class="p">[</span><span class="n">BluePrint</span><span class="o">.</span><span class="n">_basename</span><span class="p">(</span><span class="n">lstel</span><span class="p">)</span> <span class="k">for</span> <span class="n">lstel</span> <span class="ow">in</span> <span class="n">lst</span><span class="p">]</span>
+        <span class="n">uns</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">unique</span><span class="p">(</span><span class="n">baselst</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">un</span> <span class="ow">in</span> <span class="n">uns</span><span class="p">:</span>
+            <span class="n">inds</span> <span class="o">=</span> <span class="p">[</span><span class="n">ii</span> <span class="k">for</span> <span class="n">ii</span><span class="p">,</span> <span class="n">el</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">baselst</span><span class="p">)</span> <span class="k">if</span> <span class="n">el</span> <span class="o">==</span> <span class="n">un</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">ii</span><span class="p">,</span> <span class="n">ind</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">inds</span><span class="p">):</span>
+                <span class="c1"># Do not append numbers to the first occurence</span>
+                <span class="k">if</span> <span class="n">ii</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">lst</span><span class="p">[</span><span class="n">ind</span><span class="p">]</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">un</span><span class="si">}</span><span class="s2">&quot;</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">lst</span><span class="p">[</span><span class="n">ind</span><span class="p">]</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">un</span><span class="si">}{</span><span class="n">ii</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="si">}</span><span class="s2">&quot;</span>
+
+        <span class="k">return</span> <span class="n">lst</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">length_segments</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the number of segments in the blueprint</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="p">)</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">duration</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The total duration of the BluePrint. If necessary, all the arrays</span>
+<span class="sd">        are built.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">waits</span> <span class="o">=</span> <span class="s2">&quot;waituntil&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span>
+        <span class="n">ensavgs</span> <span class="o">=</span> <span class="s2">&quot;ensureaverage_fixed_level&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">waits</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="p">(</span><span class="n">ensavgs</span><span class="p">):</span>
+            <span class="k">return</span> <span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_durslist</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">waits</span> <span class="ow">and</span> <span class="ow">not</span> <span class="p">(</span><span class="n">ensavgs</span><span class="p">):</span>
+            <span class="n">waitdurations</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_makeWaitDurations</span><span class="p">()</span>
+            <span class="k">return</span> <span class="nb">sum</span><span class="p">(</span><span class="n">waitdurations</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="n">ensavgs</span><span class="p">:</span>
+            <span class="c1"># TODO: call the forger</span>
+            <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">(</span>
+                <span class="s2">&quot;ensureaverage_fixed_level does not exist yet. Cannot proceed&quot;</span>
+            <span class="p">)</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">points</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The total number of points in the BluePrint. If necessary,</span>
+<span class="sd">        all the arrays are built.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">waits</span> <span class="o">=</span> <span class="s2">&quot;waituntil&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span>
+        <span class="n">ensavgs</span> <span class="o">=</span> <span class="s2">&quot;ensureaverage_fixed_level&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span>
+        <span class="n">SR</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">SR</span>
+
+        <span class="k">if</span> <span class="n">SR</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s2">&quot;No sample rate specified, can not return the number of points.&quot;</span>
+            <span class="p">)</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">waits</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="p">(</span><span class="n">ensavgs</span><span class="p">):</span>
+            <span class="k">return</span> <span class="nb">int</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_durslist</span><span class="p">)</span> <span class="o">*</span> <span class="n">SR</span><span class="p">))</span>
+        <span class="k">elif</span> <span class="n">waits</span> <span class="ow">and</span> <span class="ow">not</span> <span class="p">(</span><span class="n">ensavgs</span><span class="p">):</span>
+            <span class="n">waitdurations</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_makeWaitDurations</span><span class="p">()</span>
+            <span class="k">return</span> <span class="nb">int</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">waitdurations</span><span class="p">)</span> <span class="o">*</span> <span class="n">SR</span><span class="p">))</span>
+        <span class="k">elif</span> <span class="n">ensavgs</span><span class="p">:</span>
+            <span class="c1"># TODO: call the forger</span>
+            <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">(</span>
+                <span class="s2">&quot;ensureaverage_fixed_level does not exist yet. Cannot proceed&quot;</span>
+            <span class="p">)</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">durations</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The list of durations</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_durslist</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">SR</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Sample rate of the blueprint</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_SR</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">description</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns a dict describing the blueprint.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">desc</span> <span class="o">=</span> <span class="p">{}</span>  <span class="c1"># the dict to return</span>
+
+        <span class="n">no_segs</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">sn</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">no_segs</span><span class="p">):</span>
+            <span class="n">segkey</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;segment_</span><span class="si">{</span><span class="n">sn</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span><span class="si">:</span><span class="s2">02d</span><span class="si">}</span><span class="s2">&quot;</span>
+            <span class="n">desc</span><span class="p">[</span><span class="n">segkey</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="n">desc</span><span class="p">[</span><span class="n">segkey</span><span class="p">][</span><span class="s2">&quot;name&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="p">[</span><span class="n">sn</span><span class="p">]</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span><span class="p">[</span><span class="n">sn</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">:</span>
+                <span class="n">desc</span><span class="p">[</span><span class="n">segkey</span><span class="p">][</span><span class="s2">&quot;function&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span><span class="p">[</span><span class="n">sn</span><span class="p">]</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">funname</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span><span class="p">[</span><span class="n">sn</span><span class="p">])[</span><span class="mi">1</span><span class="p">:]</span>
+                <span class="n">funname</span> <span class="o">=</span> <span class="n">funname</span><span class="p">[:</span> <span class="n">funname</span><span class="o">.</span><span class="n">find</span><span class="p">(</span><span class="s2">&quot; at&quot;</span><span class="p">)]</span>
+                <span class="n">desc</span><span class="p">[</span><span class="n">segkey</span><span class="p">][</span><span class="s2">&quot;function&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">funname</span>
+            <span class="n">desc</span><span class="p">[</span><span class="n">segkey</span><span class="p">][</span><span class="s2">&quot;durations&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_durslist</span><span class="p">[</span><span class="n">sn</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">desc</span><span class="p">[</span><span class="n">segkey</span><span class="p">][</span><span class="s2">&quot;function&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">:</span>
+                <span class="n">desc</span><span class="p">[</span><span class="n">segkey</span><span class="p">][</span><span class="s2">&quot;arguments&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;waittime&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_argslist</span><span class="p">[</span><span class="n">sn</span><span class="p">]}</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">sig</span> <span class="o">=</span> <span class="n">signature</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span><span class="p">[</span><span class="n">sn</span><span class="p">])</span>
+                <span class="n">desc</span><span class="p">[</span><span class="n">segkey</span><span class="p">][</span><span class="s2">&quot;arguments&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span>
+                    <span class="nb">zip</span><span class="p">(</span><span class="n">sig</span><span class="o">.</span><span class="n">parameters</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_argslist</span><span class="p">[</span><span class="n">sn</span><span class="p">])</span>
+                <span class="p">)</span>
+
+        <span class="n">desc</span><span class="p">[</span><span class="s2">&quot;marker1_abs&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">marker1</span>
+        <span class="n">desc</span><span class="p">[</span><span class="s2">&quot;marker2_abs&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">marker2</span>
+        <span class="n">desc</span><span class="p">[</span><span class="s2">&quot;marker1_rel&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_segmark1</span>
+        <span class="n">desc</span><span class="p">[</span><span class="s2">&quot;marker2_rel&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_segmark2</span>
+
+        <span class="k">return</span> <span class="n">desc</span>
+
+<div class="viewcode-block" id="BluePrint.write_to_json">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.blueprint.BluePrint.write_to_json">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">write_to_json</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path_to_file</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Writes blueprint to JSON file</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            path_to_file: the path to the file to write to ex:</span>
+<span class="sd">            path_to_file/blueprint.json</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">path_to_file</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">fp</span><span class="p">:</span>
+            <span class="n">json</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">description</span><span class="p">,</span> <span class="n">fp</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="BluePrint.blueprint_from_description">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.blueprint.BluePrint.blueprint_from_description">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">blueprint_from_description</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">blue_dict</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns a blueprint from a description given as a dict</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            blue_dict: a dict in the same form as returned by</span>
+<span class="sd">            BluePrint.description</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">knowfunctions</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="sa">f</span><span class="s2">&quot;function PulseAtoms.</span><span class="si">{</span><span class="n">fun</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">:</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">PulseAtoms</span><span class="p">,</span> <span class="n">fun</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">fun</span> <span class="ow">in</span> <span class="nb">dir</span><span class="p">(</span><span class="n">PulseAtoms</span><span class="p">)</span>
+            <span class="k">if</span> <span class="s2">&quot;__&quot;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">fun</span>
+        <span class="p">}</span>
+        <span class="n">seg_mar_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">blue_dict</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="n">seg_list</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">seg_mar_list</span> <span class="k">if</span> <span class="s2">&quot;segment&quot;</span> <span class="ow">in</span> <span class="n">s</span><span class="p">]</span>
+        <span class="n">bp_sum</span> <span class="o">=</span> <span class="bp">cls</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">seg</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">seg_list</span><span class="p">):</span>
+            <span class="n">seg_dict</span> <span class="o">=</span> <span class="n">blue_dict</span><span class="p">[</span><span class="n">seg</span><span class="p">]</span>
+            <span class="n">bp_seg</span> <span class="o">=</span> <span class="n">BluePrint</span><span class="p">()</span>
+            <span class="k">if</span> <span class="n">seg_dict</span><span class="p">[</span><span class="s2">&quot;function&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">:</span>
+                <span class="n">arguments</span> <span class="o">=</span> <span class="n">blue_dict</span><span class="p">[</span><span class="n">seg</span><span class="p">][</span><span class="s2">&quot;arguments&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">()</span>
+                <span class="n">arguments</span> <span class="o">=</span> <span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">arguments</span><span class="p">)[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">],)</span>
+                <span class="n">bp_seg</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">,</span> <span class="n">arguments</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">arguments</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">blue_dict</span><span class="p">[</span><span class="n">seg</span><span class="p">][</span><span class="s2">&quot;arguments&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
+                <span class="n">bp_seg</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span>
+                    <span class="n">i</span><span class="p">,</span>
+                    <span class="n">knowfunctions</span><span class="p">[</span><span class="n">seg_dict</span><span class="p">[</span><span class="s2">&quot;function&quot;</span><span class="p">]],</span>
+                    <span class="n">arguments</span><span class="p">,</span>
+                    <span class="n">name</span><span class="o">=</span><span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="sa">r</span><span class="s2">&quot;\d&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">,</span> <span class="n">seg_dict</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">]),</span>
+                    <span class="n">dur</span><span class="o">=</span><span class="n">seg_dict</span><span class="p">[</span><span class="s2">&quot;durations&quot;</span><span class="p">],</span>
+                <span class="p">)</span>
+            <span class="n">bp_sum</span> <span class="o">=</span> <span class="n">bp_sum</span> <span class="o">+</span> <span class="n">bp_seg</span>
+        <span class="n">bp_sum</span><span class="o">.</span><span class="n">marker1</span> <span class="o">=</span> <span class="n">blue_dict</span><span class="p">[</span><span class="s2">&quot;marker1_abs&quot;</span><span class="p">]</span>
+        <span class="n">bp_sum</span><span class="o">.</span><span class="n">marker2</span> <span class="o">=</span> <span class="n">blue_dict</span><span class="p">[</span><span class="s2">&quot;marker2_abs&quot;</span><span class="p">]</span>
+        <span class="n">listmarker1</span> <span class="o">=</span> <span class="n">blue_dict</span><span class="p">[</span><span class="s2">&quot;marker1_rel&quot;</span><span class="p">]</span>
+        <span class="n">listmarker2</span> <span class="o">=</span> <span class="n">blue_dict</span><span class="p">[</span><span class="s2">&quot;marker2_rel&quot;</span><span class="p">]</span>
+        <span class="n">bp_sum</span><span class="o">.</span><span class="n">_segmark1</span> <span class="o">=</span> <span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">mark</span><span class="p">)</span> <span class="k">for</span> <span class="n">mark</span> <span class="ow">in</span> <span class="n">listmarker1</span><span class="p">]</span>
+        <span class="n">bp_sum</span><span class="o">.</span><span class="n">_segmark2</span> <span class="o">=</span> <span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">mark</span><span class="p">)</span> <span class="k">for</span> <span class="n">mark</span> <span class="ow">in</span> <span class="n">listmarker2</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">bp_sum</span></div>
+
+
+<div class="viewcode-block" id="BluePrint.init_from_json">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.blueprint.BluePrint.init_from_json">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">init_from_json</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">path_to_file</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="s2">&quot;BluePrint&quot;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Reads blueprint from JSON file</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            path_to_file: the path to the file to be read ex:</span>
+<span class="sd">            path_to_file/blueprint.json</span>
+<span class="sd">            This function is the inverse of write_to_json</span>
+<span class="sd">            The JSON file needs to be structured as if it was writen</span>
+<span class="sd">            by the function write_to_json</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">path_to_file</span><span class="p">)</span> <span class="k">as</span> <span class="n">fp</span><span class="p">:</span>
+            <span class="n">data_loaded</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">fp</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">cls</span><span class="o">.</span><span class="n">blueprint_from_description</span><span class="p">(</span><span class="n">data_loaded</span><span class="p">)</span></div>
+
+
+    <span class="k">def</span><span class="w"> </span><span class="nf">_makeWaitDurations</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Translate waituntills into durations and return that list.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="s2">&quot;ensureaverage_fixed_level&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">(</span>
+                <span class="s1">&#39;There is an &quot;ensureaverage_fixed_level&quot;&#39;</span>
+                <span class="s2">&quot; in this BluePrint. Cannot compute.&quot;</span>
+            <span class="p">)</span>
+
+        <span class="n">funlist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="n">durations</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_durslist</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="n">argslist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_argslist</span>
+
+        <span class="n">no_of_waits</span> <span class="o">=</span> <span class="n">funlist</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="s2">&quot;waituntil&quot;</span><span class="p">)</span>
+
+        <span class="n">waitpositions</span> <span class="o">=</span> <span class="p">[</span><span class="n">ii</span> <span class="k">for</span> <span class="n">ii</span><span class="p">,</span> <span class="n">el</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">funlist</span><span class="p">)</span> <span class="k">if</span> <span class="n">el</span> <span class="o">==</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">]</span>
+
+        <span class="c1"># Calculate elapsed times</span>
+
+        <span class="k">for</span> <span class="n">nw</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">no_of_waits</span><span class="p">):</span>
+            <span class="n">pos</span> <span class="o">=</span> <span class="n">waitpositions</span><span class="p">[</span><span class="n">nw</span><span class="p">]</span>
+            <span class="n">funlist</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span> <span class="o">=</span> <span class="n">PulseAtoms</span><span class="o">.</span><span class="n">waituntil</span>
+            <span class="n">elapsed_time</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">durations</span><span class="p">[:</span><span class="n">pos</span><span class="p">])</span>
+            <span class="n">wait_time</span> <span class="o">=</span> <span class="n">argslist</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">dur</span> <span class="o">=</span> <span class="n">wait_time</span> <span class="o">-</span> <span class="n">elapsed_time</span>
+            <span class="k">if</span> <span class="n">dur</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                    <span class="s2">&quot;Inconsistent timing. Can not wait until &quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">wait_time</span><span class="si">}</span><span class="s2"> at position </span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">.&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot; </span><span class="si">{</span><span class="n">elapsed_time</span><span class="si">}</span><span class="s2"> elapsed already&quot;</span>
+                <span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">durations</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span> <span class="o">=</span> <span class="n">dur</span>
+
+        <span class="k">return</span> <span class="n">durations</span>
+
+<div class="viewcode-block" id="BluePrint.showPrint">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.blueprint.BluePrint.showPrint">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">showPrint</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Pretty-print the contents of the BluePrint. Not finished.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># TODO: tidy up this method and make it use the description property</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_durslist</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">dl</span> <span class="o">=</span> <span class="p">[</span><span class="kc">None</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">dl</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_durslist</span>
+
+        <span class="n">datalists</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_argslist</span><span class="p">,</span> <span class="n">dl</span><span class="p">]</span>
+
+        <span class="n">lzip</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">datalists</span><span class="p">)</span>
+
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Legend: Name, function, arguments, timesteps, durations&quot;</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">ind</span><span class="p">,</span> <span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">fun</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">dur</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">lzip</span><span class="p">):</span>
+            <span class="n">ind_p</span> <span class="o">=</span> <span class="n">ind</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="n">fun</span> <span class="o">==</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">:</span>
+                <span class="n">fun_p</span> <span class="o">=</span> <span class="n">fun</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">fun_p</span> <span class="o">=</span> <span class="n">fun</span><span class="o">.</span><span class="fm">__str__</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span>
+
+            <span class="n">list_p</span> <span class="o">=</span> <span class="p">[</span><span class="n">ind_p</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">fun_p</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">dur</span><span class="p">]</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Segment </span><span class="si">{}</span><span class="s1">: &quot;</span><span class="si">{}</span><span class="s1">&quot;, </span><span class="si">{}</span><span class="s1">, </span><span class="si">{}</span><span class="s1">, </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">*</span><span class="n">list_p</span><span class="p">))</span>
+        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;-&quot;</span> <span class="o">*</span> <span class="mi">10</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="BluePrint.changeArg">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.blueprint.BluePrint.changeArg">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">changeArg</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">arg</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">replaceeverywhere</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Change an argument of one or more of the functions in the blueprint.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            name (str): The name of the segment in which to change an argument</span>
+<span class="sd">            arg (Union[int, str]): Either the position (int) or name (str) of</span>
+<span class="sd">                the argument to change</span>
+<span class="sd">            value (Union[int, float]): The new value of the argument</span>
+<span class="sd">            replaceeverywhere (bool): If True, the same argument is overwritten</span>
+<span class="sd">                in ALL segments where the name matches. E.g. &#39;gaussian1&#39; will</span>
+<span class="sd">                match &#39;gaussian&#39;, &#39;gaussian2&#39;, etc. If False, only the segment</span>
+<span class="sd">                with exact name match gets a replacement.</span>
+
+<span class="sd">        Raises:</span>
+<span class="sd">            ValueError: If the argument can not be matched (either the argument</span>
+<span class="sd">                name does not match or the argument number is wrong).</span>
+<span class="sd">            ValueError: If the name can not be matched.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># TODO: is there any reason to use tuples internally?</span>
+
+        <span class="k">if</span> <span class="n">replaceeverywhere</span><span class="p">:</span>
+            <span class="n">basename</span> <span class="o">=</span> <span class="n">BluePrint</span><span class="o">.</span><span class="n">_basename</span>
+            <span class="n">name</span> <span class="o">=</span> <span class="n">basename</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
+            <span class="n">nmlst</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span>
+            <span class="n">replacelist</span> <span class="o">=</span> <span class="p">[</span><span class="n">nm</span> <span class="k">for</span> <span class="n">nm</span> <span class="ow">in</span> <span class="n">nmlst</span> <span class="k">if</span> <span class="n">basename</span><span class="p">(</span><span class="n">nm</span><span class="p">)</span> <span class="o">==</span> <span class="n">name</span><span class="p">]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">replacelist</span> <span class="o">=</span> <span class="p">[</span><span class="n">name</span><span class="p">]</span>
+
+        <span class="c1"># Validation</span>
+        <span class="k">if</span> <span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s2">&quot;No segment of that name in blueprint.&quot;</span>
+                <span class="sa">f</span><span class="s2">&quot; Contains segments: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="si">}</span><span class="s2">&quot;</span>
+            <span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">replacelist</span><span class="p">:</span>
+            <span class="n">position</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
+            <span class="n">function</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span><span class="p">[</span><span class="n">position</span><span class="p">]</span>
+            <span class="n">sig</span> <span class="o">=</span> <span class="n">signature</span><span class="p">(</span><span class="n">function</span><span class="p">)</span>
+
+            <span class="c1"># Validation</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">arg</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+                <span class="k">if</span> <span class="n">arg</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">sig</span><span class="o">.</span><span class="n">parameters</span><span class="p">:</span>
+                    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                        <span class="s2">&quot;No such argument of function &quot;</span>
+                        <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">function</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">. Has arguments &quot;</span>
+                        <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">sig</span><span class="o">.</span><span class="n">parameters</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span><span class="si">}</span><span class="s2">.&quot;</span>
+                    <span class="p">)</span>
+            <span class="c1"># Each function has two &#39;secret&#39; arguments, SR and dur</span>
+            <span class="n">user_params</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">sig</span><span class="o">.</span><span class="n">parameters</span><span class="p">)</span> <span class="o">-</span> <span class="mi">2</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">arg</span><span class="p">,</span> <span class="nb">int</span><span class="p">)</span> <span class="ow">and</span> <span class="p">(</span><span class="n">arg</span> <span class="ow">not</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">user_params</span><span class="p">)):</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;No argument </span><span class="si">{</span><span class="n">arg</span><span class="si">}</span><span class="s2"> &quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;of function </span><span class="si">{</span><span class="n">function</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">.&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot; Has </span><span class="si">{</span><span class="n">user_params</span><span class="si">}</span><span class="s2"> &quot;</span>
+                    <span class="s2">&quot;arguments.&quot;</span>
+                <span class="p">)</span>
+
+            <span class="c1"># allow the user to input single values instead of (val,)</span>
+            <span class="n">no_of_args</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_argslist</span><span class="p">[</span><span class="n">position</span><span class="p">])</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">)</span> <span class="ow">and</span> <span class="n">no_of_args</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+                <span class="n">value</span> <span class="o">=</span> <span class="p">(</span><span class="n">value</span><span class="p">,)</span>
+
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">arg</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+                <span class="k">for</span> <span class="n">ii</span><span class="p">,</span> <span class="n">param</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">sig</span><span class="o">.</span><span class="n">parameters</span><span class="p">):</span>
+                    <span class="k">if</span> <span class="n">arg</span> <span class="o">==</span> <span class="n">param</span><span class="p">:</span>
+                        <span class="n">arg</span> <span class="o">=</span> <span class="n">ii</span>
+                        <span class="k">break</span>
+
+            <span class="c1"># Mutating the immutable...</span>
+            <span class="n">larg</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_argslist</span><span class="p">[</span><span class="n">position</span><span class="p">])</span>
+            <span class="n">larg</span><span class="p">[</span><span class="n">arg</span><span class="p">]</span> <span class="o">=</span> <span class="n">value</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_argslist</span><span class="p">[</span><span class="n">position</span><span class="p">]</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">larg</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="BluePrint.changeDuration">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.blueprint.BluePrint.changeDuration">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">changeDuration</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">dur</span><span class="p">,</span> <span class="n">replaceeverywhere</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Change the duration of one or more segments in the blueprint</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            name (str): The name of the segment in which to change duration</span>
+<span class="sd">            dur (Union[float, int]): The new duration.</span>
+<span class="sd">            replaceeverywhere (Optional[bool]): If True, the duration(s)</span>
+<span class="sd">                is(are) overwritten in ALL segments where the name matches.</span>
+<span class="sd">                E.g. &#39;gaussian1&#39; will match &#39;gaussian&#39;, &#39;gaussian2&#39;,</span>
+<span class="sd">                etc. If False, only the segment with exact name match</span>
+<span class="sd">                gets a replacement.</span>
+
+<span class="sd">        Raises:</span>
+<span class="sd">            ValueError: If durations are not specified for the blueprint</span>
+<span class="sd">            ValueError: If too many or too few durations are given.</span>
+<span class="sd">            ValueError: If no segment matches the name.</span>
+<span class="sd">            ValueError: If dur is not positive</span>
+<span class="sd">            ValueError: If SR is given for the blueprint and dur is less than</span>
+<span class="sd">                1/SR.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="nb">isinstance</span><span class="p">(</span><span class="n">dur</span><span class="p">,</span> <span class="nb">float</span><span class="p">))</span> <span class="ow">and</span> <span class="ow">not</span> <span class="p">(</span><span class="nb">isinstance</span><span class="p">(</span><span class="n">dur</span><span class="p">,</span> <span class="nb">int</span><span class="p">)):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;New duration must be an int or a float. Received </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">dur</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
+            <span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">replaceeverywhere</span><span class="p">:</span>
+            <span class="n">basename</span> <span class="o">=</span> <span class="n">BluePrint</span><span class="o">.</span><span class="n">_basename</span>
+            <span class="n">name</span> <span class="o">=</span> <span class="n">basename</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
+            <span class="n">nmlst</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span>
+            <span class="n">replacelist</span> <span class="o">=</span> <span class="p">[</span><span class="n">nm</span> <span class="k">for</span> <span class="n">nm</span> <span class="ow">in</span> <span class="n">nmlst</span> <span class="k">if</span> <span class="n">basename</span><span class="p">(</span><span class="n">nm</span><span class="p">)</span> <span class="o">==</span> <span class="n">name</span><span class="p">]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">replacelist</span> <span class="o">=</span> <span class="p">[</span><span class="n">name</span><span class="p">]</span>
+
+        <span class="c1"># Validation</span>
+        <span class="k">if</span> <span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s2">&quot;No segment of that name in blueprint.&quot;</span>
+                <span class="sa">f</span><span class="s2">&quot; Contains segments: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="si">}</span><span class="s2">&quot;</span>
+            <span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">replacelist</span><span class="p">:</span>
+            <span class="n">position</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">dur</span> <span class="o">&lt;=</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Duration must be strictly greater than zero.&quot;</span><span class="p">)</span>
+
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">SR</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">dur</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">SR</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                        <span class="s2">&quot;Duration too short! Must be at least 1/sample rate.&quot;</span>
+                    <span class="p">)</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">_durslist</span><span class="p">[</span><span class="n">position</span><span class="p">]</span> <span class="o">=</span> <span class="n">dur</span></div>
+
+
+<div class="viewcode-block" id="BluePrint.setSR">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.blueprint.BluePrint.setSR">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">setSR</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">SR</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Set the associated sample rate</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            SR (Union[int, float]): The sample rate in Sa/s.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_SR</span> <span class="o">=</span> <span class="n">SR</span></div>
+
+
+<div class="viewcode-block" id="BluePrint.setSegmentMarker">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.blueprint.BluePrint.setSegmentMarker">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">setSegmentMarker</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">specs</span><span class="p">,</span> <span class="n">markerID</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Bind a marker to a specific segment.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            name (str): Name of the segment</span>
+<span class="sd">            specs (tuple): Marker specification tuple, (delay, duration),</span>
+<span class="sd">                where the delay is relative to the segment start</span>
+<span class="sd">            markerID (int): Which marker channel to output on. Must be 1 or 2.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">markerID</span> <span class="ow">not</span> <span class="ow">in</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="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;MarkerID must be either 1 or 2. Received </span><span class="si">{</span><span class="n">markerID</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
+
+        <span class="n">markerselect</span> <span class="o">=</span> <span class="p">{</span><span class="mi">1</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_segmark1</span><span class="p">,</span> <span class="mi">2</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_segmark2</span><span class="p">}</span>
+        <span class="n">position</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
+
+        <span class="c1"># TODO: Do we need more than one bound marker per segment?</span>
+        <span class="n">markerselect</span><span class="p">[</span><span class="n">markerID</span><span class="p">][</span><span class="n">position</span><span class="p">]</span> <span class="o">=</span> <span class="n">specs</span></div>
+
+
+<div class="viewcode-block" id="BluePrint.removeSegmentMarker">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.blueprint.BluePrint.removeSegmentMarker">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">removeSegmentMarker</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">markerID</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Remove all bound markers from a specific segment</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            name (str): Name of the segment</span>
+<span class="sd">            markerID (int): Which marker channel to remove from (1 or 2).</span>
+<span class="sd">            number (int): The number of the marker, in case several markers are</span>
+<span class="sd">                bound to one element. Default: 1 (the first marker).</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">markerID</span> <span class="ow">not</span> <span class="ow">in</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="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;MarkerID must be either 1 or 2. Received </span><span class="si">{markerID}</span><span class="s2">.&quot;</span><span class="p">)</span>
+
+        <span class="n">markerselect</span> <span class="o">=</span> <span class="p">{</span><span class="mi">1</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_segmark1</span><span class="p">,</span> <span class="mi">2</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_segmark2</span><span class="p">}</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">position</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
+        <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">KeyError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;No segment named </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2"> in this BluePrint.&quot;</span><span class="p">)</span>
+        <span class="n">markerselect</span><span class="p">[</span><span class="n">markerID</span><span class="p">][</span><span class="n">position</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="BluePrint.copy">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.blueprint.BluePrint.copy">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns a copy of the BluePrint</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># Needed because of input validation in __init__</span>
+        <span class="n">namelist</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_basename</span><span class="p">(</span><span class="n">name</span><span class="p">)</span> <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="o">.</span><span class="n">copy</span><span class="p">()]</span>
+
+        <span class="k">return</span> <span class="n">BluePrint</span><span class="p">(</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span><span class="o">.</span><span class="n">copy</span><span class="p">(),</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_argslist</span><span class="o">.</span><span class="n">copy</span><span class="p">(),</span>
+            <span class="n">namelist</span><span class="p">,</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">marker1</span><span class="o">.</span><span class="n">copy</span><span class="p">(),</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">marker2</span><span class="o">.</span><span class="n">copy</span><span class="p">(),</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_segmark1</span><span class="o">.</span><span class="n">copy</span><span class="p">(),</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_segmark2</span><span class="o">.</span><span class="n">copy</span><span class="p">(),</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_SR</span><span class="p">,</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_durslist</span><span class="p">,</span>
+        <span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="BluePrint.insertSegment">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.blueprint.BluePrint.insertSegment">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">insertSegment</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pos</span><span class="p">,</span> <span class="n">func</span><span class="p">,</span> <span class="n">args</span><span class="o">=</span><span class="p">(),</span> <span class="n">dur</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">durs</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Insert a segment into the bluePrint.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            pos (int): The position at which to add the segment. Counts like</span>
+<span class="sd">                a python list; 0 is first, -1 is last. Values below -1 are</span>
+<span class="sd">                not allowed, though.</span>
+<span class="sd">            func (function): Function describing the segment. Must have its</span>
+<span class="sd">               duration as the last argument (unless its a special function).</span>
+<span class="sd">            args (Optional[Tuple[Any]]): Tuple of arguments BESIDES duration.</span>
+<span class="sd">                Default: ()</span>
+<span class="sd">            dur (Optional[Union[int, float]]): The duration of the</span>
+<span class="sd">                segment. Must be given UNLESS the segment is</span>
+<span class="sd">                &#39;waituntil&#39; or &#39;ensureaverage_fixed_level&#39;</span>
+<span class="sd">            name Optional[str]: Name of the segment. If none is given,</span>
+<span class="sd">                the segment will receive the name of its function,</span>
+<span class="sd">                possibly with a number appended.</span>
+
+<span class="sd">        Raises:</span>
+<span class="sd">            ValueError: If the position is negative</span>
+<span class="sd">            ValueError: If the name ends in a number</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># Validation</span>
+        <span class="n">has_ensureavg</span> <span class="o">=</span> <span class="p">(</span>
+            <span class="s2">&quot;ensureaverage_fixed_level&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span>
+            <span class="ow">or</span> <span class="s2">&quot;ensureaverage_fixed_dur&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span>
+        <span class="p">)</span>
+        <span class="k">if</span> <span class="n">func</span> <span class="o">==</span> <span class="s2">&quot;ensureaverage_fixed_level&quot;</span> <span class="ow">and</span> <span class="n">has_ensureavg</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s1">&#39;Can not have more than one &quot;ensureaverage&quot; segment in a blueprint.&#39;</span>
+            <span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">durs</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span>
+                <span class="s1">&#39;Deprecation warning: please specify &quot;dur&quot; rather &#39;</span>
+                <span class="s1">&#39;than &quot;durs&quot; when inserting a segment&#39;</span>
+            <span class="p">)</span>
+            <span class="k">if</span> <span class="n">dur</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">dur</span> <span class="o">=</span> <span class="n">durs</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;You can not specify &quot;durs&quot; AND &quot;dur&quot;!&#39;</span><span class="p">)</span>
+        <span class="c1"># Take care of &#39;waituntil&#39;</span>
+
+        <span class="c1"># allow users to input single values</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">args</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">):</span>
+            <span class="n">args</span> <span class="o">=</span> <span class="p">(</span><span class="n">args</span><span class="p">,)</span>
+
+        <span class="k">if</span> <span class="n">pos</span> <span class="o">&lt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Position must be strictly larger than -1&quot;</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">name</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">name</span> <span class="o">==</span> <span class="s2">&quot;&quot;</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">func</span> <span class="o">==</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">:</span>
+                <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;waituntil&quot;</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">name</span> <span class="o">=</span> <span class="n">func</span><span class="o">.</span><span class="vm">__name__</span>
+        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">name</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">name</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">isdigit</span><span class="p">():</span>
+                    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Segment name must not end in a number&quot;</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">pos</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_make_names_unique</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">func</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_argslist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">args</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_segmark1</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_segmark2</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_durslist</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">dur</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">pos</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_make_names_unique</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">pos</span><span class="p">,</span> <span class="n">func</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_argslist</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">pos</span><span class="p">,</span> <span class="n">args</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_segmark1</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">pos</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_segmark2</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">pos</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_durslist</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">pos</span><span class="p">,</span> <span class="n">dur</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="BluePrint.removeSegment">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.blueprint.BluePrint.removeSegment">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">removeSegment</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Remove the specified segment from the blueprint.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            name (str): The name of the segment to remove.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">position</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
+        <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">KeyError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;No segment called </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2"> in blueprint.&quot;</span><span class="p">)</span>
+
+        <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span><span class="p">[</span><span class="n">position</span><span class="p">]</span>
+        <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">_argslist</span><span class="p">[</span><span class="n">position</span><span class="p">]</span>
+        <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="p">[</span><span class="n">position</span><span class="p">]</span>
+        <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">_segmark1</span><span class="p">[</span><span class="n">position</span><span class="p">]</span>
+        <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">_segmark2</span><span class="p">[</span><span class="n">position</span><span class="p">]</span>
+        <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">_durslist</span><span class="p">[</span><span class="n">position</span><span class="p">]</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_make_names_unique</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="p">)</span></div>
+
+
+    <span class="k">def</span><span class="w"> </span><span class="fm">__add__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Add two BluePrints. The second argument is appended to the first</span>
+<span class="sd">        and a new BluePrint is returned.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            other (BluePrint): A BluePrint instance</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            BluePrint: A new blueprint.</span>
+
+<span class="sd">        Raises:</span>
+<span class="sd">            ValueError: If the input is not a BluePrint instance</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">BluePrint</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">                             BluePrint can only be added to another Blueprint.</span>
+<span class="s2">                             Received an object of type </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="si">}</span>
+<span class="s2">                             &quot;&quot;&quot;</span>
+            <span class="p">)</span>
+
+        <span class="n">nl</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_basename</span><span class="p">(</span><span class="n">name</span><span class="p">)</span> <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span><span class="p">]</span>
+        <span class="n">nl</span> <span class="o">+=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_basename</span><span class="p">(</span><span class="n">name</span><span class="p">)</span> <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">other</span><span class="o">.</span><span class="n">_namelist</span><span class="p">]</span>
+        <span class="n">al</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_argslist</span> <span class="o">+</span> <span class="n">other</span><span class="o">.</span><span class="n">_argslist</span>
+        <span class="n">fl</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span> <span class="o">+</span> <span class="n">other</span><span class="o">.</span><span class="n">_funlist</span>
+        <span class="n">m1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">marker1</span> <span class="o">+</span> <span class="n">other</span><span class="o">.</span><span class="n">marker1</span>
+        <span class="n">m2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">marker2</span> <span class="o">+</span> <span class="n">other</span><span class="o">.</span><span class="n">marker2</span>
+        <span class="n">sm1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_segmark1</span> <span class="o">+</span> <span class="n">other</span><span class="o">.</span><span class="n">_segmark1</span>
+        <span class="n">sm2</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_segmark2</span> <span class="o">+</span> <span class="n">other</span><span class="o">.</span><span class="n">_segmark2</span>
+        <span class="n">dl</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_durslist</span> <span class="o">+</span> <span class="n">other</span><span class="o">.</span><span class="n">_durslist</span>
+
+        <span class="n">new_bp</span> <span class="o">=</span> <span class="n">BluePrint</span><span class="p">()</span>
+
+        <span class="n">new_bp</span><span class="o">.</span><span class="n">_namelist</span> <span class="o">=</span> <span class="n">new_bp</span><span class="o">.</span><span class="n">_make_names_unique</span><span class="p">(</span><span class="n">nl</span><span class="o">.</span><span class="n">copy</span><span class="p">())</span>
+        <span class="n">new_bp</span><span class="o">.</span><span class="n">_funlist</span> <span class="o">=</span> <span class="n">fl</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="n">new_bp</span><span class="o">.</span><span class="n">_argslist</span> <span class="o">=</span> <span class="n">al</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="n">new_bp</span><span class="o">.</span><span class="n">marker1</span> <span class="o">=</span> <span class="n">m1</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="n">new_bp</span><span class="o">.</span><span class="n">marker2</span> <span class="o">=</span> <span class="n">m2</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="n">new_bp</span><span class="o">.</span><span class="n">_segmark1</span> <span class="o">=</span> <span class="n">sm1</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="n">new_bp</span><span class="o">.</span><span class="n">_segmark2</span> <span class="o">=</span> <span class="n">sm2</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="n">new_bp</span><span class="o">.</span><span class="n">_durslist</span> <span class="o">=</span> <span class="n">dl</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">SR</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">new_bp</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">SR</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">new_bp</span>
+
+    <span class="k">def</span><span class="w"> </span><span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Compare two blueprints. They are the same iff all</span>
+<span class="sd">        lists are identical.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            other (BluePrint): A BluePrint instance</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            bool: whether the two blueprints are identical</span>
+
+<span class="sd">        Raises:</span>
+<span class="sd">            ValueError: If the input is not a BluePrint instance</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">BluePrint</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">                             Blueprint can only be compared to another</span>
+<span class="s2">                             Blueprint.</span>
+<span class="s2">                             Received an object of type </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="si">}</span>
+<span class="s2">                             &quot;&quot;&quot;</span>
+            <span class="p">)</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_namelist</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">_namelist</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_funlist</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">_funlist</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_argslist</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">_argslist</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">marker1</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">marker1</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">marker2</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">marker2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_segmark1</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">_segmark1</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_segmark2</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">_segmark2</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">return</span> <span class="kc">True</span></div>
+
+
+
+<span class="k">def</span><span class="w"> </span><span class="nf">_subelementBuilder</span><span class="p">(</span>
+    <span class="n">blueprint</span><span class="p">:</span> <span class="n">BluePrint</span><span class="p">,</span> <span class="n">SR</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">durs</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span>
+<span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    The function building a blueprint, returning a numpy array.</span>
+
+<span class="sd">    This is the core translater from description of pulse to actual data points</span>
+<span class="sd">    All arrays must be made with this function</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="c1"># Important: building the element must NOT modify any of the mutable</span>
+    <span class="c1"># inputs, therefore all lists are copied</span>
+    <span class="n">funlist</span> <span class="o">=</span> <span class="n">blueprint</span><span class="o">.</span><span class="n">_funlist</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+    <span class="n">argslist</span> <span class="o">=</span> <span class="n">blueprint</span><span class="o">.</span><span class="n">_argslist</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+    <span class="n">namelist</span> <span class="o">=</span> <span class="n">blueprint</span><span class="o">.</span><span class="n">_namelist</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+    <span class="n">marker1</span> <span class="o">=</span> <span class="n">blueprint</span><span class="o">.</span><span class="n">marker1</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+    <span class="n">marker2</span> <span class="o">=</span> <span class="n">blueprint</span><span class="o">.</span><span class="n">marker2</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+    <span class="n">segmark1</span> <span class="o">=</span> <span class="n">blueprint</span><span class="o">.</span><span class="n">_segmark1</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+    <span class="n">segmark2</span> <span class="o">=</span> <span class="n">blueprint</span><span class="o">.</span><span class="n">_segmark2</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+
+    <span class="n">durations</span> <span class="o">=</span> <span class="n">durs</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+
+    <span class="n">no_of_waits</span> <span class="o">=</span> <span class="n">funlist</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="s2">&quot;waituntil&quot;</span><span class="p">)</span>
+
+    <span class="c1"># handle waituntil by translating it into a normal function</span>
+    <span class="n">waitpositions</span> <span class="o">=</span> <span class="p">[</span><span class="n">ii</span> <span class="k">for</span> <span class="n">ii</span><span class="p">,</span> <span class="n">el</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">funlist</span><span class="p">)</span> <span class="k">if</span> <span class="n">el</span> <span class="o">==</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">]</span>
+
+    <span class="c1"># Calculate elapsed times</span>
+
+    <span class="k">for</span> <span class="n">nw</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">no_of_waits</span><span class="p">):</span>
+        <span class="n">pos</span> <span class="o">=</span> <span class="n">waitpositions</span><span class="p">[</span><span class="n">nw</span><span class="p">]</span>
+        <span class="n">funlist</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span> <span class="o">=</span> <span class="n">PulseAtoms</span><span class="o">.</span><span class="n">waituntil</span>
+        <span class="n">elapsed_time</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">durations</span><span class="p">[:</span><span class="n">pos</span><span class="p">])</span>
+        <span class="n">wait_time</span> <span class="o">=</span> <span class="n">argslist</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+        <span class="n">dur</span> <span class="o">=</span> <span class="n">wait_time</span> <span class="o">-</span> <span class="n">elapsed_time</span>
+        <span class="k">if</span> <span class="n">dur</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s2">&quot;Inconsistent timing. Can not wait until &quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">wait_time</span><span class="si">}</span><span class="s2"> at position </span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">.&quot;</span>
+                <span class="sa">f</span><span class="s2">&quot; </span><span class="si">{</span><span class="n">elapsed_time</span><span class="si">}</span><span class="s2"> elapsed already&quot;</span>
+            <span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">durations</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span> <span class="o">=</span> <span class="n">dur</span>
+
+    <span class="c1"># When special segments like &#39;waituntil&#39; and &#39;ensureaverage&#39; get</span>
+    <span class="c1"># evaluated, the list of durations gets updated. That new list</span>
+    <span class="c1"># is newdurations</span>
+
+    <span class="n">newdurations</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">durations</span><span class="p">)</span>
+
+    <span class="c1"># All waveforms must ultimately have an integer number of samples</span>
+    <span class="c1"># Now figure out from the durations what these integers are</span>
+    <span class="c1">#</span>
+    <span class="c1"># The most honest thing to do is to simply round off dur*SR</span>
+    <span class="c1"># and raise an exception if the segment ends up with less than</span>
+    <span class="c1"># two points</span>
+
+    <span class="n">intdurations</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">newdurations</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">int</span><span class="p">)</span>
+
+    <span class="k">for</span> <span class="n">ii</span><span class="p">,</span> <span class="n">dur</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">newdurations</span><span class="p">):</span>
+        <span class="n">int_dur</span> <span class="o">=</span> <span class="nb">round</span><span class="p">(</span><span class="n">dur</span> <span class="o">*</span> <span class="n">SR</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">int_dur</span> <span class="o">&lt;</span> <span class="mi">2</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="n">SegmentDurationError</span><span class="p">(</span>
+                <span class="s2">&quot;Too short segment detected! &quot;</span>
+                <span class="sa">f</span><span class="s1">&#39;Segment &quot;</span><span class="si">{</span><span class="n">namelist</span><span class="p">[</span><span class="n">ii</span><span class="p">]</span><span class="si">}</span><span class="s1">&quot; at position </span><span class="si">{</span><span class="n">ii</span><span class="si">}</span><span class="s1"> &#39;</span>
+                <span class="sa">f</span><span class="s2">&quot;has a duration of </span><span class="si">{</span><span class="n">newdurations</span><span class="p">[</span><span class="n">ii</span><span class="p">]</span><span class="si">}</span><span class="s2"> which at &quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;an SR of </span><span class="si">{</span><span class="n">SR</span><span class="si">:</span><span class="s2">.3E</span><span class="si">}</span><span class="s2"> leads to just </span><span class="si">{</span><span class="n">int_dur</span><span class="si">}</span><span class="s2"> &quot;</span>
+                <span class="s2">&quot;point(s). There must be at least &quot;</span>
+                <span class="s2">&quot;2 points in each segment.&quot;</span>
+                <span class="s2">&quot;&quot;</span>
+            <span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">intdurations</span><span class="p">[</span><span class="n">ii</span><span class="p">]</span> <span class="o">=</span> <span class="n">int_dur</span>
+            <span class="n">newdurations</span><span class="p">[</span><span class="n">ii</span><span class="p">]</span> <span class="o">=</span> <span class="n">int_dur</span> <span class="o">/</span> <span class="n">SR</span>
+
+    <span class="c1"># The actual forging of the waveform</span>
+    <span class="n">wf_length</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">intdurations</span><span class="p">)</span>
+    <span class="n">parts</span> <span class="o">=</span> <span class="p">[</span><span class="n">ft</span><span class="o">.</span><span class="n">partial</span><span class="p">(</span><span class="n">fun</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">fun</span><span class="p">,</span> <span class="n">args</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">funlist</span><span class="p">,</span> <span class="n">argslist</span><span class="p">)]</span>
+    <span class="n">blocks</span> <span class="o">=</span> <span class="p">[</span><span class="n">p</span><span class="p">(</span><span class="n">SR</span><span class="p">,</span> <span class="n">d</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">d</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">parts</span><span class="p">,</span> <span class="n">intdurations</span><span class="p">)]</span>
+    <span class="n">output</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">fromiter</span><span class="p">(</span>
+        <span class="p">(</span><span class="n">block</span> <span class="k">for</span> <span class="n">sl</span> <span class="ow">in</span> <span class="n">blocks</span> <span class="k">for</span> <span class="n">block</span> <span class="ow">in</span> <span class="n">sl</span><span class="p">),</span> <span class="nb">float</span><span class="p">,</span> <span class="n">count</span><span class="o">=</span><span class="n">wf_length</span>
+    <span class="p">)</span>
+
+    <span class="c1"># now make the markers</span>
+    <span class="n">time</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">sum</span><span class="p">(</span><span class="n">newdurations</span><span class="p">),</span> <span class="n">wf_length</span><span class="p">,</span> <span class="n">endpoint</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+    <span class="n">m1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span><span class="n">time</span><span class="p">)</span>
+    <span class="n">m2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span><span class="n">time</span><span class="p">)</span>
+
+    <span class="c1"># update the &#39;absolute time&#39; marker list with &#39;relative time&#39;</span>
+    <span class="c1"># (segment bound) markers converted to absolute time</span>
+    <span class="n">elapsed_times</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">cumsum</span><span class="p">([</span><span class="mf">0.0</span><span class="p">]</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="n">newdurations</span><span class="p">))</span>
+
+    <span class="k">for</span> <span class="n">pos</span><span class="p">,</span> <span class="n">spec</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">segmark1</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">spec</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">ontime</span> <span class="o">=</span> <span class="n">elapsed_times</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span> <span class="o">+</span> <span class="n">spec</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>  <span class="c1"># spec is (delay, duration)</span>
+            <span class="n">marker1</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">ontime</span><span class="p">,</span> <span class="n">spec</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
+    <span class="k">for</span> <span class="n">pos</span><span class="p">,</span> <span class="n">spec</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">segmark2</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">spec</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="n">ontime</span> <span class="o">=</span> <span class="n">elapsed_times</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span> <span class="o">+</span> <span class="n">spec</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>  <span class="c1"># spec is (delay, duration)</span>
+            <span class="n">marker2</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">ontime</span><span class="p">,</span> <span class="n">spec</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
+    <span class="n">msettings</span> <span class="o">=</span> <span class="p">[</span><span class="n">marker1</span><span class="p">,</span> <span class="n">marker2</span><span class="p">]</span>
+    <span class="n">marks</span> <span class="o">=</span> <span class="p">[</span><span class="n">m1</span><span class="p">,</span> <span class="n">m2</span><span class="p">]</span>
+    <span class="k">for</span> <span class="n">marker</span><span class="p">,</span> <span class="n">setting</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">marks</span><span class="p">,</span> <span class="n">msettings</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">t</span><span class="p">,</span> <span class="n">dur</span> <span class="ow">in</span> <span class="n">setting</span><span class="p">:</span>
+            <span class="n">ind</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">time</span> <span class="o">-</span> <span class="n">t</span><span class="p">)</span><span class="o">.</span><span class="n">argmin</span><span class="p">()</span>
+            <span class="n">chunk</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">dur</span> <span class="o">*</span> <span class="n">SR</span><span class="p">))</span>
+            <span class="n">marker</span><span class="p">[</span><span class="n">ind</span> <span class="p">:</span> <span class="n">ind</span> <span class="o">+</span> <span class="n">chunk</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
+
+    <span class="n">outdict</span> <span class="o">=</span> <span class="p">{</span>
+        <span class="s2">&quot;wfm&quot;</span><span class="p">:</span> <span class="n">output</span><span class="p">,</span>
+        <span class="s2">&quot;m1&quot;</span><span class="p">:</span> <span class="n">m1</span><span class="p">,</span>
+        <span class="s2">&quot;m2&quot;</span><span class="p">:</span> <span class="n">m2</span><span class="p">,</span>
+        <span class="s2">&quot;time&quot;</span><span class="p">:</span> <span class="n">time</span><span class="p">,</span>
+        <span class="s2">&quot;newdurations&quot;</span><span class="p">:</span> <span class="n">newdurations</span><span class="p">,</span>
+    <span class="p">}</span>
+
+    <span class="k">return</span> <span class="n">outdict</span>
+</pre></div>
+        </article>
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+        <article role="main" id="furo-main-content">
+          <h1>Source code for broadbean.broadbean</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span><span class="w"> </span><span class="nn">functools</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">ft</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">logging</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">warnings</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">collections.abc</span><span class="w"> </span><span class="kn">import</span> <span class="n">Callable</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
+
+<span class="n">log</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">getLogger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="PulseAtoms">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.broadbean.PulseAtoms">[docs]</a>
+<span class="k">class</span><span class="w"> </span><span class="nc">PulseAtoms</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A class full of static methods.</span>
+<span class="sd">    The basic pulse shapes.</span>
+
+<span class="sd">    Any pulse shape function should return a list or an np.array</span>
+<span class="sd">    and have SR, npoints as its final two arguments.</span>
+
+<span class="sd">    Rounding errors are a real concern/pain in the business of</span>
+<span class="sd">    making waveforms of short duration (few samples). Therefore,</span>
+<span class="sd">    the PulseAtoms take the number of points rather than the</span>
+<span class="sd">    duration as input argument, so that all ambiguity can be handled</span>
+<span class="sd">    in one place (the _subelementBuilder)</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+<div class="viewcode-block" id="PulseAtoms.sine">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.broadbean.PulseAtoms.sine">[docs]</a>
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">sine</span><span class="p">(</span><span class="n">freq</span><span class="p">,</span> <span class="n">ampl</span><span class="p">,</span> <span class="n">off</span><span class="p">,</span> <span class="n">phase</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">npts</span><span class="p">):</span>
+        <span class="n">time</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">npts</span> <span class="o">/</span> <span class="n">SR</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="n">npts</span><span class="p">),</span> <span class="n">endpoint</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+        <span class="n">freq</span> <span class="o">*=</span> <span class="mi">2</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">pi</span>
+        <span class="k">return</span> <span class="n">ampl</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">freq</span> <span class="o">*</span> <span class="n">time</span> <span class="o">+</span> <span class="n">phase</span><span class="p">)</span> <span class="o">+</span> <span class="n">off</span></div>
+
+
+<div class="viewcode-block" id="PulseAtoms.ramp">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.broadbean.PulseAtoms.ramp">[docs]</a>
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">ramp</span><span class="p">(</span><span class="n">start</span><span class="p">,</span> <span class="n">stop</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">npts</span><span class="p">):</span>
+        <span class="n">dur</span> <span class="o">=</span> <span class="n">npts</span> <span class="o">/</span> <span class="n">SR</span>
+        <span class="n">slope</span> <span class="o">=</span> <span class="p">(</span><span class="n">stop</span> <span class="o">-</span> <span class="n">start</span><span class="p">)</span> <span class="o">/</span> <span class="n">dur</span>
+        <span class="n">time</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">dur</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="n">npts</span><span class="p">),</span> <span class="n">endpoint</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">slope</span> <span class="o">*</span> <span class="n">time</span> <span class="o">+</span> <span class="n">start</span></div>
+
+
+<div class="viewcode-block" id="PulseAtoms.arb_func">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.broadbean.PulseAtoms.arb_func">[docs]</a>
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">arb_func</span><span class="p">(</span><span class="n">func</span><span class="p">:</span> <span class="n">Callable</span><span class="p">,</span> <span class="n">kwargs</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">npts</span><span class="p">):</span>
+<span class="w">        </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        This function is used to generate an arbitrary waveform from a function.</span>
+<span class="sd">        The function must be of the form f(time, \*\*kwargs) where time is a numpy array and</span>
+<span class="sd">        kwargs is a dict that provides any additional parameters needed for the function.</span>
+
+<span class="sd">        Example:</span>
+
+<span class="sd">        .. code-block:: python</span>
+
+<span class="sd">            func = lambda time, freq, ampl, off, phase: ampl*np.sin(freq*time+phase)+off</span>
+<span class="sd">            kwargs = {&#39;freq&#39;: 1e6, &#39;ampl&#39;: 1, &#39;off&#39;: 0, &#39;phase&#39;: 0}</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">time</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">npts</span> <span class="o">/</span> <span class="n">SR</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="n">npts</span><span class="p">),</span> <span class="n">endpoint</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">func</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="PulseAtoms.waituntil">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.broadbean.PulseAtoms.waituntil">[docs]</a>
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">waituntil</span><span class="p">(</span><span class="n">dummy</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">npts</span><span class="p">):</span>
+        <span class="c1"># for internal call signature consistency, a dummy variable is needed</span>
+        <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">npts</span><span class="p">))</span></div>
+
+
+<div class="viewcode-block" id="PulseAtoms.gaussian">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.broadbean.PulseAtoms.gaussian">[docs]</a>
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">gaussian</span><span class="p">(</span><span class="n">ampl</span><span class="p">,</span> <span class="n">sigma</span><span class="p">,</span> <span class="n">mu</span><span class="p">,</span> <span class="n">offset</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">npts</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns a Gaussian of peak height ampl (when offset==0)</span>
+
+<span class="sd">        Is by default centred in the middle of the interval</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">dur</span> <span class="o">=</span> <span class="n">npts</span> <span class="o">/</span> <span class="n">SR</span>
+        <span class="n">time</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">dur</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="n">npts</span><span class="p">),</span> <span class="n">endpoint</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+        <span class="n">centre</span> <span class="o">=</span> <span class="n">dur</span> <span class="o">/</span> <span class="mi">2</span>
+        <span class="n">baregauss</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span><span class="p">((</span><span class="n">time</span> <span class="o">-</span> <span class="n">mu</span> <span class="o">-</span> <span class="n">centre</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span> <span class="o">/</span> <span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="n">sigma</span><span class="o">**</span><span class="mi">2</span><span class="p">))</span>
+        <span class="k">return</span> <span class="n">ampl</span> <span class="o">*</span> <span class="n">baregauss</span> <span class="o">+</span> <span class="n">offset</span></div>
+
+
+<div class="viewcode-block" id="PulseAtoms.gaussian_smooth_cutoff">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.broadbean.PulseAtoms.gaussian_smooth_cutoff">[docs]</a>
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">gaussian_smooth_cutoff</span><span class="p">(</span><span class="n">ampl</span><span class="p">,</span> <span class="n">sigma</span><span class="p">,</span> <span class="n">mu</span><span class="p">,</span> <span class="n">offset</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">npts</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns a Gaussian of peak height ampl (when offset==0)</span>
+
+<span class="sd">        Is by default centred in the middle of the interval</span>
+
+<span class="sd">        smooth cutoff by making offsetting the Gaussian so endpoint = 0 and normalizing the hight to 1</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">dur</span> <span class="o">=</span> <span class="n">npts</span> <span class="o">/</span> <span class="n">SR</span>
+        <span class="n">time</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">dur</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="n">npts</span><span class="p">),</span> <span class="n">endpoint</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+        <span class="n">centre</span> <span class="o">=</span> <span class="n">dur</span> <span class="o">/</span> <span class="mi">2</span>
+        <span class="n">baregauss</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span><span class="p">((</span><span class="n">time</span> <span class="o">-</span> <span class="n">mu</span> <span class="o">-</span> <span class="n">centre</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span> <span class="o">/</span> <span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="n">sigma</span><span class="o">**</span><span class="mi">2</span><span class="p">))</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span>
+            <span class="o">-</span><span class="p">((</span><span class="mi">0</span> <span class="o">-</span> <span class="n">mu</span> <span class="o">-</span> <span class="n">centre</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span> <span class="o">/</span> <span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="n">sigma</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span>
+        <span class="p">)</span>
+        <span class="n">normalization</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">/</span> <span class="p">(</span><span class="mf">1.0</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span><span class="p">((</span><span class="mi">0</span> <span class="o">-</span> <span class="n">mu</span> <span class="o">-</span> <span class="n">centre</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span> <span class="o">/</span> <span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="n">sigma</span><span class="o">**</span><span class="mi">2</span><span class="p">)))</span>
+        <span class="k">return</span> <span class="n">ampl</span> <span class="o">*</span> <span class="n">baregauss</span> <span class="o">/</span> <span class="n">normalization</span> <span class="o">+</span> <span class="n">offset</span></div>
+</div>
+
+
+
+<div class="viewcode-block" id="marked_for_deletion">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.broadbean.marked_for_deletion">[docs]</a>
+<span class="k">def</span><span class="w"> </span><span class="nf">marked_for_deletion</span><span class="p">(</span><span class="n">replaced_by</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Callable</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    A decorator for functions we want to kill. The function still</span>
+<span class="sd">    gets called.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span><span class="w"> </span><span class="nf">decorator</span><span class="p">(</span><span class="n">func</span><span class="p">):</span>
+        <span class="nd">@ft</span><span class="o">.</span><span class="n">wraps</span><span class="p">(</span><span class="n">func</span><span class="p">)</span>
+        <span class="k">def</span><span class="w"> </span><span class="nf">warner</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+            <span class="n">warnstr</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">func</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2"> is obsolete.&quot;</span>
+            <span class="k">if</span> <span class="n">replaced_by</span><span class="p">:</span>
+                <span class="n">warnstr</span> <span class="o">+=</span> <span class="sa">f</span><span class="s2">&quot; Please use </span><span class="si">{</span><span class="n">replaced_by</span><span class="si">}</span><span class="s2"> insted.&quot;</span>
+            <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="n">warnstr</span><span class="p">)</span>
+            <span class="k">return</span> <span class="n">func</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">warner</span>
+
+    <span class="k">return</span> <span class="n">decorator</span></div>
+
+
+
+<span class="k">def</span><span class="w"> </span><span class="nf">_channelListSorter</span><span class="p">(</span><span class="n">channels</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="nb">int</span><span class="p">]:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Sort a list of channel names. Channel names can be ints or strings. Sorts</span>
+<span class="sd">    ints as being before strings.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">intlist</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">intlist</span> <span class="o">=</span> <span class="p">[</span><span class="n">ch</span> <span class="k">for</span> <span class="n">ch</span> <span class="ow">in</span> <span class="n">channels</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ch</span><span class="p">,</span> <span class="nb">int</span><span class="p">)]</span>
+    <span class="n">strlist</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
+    <span class="n">strlist</span> <span class="o">=</span> <span class="p">[</span><span class="n">ch</span> <span class="k">for</span> <span class="n">ch</span> <span class="ow">in</span> <span class="n">channels</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ch</span><span class="p">,</span> <span class="nb">str</span><span class="p">)]</span>
+
+    <span class="n">sorted_list</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">intlist</span><span class="p">)</span> <span class="o">+</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">strlist</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">sorted_list</span>
+
+
+<span class="k">class</span><span class="w"> </span><span class="nc">_AWGOutput</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Class used inside Sequence.outputForAWGFile</span>
+
+<span class="sd">    Allows for easy-access slicing to return several valid tuples</span>
+<span class="sd">    for the QCoDeS Tektronix AWG 5014 driver from the same sequence.</span>
+
+<span class="sd">    Example:</span>
+<span class="sd">    A sequence, myseq, specifies channels 1, 2, 3, 4.</span>
+
+<span class="sd">    out = myseq.outputForAWGFile()</span>
+
+<span class="sd">    out[:] &lt;--- tuple with all channels</span>
+<span class="sd">    out[1:3] &lt;--- tuple with channels 1, 2</span>
+<span class="sd">    out[2] &lt;--- tuple with channel 2</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">rawpackage</span><span class="p">,</span> <span class="n">channels</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Rawpackage is a tuple:</span>
+<span class="sd">        (wfms, m1s, m2s, nreps, trig_wait, goto, jump)</span>
+
+<span class="sd">        Channels is a list of what the channels were called in their</span>
+<span class="sd">        sequence object whence this instance is created</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">channels</span> <span class="o">=</span> <span class="n">channels</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_channels</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">ii</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">rawpackage</span><span class="p">[</span><span class="mi">0</span><span class="p">])):</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_channels</span><span class="p">[</span><span class="n">ii</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span>
+                <span class="s2">&quot;wfms&quot;</span><span class="p">:</span> <span class="n">rawpackage</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="n">ii</span><span class="p">],</span>
+                <span class="s2">&quot;m1s&quot;</span><span class="p">:</span> <span class="n">rawpackage</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="n">ii</span><span class="p">],</span>
+                <span class="s2">&quot;m2s&quot;</span><span class="p">:</span> <span class="n">rawpackage</span><span class="p">[</span><span class="mi">2</span><span class="p">][</span><span class="n">ii</span><span class="p">],</span>
+            <span class="p">}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">nreps</span> <span class="o">=</span> <span class="n">rawpackage</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">trig_wait</span> <span class="o">=</span> <span class="n">rawpackage</span><span class="p">[</span><span class="mi">4</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">goto</span> <span class="o">=</span> <span class="n">rawpackage</span><span class="p">[</span><span class="mi">5</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">jump</span> <span class="o">=</span> <span class="n">rawpackage</span><span class="p">[</span><span class="mi">6</span><span class="p">]</span>
+
+    <span class="k">def</span><span class="w"> </span><span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_channels</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">output</span> <span class="o">=</span> <span class="p">(</span>
+                    <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_channels</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s2">&quot;wfms&quot;</span><span class="p">]],</span>
+                    <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_channels</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s2">&quot;m1s&quot;</span><span class="p">]],</span>
+                    <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_channels</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s2">&quot;m2s&quot;</span><span class="p">]],</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">nreps</span><span class="p">,</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">trig_wait</span><span class="p">,</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">goto</span><span class="p">,</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">jump</span><span class="p">,</span>
+                <span class="p">)</span>
+
+                <span class="k">return</span> <span class="n">output</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">KeyError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s2"> is not a valid key.&quot;</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="nb">slice</span><span class="p">):</span>
+            <span class="n">start</span> <span class="o">=</span> <span class="n">key</span><span class="o">.</span><span class="n">start</span>
+            <span class="k">if</span> <span class="n">start</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">start</span> <span class="o">=</span> <span class="mi">0</span>
+
+            <span class="n">stop</span> <span class="o">=</span> <span class="n">key</span><span class="o">.</span><span class="n">stop</span>
+            <span class="k">if</span> <span class="n">stop</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">stop</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_channels</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+
+            <span class="n">step</span> <span class="o">=</span> <span class="n">key</span><span class="o">.</span><span class="n">step</span>
+            <span class="k">if</span> <span class="n">step</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">step</span> <span class="o">=</span> <span class="mi">1</span>
+
+            <span class="n">indeces</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="n">start</span><span class="p">,</span> <span class="n">stop</span><span class="p">,</span> <span class="n">step</span><span class="p">)</span>
+
+            <span class="n">wfms</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_channels</span><span class="p">[</span><span class="n">ind</span><span class="p">][</span><span class="s2">&quot;wfms&quot;</span><span class="p">]</span> <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">indeces</span><span class="p">]</span>
+            <span class="n">m1s</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_channels</span><span class="p">[</span><span class="n">ind</span><span class="p">][</span><span class="s2">&quot;m1s&quot;</span><span class="p">]</span> <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">indeces</span><span class="p">]</span>
+            <span class="n">m2s</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_channels</span><span class="p">[</span><span class="n">ind</span><span class="p">][</span><span class="s2">&quot;m2s&quot;</span><span class="p">]</span> <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">indeces</span><span class="p">]</span>
+
+            <span class="n">output</span> <span class="o">=</span> <span class="p">(</span><span class="n">wfms</span><span class="p">,</span> <span class="n">m1s</span><span class="p">,</span> <span class="n">m2s</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">nreps</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">trig_wait</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">goto</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">jump</span><span class="p">)</span>
+
+            <span class="k">return</span> <span class="n">output</span>
+
+        <span class="k">raise</span> <span class="ne">KeyError</span><span class="p">(</span><span class="s2">&quot;Key must be int or slice!&quot;</span><span class="p">)</span>
+</pre></div>
+        </article>
+      </div>
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+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../">
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+
+    <!-- Generated with Sphinx 8.1.3 and Furo 2024.08.06 -->
+        <title>broadbean.element - broadbean 0.15.0.dev697 documentation</title>
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+      <line x1="10.044" y1="5.094" x2="8.63" y2="3.68"/>
+      <line x1="19" y1="14.05" x2="20.414" y2="15.464"/>
+      <line x1="8.2" y1="9.55" x2="6.2" y2="9.55"/>
+      <line x1="20.8" y1="9.55" x2="22.8" y2="9.55"/>
+      <line x1="10.044" y1="14.006" x2="8.63" y2="15.42"/>
+      <line x1="19" y1="5.05" x2="20.414" y2="3.636"/>
+      <circle cx="14.5" cy="9.55" r="3.6"/>
+    </svg>
+  </symbol>
+  <symbol id="svg-moon-with-sun" viewBox="0 0 24 24">
+    <title>Auto light/dark, in dark mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round"
+      class="icon-custom-derived-from-feather-sun-and-tabler-moon">
+      <path d="M 8.282 7.007 C 8.385 7.007 8.494 7.007 8.595 7.007 C 5.18 10.184 6.481 15.869 10.942 17.24 C 12.275 17.648 13.706 17.589 15 17.066 C 12.851 22.236 5.91 23.143 2.505 18.696 C -0.897 14.249 1.791 7.786 7.342 7.063 C 7.652 7.021 7.965 7 8.282 7 L 8.282 7.007 Z"/>
+      <line style="opacity: 50%" x1="18" y1="3.705" x2="18" y2="2.5"/>
+      <line style="opacity: 50%" x1="18" y1="11.295" x2="18" y2="12.5"/>
+      <line style="opacity: 50%" x1="15.316" y1="4.816" x2="14.464" y2="3.964"/>
+      <line style="opacity: 50%" x1="20.711" y1="10.212" x2="21.563" y2="11.063"/>
+      <line style="opacity: 50%" x1="14.205" y1="7.5" x2="13.001" y2="7.5"/>
+      <line style="opacity: 50%" x1="21.795" y1="7.5" x2="23" y2="7.5"/>
+      <line style="opacity: 50%" x1="15.316" y1="10.184" x2="14.464" y2="11.036"/>
+      <line style="opacity: 50%" x1="20.711" y1="4.789" x2="21.563" y2="3.937"/>
+      <circle style="opacity: 50%" cx="18" cy="7.5" r="2.169"/>
+    </svg>
+  </symbol>
+  <symbol id="svg-pencil" viewBox="0 0 24 24">
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-pencil-code">
+      <path d="M4 20h4l10.5 -10.5a2.828 2.828 0 1 0 -4 -4l-10.5 10.5v4" />
+      <path d="M13.5 6.5l4 4" />
+      <path d="M20 21l2 -2l-2 -2" />
+      <path d="M17 17l-2 2l2 2" />
+    </svg>
+  </symbol>
+  <symbol id="svg-eye" viewBox="0 0 24 24">
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-eye-code">
+      <path stroke="none" d="M0 0h24v24H0z" fill="none" />
+      <path d="M10 12a2 2 0 1 0 4 0a2 2 0 0 0 -4 0" />
+      <path
+        d="M11.11 17.958c-3.209 -.307 -5.91 -2.293 -8.11 -5.958c2.4 -4 5.4 -6 9 -6c3.6 0 6.6 2 9 6c-.21 .352 -.427 .688 -.647 1.008" />
+      <path d="M20 21l2 -2l-2 -2" />
+      <path d="M17 17l-2 2l2 2" />
+    </svg>
+  </symbol>
+</svg>
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+        <article role="main" id="furo-main-content">
+          <h1>Source code for broadbean.element</h1><div class="highlight"><pre>
+<span></span><span class="c1"># This file contains the Element definition</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">__future__</span><span class="w"> </span><span class="kn">import</span> <span class="n">annotations</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">json</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">collections.abc</span><span class="w"> </span><span class="kn">import</span> <span class="n">Sequence</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">copy</span><span class="w"> </span><span class="kn">import</span> <span class="n">deepcopy</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
+
+<span class="kn">from</span><span class="w"> </span><span class="nn">broadbean.blueprint</span><span class="w"> </span><span class="kn">import</span> <span class="n">BluePrint</span><span class="p">,</span> <span class="n">_subelementBuilder</span>
+
+<span class="kn">from</span><span class="w"> </span><span class="nn">.broadbean</span><span class="w"> </span><span class="kn">import</span> <span class="n">PulseAtoms</span>
+
+
+<div class="viewcode-block" id="ElementDurationError">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.element.ElementDurationError">[docs]</a>
+<span class="k">class</span><span class="w"> </span><span class="nc">ElementDurationError</span><span class="p">(</span><span class="ne">Exception</span><span class="p">):</span>
+    <span class="k">pass</span></div>
+
+
+
+<div class="viewcode-block" id="Element">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.element.Element">[docs]</a>
+<span class="k">class</span><span class="w"> </span><span class="nc">Element</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Object representing an element. An element is a collection of waves that</span>
+<span class="sd">    are to be run simultaneously. The element consists of a number of channels</span>
+<span class="sd">    that are then each filled with anything of the appropriate length.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="c1"># The internal data structure, a dict with key channel number</span>
+        <span class="c1"># Each value is a dict with the following possible keys, values:</span>
+        <span class="c1"># &#39;blueprint&#39;: a BluePrint</span>
+        <span class="c1"># &#39;channelname&#39;: channel name for later use with a Tektronix AWG5014</span>
+        <span class="c1"># &#39;array&#39;: a dict {&#39;wfm&#39;: np.array} (other keys: &#39;m1&#39;, &#39;m2&#39;, etc)</span>
+        <span class="c1"># &#39;SR&#39;: Sample rate. Used with array.</span>
+        <span class="c1">#</span>
+        <span class="c1"># Another dict is meta, which holds:</span>
+        <span class="c1"># &#39;duration&#39;: duration in seconds of the entire element.</span>
+        <span class="c1"># &#39;SR&#39;: sample rate of the element</span>
+        <span class="c1"># These two values are added/updated upon validation of the durations</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_data</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_meta</span> <span class="o">=</span> <span class="p">{}</span>
+
+<div class="viewcode-block" id="Element.addBluePrint">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.element.Element.addBluePrint">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">addBluePrint</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">channel</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">int</span><span class="p">,</span> <span class="n">blueprint</span><span class="p">:</span> <span class="n">BluePrint</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Add a blueprint to the element on the specified channel.</span>
+<span class="sd">        Overwrites whatever was there before.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">blueprint</span><span class="p">,</span> <span class="n">BluePrint</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s2">&quot;Invalid blueprint given. Must be an instance of the BluePrint class.&quot;</span>
+            <span class="p">)</span>
+
+        <span class="k">if</span> <span class="p">[]</span> <span class="ow">in</span> <span class="p">[</span>
+            <span class="n">blueprint</span><span class="o">.</span><span class="n">_funlist</span><span class="p">,</span>
+            <span class="n">blueprint</span><span class="o">.</span><span class="n">_argslist</span><span class="p">,</span>
+            <span class="n">blueprint</span><span class="o">.</span><span class="n">_namelist</span><span class="p">,</span>
+            <span class="n">blueprint</span><span class="o">.</span><span class="n">_durslist</span><span class="p">,</span>
+        <span class="p">]:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Received empty BluePrint. Can not proceed.&quot;</span><span class="p">)</span>
+
+        <span class="c1"># important: make a copy of the blueprint</span>
+        <span class="n">newprint</span> <span class="o">=</span> <span class="n">blueprint</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">channel</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">channel</span><span class="p">][</span><span class="s2">&quot;blueprint&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">newprint</span></div>
+
+
+<div class="viewcode-block" id="Element.addFlags">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.element.Element.addFlags">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">addFlags</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">channel</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">int</span><span class="p">,</span> <span class="n">flags</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="nb">int</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Adds flags for the specified channel.</span>
+<span class="sd">        List of 4 flags, each of which should be 0 or &quot;&quot; for &#39;No change&#39;, 1 or &quot;H&quot; for &#39;High&#39;,</span>
+<span class="sd">        2 or &quot;L&quot; for &#39;Low&#39;, 3 or &quot;T&quot; for &#39;Toggle&#39;, 4 or &quot;P&quot; for &#39;Pulse&#39;.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">flags</span><span class="p">,</span> <span class="n">Sequence</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s2">&quot;Flags should be given as a sequence (e.g. a list or a tuple).&quot;</span>
+            <span class="p">)</span>
+
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">flags</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">4</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;There should be 4 flags in the list.&quot;</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">cnt</span><span class="p">,</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">flags</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">,</span> <span class="s2">&quot;H&quot;</span><span class="p">,</span> <span class="s2">&quot;L&quot;</span><span class="p">,</span> <span class="s2">&quot;T&quot;</span><span class="p">,</span> <span class="s2">&quot;P&quot;</span><span class="p">]:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                    <span class="s1">&#39;Invalid flag at index </span><span class="si">{cnt}</span><span class="s1">. Allowed flags are 0 or &quot;&quot; (No change), &#39;</span>
+                    <span class="s1">&#39;1 or &quot;H&quot; (High), 2 or &quot;L&quot; (Low), 3 or &quot;T&quot; (Toggle), &#39;</span>
+                    <span class="s1">&#39;4 or &quot;P&quot; (Pulse).&#39;</span>
+                <span class="p">)</span>
+
+        <span class="c1"># replace flag aliases with integers</span>
+        <span class="n">flag_aliases</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+            <span class="s2">&quot;H&quot;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span>
+            <span class="s2">&quot;L&quot;</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span>
+            <span class="s2">&quot;T&quot;</span><span class="p">:</span> <span class="mi">3</span><span class="p">,</span>
+            <span class="s2">&quot;P&quot;</span><span class="p">:</span> <span class="mi">4</span><span class="p">,</span>
+            <span class="mi">0</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+            <span class="mi">1</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span>
+            <span class="mi">2</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span>
+            <span class="mi">3</span><span class="p">:</span> <span class="mi">3</span><span class="p">,</span>
+            <span class="mi">4</span><span class="p">:</span> <span class="mi">4</span><span class="p">,</span>
+        <span class="p">}</span>
+        <span class="n">flags_int</span> <span class="o">=</span> <span class="p">[</span><span class="n">flag_aliases</span><span class="p">[</span><span class="n">x</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">flags</span><span class="p">]</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">channel</span><span class="p">][</span><span class="s2">&quot;flags&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">flags_int</span></div>
+
+
+<div class="viewcode-block" id="Element.addArray">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.element.Element.addArray">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">addArray</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span> <span class="n">channel</span><span class="p">:</span> <span class="nb">int</span> <span class="o">|</span> <span class="nb">str</span><span class="p">,</span> <span class="n">waveform</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="n">SR</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Add an array of voltage value to the element on the specified channel.</span>
+<span class="sd">        Overwrites whatever was there before. Markers can be specified via</span>
+<span class="sd">        the kwargs, i.e. the kwargs must specify arrays of markers. The names</span>
+<span class="sd">        can be &#39;m1&#39;, &#39;m2&#39;, &#39;m3&#39;, etc.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            channel: The channel number</span>
+<span class="sd">            waveform: The array of waveform values (V)</span>
+<span class="sd">            SR: The sample rate in Sa/s</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">N</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">waveform</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">channel</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">channel</span><span class="p">][</span><span class="s2">&quot;array&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+
+        <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">array</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">array</span><span class="p">)</span> <span class="o">!=</span> <span class="n">N</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                    <span class="s2">&quot;Length mismatch between waveform and &quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;array </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">. Must be same length&quot;</span>
+                <span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">channel</span><span class="p">][</span><span class="s2">&quot;array&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">name</span><span class="p">:</span> <span class="n">array</span><span class="p">})</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">channel</span><span class="p">][</span><span class="s2">&quot;array&quot;</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">waveform</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">channel</span><span class="p">][</span><span class="s2">&quot;SR&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">SR</span></div>
+
+
+<div class="viewcode-block" id="Element.validateDurations">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.element.Element.validateDurations">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">validateDurations</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Check that all channels have the same specified duration, number of</span>
+<span class="sd">        points and sample rate.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># pick out the channel entries</span>
+        <span class="n">channels</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">values</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">channels</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">KeyError</span><span class="p">(</span><span class="s2">&quot;Empty Element, nothing assigned&quot;</span><span class="p">)</span>
+
+        <span class="c1"># First the sample rate</span>
+        <span class="n">SRs</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">channel</span> <span class="ow">in</span> <span class="n">channels</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s2">&quot;blueprint&quot;</span> <span class="ow">in</span> <span class="n">channel</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">SRs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">channel</span><span class="p">[</span><span class="s2">&quot;blueprint&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">SR</span><span class="p">)</span>
+            <span class="k">elif</span> <span class="s2">&quot;array&quot;</span> <span class="ow">in</span> <span class="n">channel</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">SR</span> <span class="o">=</span> <span class="n">channel</span><span class="p">[</span><span class="s2">&quot;SR&quot;</span><span class="p">]</span>
+                <span class="n">SRs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">SR</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">SRs</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">SRs</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">SRs</span><span class="p">):</span>
+            <span class="n">errmssglst</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">keys</span><span class="p">()),</span> <span class="n">SRs</span><span class="p">)</span>
+            <span class="k">raise</span> <span class="n">ElementDurationError</span><span class="p">(</span>
+                <span class="s2">&quot;Different channels have different &quot;</span>
+                <span class="s2">&quot;SRs. (Channel, SR): &quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="nb">list</span><span class="p">(</span><span class="n">errmssglst</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
+            <span class="p">)</span>
+
+        <span class="c1"># Next the total time</span>
+        <span class="n">durations</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">channel</span> <span class="ow">in</span> <span class="n">channels</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s2">&quot;blueprint&quot;</span> <span class="ow">in</span> <span class="n">channel</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">durations</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">channel</span><span class="p">[</span><span class="s2">&quot;blueprint&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">duration</span><span class="p">)</span>
+            <span class="k">elif</span> <span class="s2">&quot;array&quot;</span> <span class="ow">in</span> <span class="n">channel</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">length</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">channel</span><span class="p">[</span><span class="s2">&quot;array&quot;</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">])</span> <span class="o">/</span> <span class="n">channel</span><span class="p">[</span><span class="s2">&quot;SR&quot;</span><span class="p">]</span>
+                <span class="n">durations</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">length</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="kc">None</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">SRs</span><span class="p">:</span>
+            <span class="n">atol</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">SRs</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">atol</span> <span class="o">=</span> <span class="mf">1e-9</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">np</span><span class="o">.</span><span class="n">allclose</span><span class="p">(</span><span class="n">durations</span><span class="p">,</span> <span class="n">durations</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">atol</span><span class="o">=</span><span class="n">atol</span><span class="p">):</span>
+            <span class="n">errmssglst</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">keys</span><span class="p">()),</span> <span class="n">durations</span><span class="p">)</span>
+            <span class="k">raise</span> <span class="n">ElementDurationError</span><span class="p">(</span>
+                <span class="s2">&quot;Different channels have different &quot;</span>
+                <span class="s2">&quot;durations. (Channel, duration): &quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="nb">list</span><span class="p">(</span><span class="n">errmssglst</span><span class="p">)</span><span class="si">}</span><span class="s2">s&quot;</span>
+            <span class="p">)</span>
+
+        <span class="c1"># Finally the number of points</span>
+        <span class="c1"># (kind of redundant if sample rate and duration match?)</span>
+        <span class="n">npts</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">channel</span> <span class="ow">in</span> <span class="n">channels</span><span class="p">:</span>
+            <span class="k">if</span> <span class="s2">&quot;blueprint&quot;</span> <span class="ow">in</span> <span class="n">channel</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">npts</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">channel</span><span class="p">[</span><span class="s2">&quot;blueprint&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">points</span><span class="p">)</span>
+            <span class="k">elif</span> <span class="s2">&quot;array&quot;</span> <span class="ow">in</span> <span class="n">channel</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">length</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">channel</span><span class="p">[</span><span class="s2">&quot;array&quot;</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">])</span>
+                <span class="n">npts</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">length</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">npts</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">npts</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">npts</span><span class="p">):</span>
+            <span class="n">errmssglst</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">keys</span><span class="p">()),</span> <span class="n">npts</span><span class="p">)</span>
+            <span class="k">raise</span> <span class="n">ElementDurationError</span><span class="p">(</span>
+                <span class="s2">&quot;Different channels have different &quot;</span>
+                <span class="s2">&quot;npts. (Channel, npts): &quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="nb">list</span><span class="p">(</span><span class="n">errmssglst</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
+            <span class="p">)</span>
+
+        <span class="c1"># If these three tests pass, we equip the dictionary with convenient</span>
+        <span class="c1"># info used by Sequence</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_meta</span><span class="p">[</span><span class="s2">&quot;SR&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">SRs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_meta</span><span class="p">[</span><span class="s2">&quot;duration&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">durations</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span></div>
+
+
+<div class="viewcode-block" id="Element.getArrays">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.element.Element.getArrays">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">getArrays</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">includetime</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Return arrays of the element. Heavily used by the Sequence.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            includetime: Whether to include time arrays. They will have the key</span>
+<span class="sd">                &#39;time&#39;. Time should be included when plotting, otherwise not.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            dict:</span>
+<span class="sd">              Dictionary with channel numbers (ints) as keys and forged</span>
+<span class="sd">              blueprints as values. A forged blueprint is a dict with</span>
+<span class="sd">              the mandatory key &#39;wfm&#39; and optional keys &#39;m1&#39;, &#39;m2&#39;, &#39;m3&#39; (etc)</span>
+<span class="sd">              and &#39;time&#39;.</span>
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">outdict</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">channel</span><span class="p">,</span> <span class="n">signal</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="s2">&quot;array&quot;</span> <span class="ow">in</span> <span class="n">signal</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">outdict</span><span class="p">[</span><span class="n">channel</span><span class="p">]</span> <span class="o">=</span> <span class="n">signal</span><span class="p">[</span><span class="s2">&quot;array&quot;</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">includetime</span> <span class="ow">and</span> <span class="s2">&quot;time&quot;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">signal</span><span class="p">[</span><span class="s2">&quot;array&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">N</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">signal</span><span class="p">[</span><span class="s2">&quot;array&quot;</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">])</span>
+                    <span class="n">dur</span> <span class="o">=</span> <span class="n">N</span> <span class="o">/</span> <span class="n">signal</span><span class="p">[</span><span class="s2">&quot;SR&quot;</span><span class="p">]</span>
+                    <span class="n">outdict</span><span class="p">[</span><span class="n">channel</span><span class="p">][</span><span class="s2">&quot;time&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">dur</span><span class="p">,</span> <span class="n">N</span><span class="p">)</span>
+            <span class="k">elif</span> <span class="s2">&quot;blueprint&quot;</span> <span class="ow">in</span> <span class="n">signal</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">bp</span> <span class="o">=</span> <span class="n">signal</span><span class="p">[</span><span class="s2">&quot;blueprint&quot;</span><span class="p">]</span>
+                <span class="n">durs</span> <span class="o">=</span> <span class="n">bp</span><span class="o">.</span><span class="n">durations</span>
+                <span class="n">SR</span> <span class="o">=</span> <span class="n">bp</span><span class="o">.</span><span class="n">SR</span>
+                <span class="n">forged_bp</span> <span class="o">=</span> <span class="n">_subelementBuilder</span><span class="p">(</span><span class="n">bp</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">durs</span><span class="p">)</span>
+                <span class="n">outdict</span><span class="p">[</span><span class="n">channel</span><span class="p">]</span> <span class="o">=</span> <span class="n">forged_bp</span>
+                <span class="k">if</span> <span class="s2">&quot;flags&quot;</span> <span class="ow">in</span> <span class="n">signal</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">outdict</span><span class="p">[</span><span class="n">channel</span><span class="p">][</span><span class="s2">&quot;flags&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">signal</span><span class="p">[</span><span class="s2">&quot;flags&quot;</span><span class="p">]</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="n">includetime</span><span class="p">:</span>
+                    <span class="n">outdict</span><span class="p">[</span><span class="n">channel</span><span class="p">]</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s2">&quot;time&quot;</span><span class="p">)</span>
+                    <span class="n">outdict</span><span class="p">[</span><span class="n">channel</span><span class="p">]</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s2">&quot;newdurations&quot;</span><span class="p">)</span>
+                <span class="c1"># TODO: should the be a separate bool for newdurations?</span>
+
+        <span class="k">return</span> <span class="n">outdict</span></div>
+
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">SR</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the sample rate, if well-defined. Else raises</span>
+<span class="sd">        an error about what went wrong.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># Will either raise an error or set self._data[&#39;SR&#39;]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">validateDurations</span><span class="p">()</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_meta</span><span class="p">[</span><span class="s2">&quot;SR&quot;</span><span class="p">]</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">points</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the number of points of each channel if that number is</span>
+<span class="sd">        well-defined. Else an error is raised.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">validateDurations</span><span class="p">()</span>
+
+        <span class="c1"># pick out what is on the channels</span>
+        <span class="n">channels</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">values</span><span class="p">()</span>
+
+        <span class="c1"># if validateDurations did not raise an error, all channels</span>
+        <span class="c1"># have the same number of points</span>
+        <span class="k">for</span> <span class="n">chan</span> <span class="ow">in</span> <span class="n">channels</span><span class="p">:</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="s2">&quot;array&quot;</span> <span class="ow">in</span> <span class="n">chan</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span> <span class="ow">or</span> <span class="s2">&quot;blueprint&quot;</span> <span class="ow">in</span> <span class="n">chan</span><span class="o">.</span><span class="n">keys</span><span class="p">()):</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;Neither BluePrint nor array assigned to chan </span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">!&quot;</span>
+                <span class="p">)</span>
+            <span class="k">if</span> <span class="s2">&quot;blueprint&quot;</span> <span class="ow">in</span> <span class="n">chan</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="k">return</span> <span class="n">chan</span><span class="p">[</span><span class="s2">&quot;blueprint&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">points</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="n">chan</span><span class="p">[</span><span class="s2">&quot;array&quot;</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">])</span>
+
+        <span class="k">else</span><span class="p">:</span>
+            <span class="c1"># this line is here to make mypy happy; this exception is</span>
+            <span class="c1"># already raised by validateDurations</span>
+            <span class="k">raise</span> <span class="ne">KeyError</span><span class="p">(</span><span class="s2">&quot;Empty Element, nothing assigned&quot;</span><span class="p">)</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">duration</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the duration in seconds of the element, if said duration is</span>
+<span class="sd">        well-defined. Else raises an error.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># Will either raise an error or set self._data[&#39;SR&#39;]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">validateDurations</span><span class="p">()</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_meta</span><span class="p">[</span><span class="s2">&quot;duration&quot;</span><span class="p">]</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">channels</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The channels that has something on them</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">chans</span> <span class="o">=</span> <span class="p">[</span><span class="n">key</span> <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">keys</span><span class="p">()]</span>
+        <span class="k">return</span> <span class="n">chans</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">description</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns a dict describing the element.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">desc</span> <span class="o">=</span> <span class="p">{}</span>
+
+        <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="k">if</span> <span class="s2">&quot;blueprint&quot;</span> <span class="ow">in</span> <span class="n">val</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">desc</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">key</span><span class="p">)]</span> <span class="o">=</span> <span class="n">val</span><span class="p">[</span><span class="s2">&quot;blueprint&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">description</span>
+            <span class="k">elif</span> <span class="s2">&quot;array&quot;</span> <span class="ow">in</span> <span class="n">val</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">desc</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">key</span><span class="p">)]</span> <span class="o">=</span> <span class="s2">&quot;array&quot;</span>
+
+            <span class="k">if</span> <span class="s2">&quot;flags&quot;</span> <span class="ow">in</span> <span class="n">val</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">desc</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">key</span><span class="p">)][</span><span class="s2">&quot;flags&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">val</span><span class="p">[</span><span class="s2">&quot;flags&quot;</span><span class="p">]</span>
+
+        <span class="k">return</span> <span class="n">desc</span>
+
+<div class="viewcode-block" id="Element.write_to_json">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.element.Element.write_to_json">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">write_to_json</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path_to_file</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Writes element to JSON file</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            path_to_file: the path to the file to write to ex:</span>
+<span class="sd">            path_to_file/element.json</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">path_to_file</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">fp</span><span class="p">:</span>
+            <span class="n">json</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">description</span><span class="p">,</span> <span class="n">fp</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Element.element_from_description">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.element.Element.element_from_description">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">element_from_description</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">element_dict</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns a blueprint from a description given as a dict</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            element_dict: a dict in the same form as returned by</span>
+<span class="sd">            Element.description</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">channels_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">element_dict</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="n">elem</span> <span class="o">=</span> <span class="bp">cls</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">chan</span> <span class="ow">in</span> <span class="n">channels_list</span><span class="p">:</span>
+            <span class="n">bp_sum</span> <span class="o">=</span> <span class="n">BluePrint</span><span class="o">.</span><span class="n">blueprint_from_description</span><span class="p">(</span><span class="n">element_dict</span><span class="p">[</span><span class="n">chan</span><span class="p">])</span>
+            <span class="n">elem</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">chan</span><span class="p">),</span> <span class="n">bp_sum</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">elem</span></div>
+
+
+<div class="viewcode-block" id="Element.init_from_json">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.element.Element.init_from_json">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">init_from_json</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">path_to_file</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Element</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Reads Element from JSON file</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            path_to_file: the path to the file to be read ex:</span>
+<span class="sd">            path_to_file/Element.json</span>
+<span class="sd">            This function is the inverse of write_to_json</span>
+<span class="sd">            The JSON file needs to be structured as if it was writen</span>
+<span class="sd">            by the function write_to_json</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">path_to_file</span><span class="p">)</span> <span class="k">as</span> <span class="n">fp</span><span class="p">:</span>
+            <span class="n">data_loaded</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">fp</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">cls</span><span class="o">.</span><span class="n">element_from_description</span><span class="p">(</span><span class="n">data_loaded</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Element.changeArg">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.element.Element.changeArg">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">changeArg</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">channel</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">int</span><span class="p">,</span>
+        <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
+        <span class="n">arg</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">int</span><span class="p">,</span>
+        <span class="n">value</span><span class="p">:</span> <span class="nb">int</span> <span class="o">|</span> <span class="nb">float</span><span class="p">,</span>
+        <span class="n">replaceeverywhere</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Change the argument of a function of the blueprint on the specified</span>
+<span class="sd">        channel.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            channel: The channel where the blueprint sits.</span>
+<span class="sd">            name: The name of the segment in which to change an argument</span>
+<span class="sd">            arg: Either the position (int) or name (str) of</span>
+<span class="sd">                the argument to change</span>
+<span class="sd">            value: The new value of the argument</span>
+<span class="sd">            replaceeverywhere: If True, the same argument is overwritten</span>
+<span class="sd">                in ALL segments where the name matches. E.g. &#39;gaussian1&#39; will</span>
+<span class="sd">                match &#39;gaussian&#39;, &#39;gaussian2&#39;, etc. If False, only the segment</span>
+<span class="sd">                with exact name match gets a replacement.</span>
+
+<span class="sd">        Raises:</span>
+<span class="sd">            ValueError: If the specified channel has no blueprint.</span>
+<span class="sd">            ValueError: If the argument can not be matched (either the argument</span>
+<span class="sd">                name does not match or the argument number is wrong).</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="n">channel</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">channels</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Nothing assigned to channel </span><span class="si">{</span><span class="n">channel</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="s2">&quot;blueprint&quot;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">channel</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;No blueprint on channel </span><span class="si">{</span><span class="n">channel</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
+
+        <span class="n">bp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">channel</span><span class="p">][</span><span class="s2">&quot;blueprint&quot;</span><span class="p">]</span>
+
+        <span class="n">bp</span><span class="o">.</span><span class="n">changeArg</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">arg</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">replaceeverywhere</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Element.changeDuration">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.element.Element.changeDuration">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">changeDuration</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">channel</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">int</span><span class="p">,</span>
+        <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
+        <span class="n">newdur</span><span class="p">:</span> <span class="nb">int</span> <span class="o">|</span> <span class="nb">float</span><span class="p">,</span>
+        <span class="n">replaceeverywhere</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Change the duration of a segment of the blueprint on the specified</span>
+<span class="sd">        channel</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            channel: The channel holding the blueprint in question</span>
+<span class="sd">            name): The name of the segment to modify</span>
+<span class="sd">            newdur: The new duration.</span>
+<span class="sd">            replaceeverywhere: If True, all segments</span>
+<span class="sd">                matching the base</span>
+<span class="sd">                name given will have their duration changed. If False, only the</span>
+<span class="sd">                segment with an exact name match will have its duration</span>
+<span class="sd">                changed. Default: False.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="n">channel</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">channels</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Nothing assigned to channel </span><span class="si">{</span><span class="n">channel</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="s2">&quot;blueprint&quot;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">channel</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;No blueprint on channel </span><span class="si">{</span><span class="n">channel</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
+
+        <span class="n">bp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">channel</span><span class="p">][</span><span class="s2">&quot;blueprint&quot;</span><span class="p">]</span>
+
+        <span class="n">bp</span><span class="o">.</span><span class="n">changeDuration</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">newdur</span><span class="p">,</span> <span class="n">replaceeverywhere</span><span class="p">)</span></div>
+
+
+    <span class="k">def</span><span class="w"> </span><span class="nf">_applyDelays</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">delays</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">float</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Apply delays to the channels of this element. This function is intended</span>
+<span class="sd">        to be used via a Sequence object. Note that this function changes</span>
+<span class="sd">        the element it is called on. Calling _applyDelays a second will apply</span>
+<span class="sd">        more delays on top of the first ones.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            delays: A list matching the channels of the Element. If there</span>
+<span class="sd">                are channels=[1, 3], then delays=[1e-3, 0] will delay channel</span>
+<span class="sd">                1 by 1 ms and channel 3 by nothing.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">delays</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">channels</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s2">&quot;Incorrect number of delays specified.&quot;</span>
+                <span class="s2">&quot; Must match the number of channels.&quot;</span>
+            <span class="p">)</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">sum</span><span class="p">(</span><span class="n">d</span> <span class="o">&gt;=</span> <span class="mi">0</span> <span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="n">delays</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">delays</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Negative delays not allowed.&quot;</span><span class="p">)</span>
+
+        <span class="c1"># The strategy is:</span>
+        <span class="c1"># Add waituntil at the beginning, update all waituntils inside, add a</span>
+        <span class="c1"># zeros segment at the end.</span>
+        <span class="c1"># If already-forged arrays are found, simply append and prepend zeros</span>
+
+        <span class="n">SR</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">SR</span>
+        <span class="n">maxdelay</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">delays</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">chanind</span><span class="p">,</span> <span class="n">chan</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">channels</span><span class="p">):</span>
+            <span class="n">delay</span> <span class="o">=</span> <span class="n">delays</span><span class="p">[</span><span class="n">chanind</span><span class="p">]</span>
+
+            <span class="k">if</span> <span class="s2">&quot;blueprint&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">chan</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">blueprint</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;blueprint&quot;</span><span class="p">]</span>
+
+                <span class="c1"># update existing waituntils</span>
+                <span class="k">for</span> <span class="n">segpos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">blueprint</span><span class="o">.</span><span class="n">_funlist</span><span class="p">)):</span>
+                    <span class="k">if</span> <span class="n">blueprint</span><span class="o">.</span><span class="n">_funlist</span><span class="p">[</span><span class="n">segpos</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">:</span>
+                        <span class="n">oldwait</span> <span class="o">=</span> <span class="n">blueprint</span><span class="o">.</span><span class="n">_argslist</span><span class="p">[</span><span class="n">segpos</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                        <span class="n">blueprint</span><span class="o">.</span><span class="n">_argslist</span><span class="p">[</span><span class="n">segpos</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">oldwait</span> <span class="o">+</span> <span class="n">delay</span><span class="p">,)</span>
+                <span class="c1"># insert delay before the waveform</span>
+                <span class="k">if</span> <span class="n">delay</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">blueprint</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">,</span> <span class="p">(</span><span class="n">delay</span><span class="p">,),</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">)</span>
+                <span class="c1"># add zeros at the end</span>
+                <span class="k">if</span> <span class="n">maxdelay</span> <span class="o">-</span> <span class="n">delay</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">blueprint</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span>
+                        <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">PulseAtoms</span><span class="o">.</span><span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="n">maxdelay</span> <span class="o">-</span> <span class="n">delay</span>
+                    <span class="p">)</span>
+
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">arrays</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;array&quot;</span><span class="p">]</span>
+                <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">arr</span> <span class="ow">in</span> <span class="n">arrays</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                    <span class="n">pre_wait</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">delay</span> <span class="o">*</span> <span class="n">SR</span><span class="p">))</span>
+                    <span class="n">post_wait</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">int</span><span class="p">((</span><span class="n">maxdelay</span> <span class="o">-</span> <span class="n">delay</span><span class="p">)</span> <span class="o">*</span> <span class="n">SR</span><span class="p">))</span>
+                    <span class="n">arrays</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">((</span><span class="n">pre_wait</span><span class="p">,</span> <span class="n">arr</span><span class="p">,</span> <span class="n">post_wait</span><span class="p">))</span>
+
+<div class="viewcode-block" id="Element.copy">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.element.Element.copy">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Return a copy of the element</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">new</span> <span class="o">=</span> <span class="n">Element</span><span class="p">()</span>
+        <span class="n">new</span><span class="o">.</span><span class="n">_data</span> <span class="o">=</span> <span class="n">deepcopy</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">)</span>
+        <span class="n">new</span><span class="o">.</span><span class="n">_meta</span> <span class="o">=</span> <span class="n">deepcopy</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_meta</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">new</span></div>
+
+
+    <span class="k">def</span><span class="w"> </span><span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">Element</span><span class="p">):</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">elif</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">_data</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">elif</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_meta</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">_meta</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">True</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2022, Microsoft Quantum
+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            
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+            
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+    </div>
+    <aside class="toc-drawer no-toc">
+      
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+</div><script src="../../_static/documentation_options.js?v=ed06f5ab"></script>
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+    <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
+    </body>
+</html>
\ No newline at end of file
diff --git a/_modules/broadbean/plotting.html b/_modules/broadbean/plotting.html
new file mode 100644
index 000000000..bcb5e773d
--- /dev/null
+++ b/_modules/broadbean/plotting.html
@@ -0,0 +1,659 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../../genindex.html" /><link rel="search" title="Search" href="../../search.html" />
+
+    <!-- Generated with Sphinx 8.1.3 and Furo 2024.08.06 -->
+        <title>broadbean.plotting - broadbean 0.15.0.dev697 documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=03e43079" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+    
+    
+
+
+<style>
+  body {
+    --color-code-background: #eeffcc;
+  --color-code-foreground: black;
+  
+  }
+  @media not print {
+    body[data-theme="dark"] {
+      --color-code-background: #202020;
+  --color-code-foreground: #d0d0d0;
+  
+    }
+    @media (prefers-color-scheme: dark) {
+      body:not([data-theme="light"]) {
+        --color-code-background: #202020;
+  --color-code-foreground: #d0d0d0;
+  
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+    }
+  }
+</style></head>
+  <body>
+    
+    <script>
+      document.body.dataset.theme = localStorage.getItem("theme") || "auto";
+    </script>
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+  <symbol id="svg-toc" viewBox="0 0 24 24">
+    <title>Contents</title>
+    <svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 1024 1024">
+      <path d="M408 442h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8zm-8 204c0 4.4 3.6 8 8 8h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56zm504-486H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zm0 632H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zM115.4 518.9L271.7 642c5.8 4.6 14.4.5 14.4-6.9V388.9c0-7.4-8.5-11.5-14.4-6.9L115.4 505.1a8.74 8.74 0 0 0 0 13.8z"/>
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+      <circle cx="12" cy="12" r="5"></circle>
+      <line x1="12" y1="1" x2="12" y2="3"></line>
+      <line x1="12" y1="21" x2="12" y2="23"></line>
+      <line x1="4.22" y1="4.22" x2="5.64" y2="5.64"></line>
+      <line x1="18.36" y1="18.36" x2="19.78" y2="19.78"></line>
+      <line x1="1" y1="12" x2="3" y2="12"></line>
+      <line x1="21" y1="12" x2="23" y2="12"></line>
+      <line x1="4.22" y1="19.78" x2="5.64" y2="18.36"></line>
+      <line x1="18.36" y1="5.64" x2="19.78" y2="4.22"></line>
+    </svg>
+  </symbol>
+  <symbol id="svg-moon" viewBox="0 0 24 24">
+    <title>Dark mode</title>
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+      <path stroke="none" d="M0 0h24v24H0z" fill="none" />
+      <path d="M12 3c.132 0 .263 0 .393 0a7.5 7.5 0 0 0 7.92 12.446a9 9 0 1 1 -8.313 -12.454z" />
+    </svg>
+  </symbol>
+  <symbol id="svg-sun-with-moon" viewBox="0 0 24 24">
+    <title>Auto light/dark, in light mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round"
+      class="icon-custom-derived-from-feather-sun-and-tabler-moon">
+      <path style="opacity: 50%" d="M 5.411 14.504 C 5.471 14.504 5.532 14.504 5.591 14.504 C 3.639 16.319 4.383 19.569 6.931 20.352 C 7.693 20.586 8.512 20.551 9.25 20.252 C 8.023 23.207 4.056 23.725 2.11 21.184 C 0.166 18.642 1.702 14.949 4.874 14.536 C 5.051 14.512 5.231 14.5 5.411 14.5 L 5.411 14.504 Z"/>
+      <line x1="14.5" y1="3.25" x2="14.5" y2="1.25"/>
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+    <title>Auto light/dark, in dark mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round"
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+      <path d="M 8.282 7.007 C 8.385 7.007 8.494 7.007 8.595 7.007 C 5.18 10.184 6.481 15.869 10.942 17.24 C 12.275 17.648 13.706 17.589 15 17.066 C 12.851 22.236 5.91 23.143 2.505 18.696 C -0.897 14.249 1.791 7.786 7.342 7.063 C 7.652 7.021 7.965 7 8.282 7 L 8.282 7.007 Z"/>
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+        <article role="main" id="furo-main-content">
+          <h1>Source code for broadbean.plotting</h1><div class="highlight"><pre>
+<span></span><span class="c1"># A little helper module for plotting of broadbean objects</span>
+
+<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">cast</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">matplotlib.axes</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">matplotlib.pyplot</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">plt</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
+
+<span class="kn">from</span><span class="w"> </span><span class="nn">broadbean</span><span class="w"> </span><span class="kn">import</span> <span class="n">BluePrint</span><span class="p">,</span> <span class="n">Element</span><span class="p">,</span> <span class="n">Sequence</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">broadbean.sequence</span><span class="w"> </span><span class="kn">import</span> <span class="n">SequenceConsistencyError</span>
+
+<span class="c1"># The object we can/want to plot</span>
+<span class="n">BBObject</span> <span class="o">=</span> <span class="n">Sequence</span> <span class="o">|</span> <span class="n">BluePrint</span> <span class="o">|</span> <span class="n">Element</span>
+
+
+<div class="viewcode-block" id="getSIScalingAndPrefix">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.plotting.getSIScalingAndPrefix">[docs]</a>
+<span class="k">def</span><span class="w"> </span><span class="nf">getSIScalingAndPrefix</span><span class="p">(</span><span class="n">minmax</span><span class="p">:</span> <span class="nb">tuple</span><span class="p">[</span><span class="nb">float</span><span class="p">,</span> <span class="nb">float</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">tuple</span><span class="p">[</span><span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">]:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Return the scaling exponent and unit prefix. E.g. (-2e-3, 1e-6) will</span>
+<span class="sd">    return (1e3, &#39;m&#39;)</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        minmax: The (min, max) value of the signal</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A tuple of the scaling (inverse of the prefix) and the prefix</span>
+<span class="sd">          string.</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="n">v_max</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">abs</span><span class="p">,</span> <span class="n">minmax</span><span class="p">))</span>
+    <span class="k">if</span> <span class="n">v_max</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="n">v_max</span> <span class="o">=</span> <span class="mi">1</span>
+    <span class="n">exponent</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">v_max</span><span class="p">)</span>
+    <span class="n">prefix</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+    <span class="n">scaling</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mi">1</span>
+
+    <span class="k">if</span> <span class="n">exponent</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="n">prefix</span> <span class="o">=</span> <span class="s2">&quot;m&quot;</span>
+        <span class="n">scaling</span> <span class="o">=</span> <span class="mf">1e3</span>
+    <span class="k">if</span> <span class="n">exponent</span> <span class="o">&lt;</span> <span class="o">-</span><span class="mi">3</span><span class="p">:</span>
+        <span class="n">prefix</span> <span class="o">=</span> <span class="s2">&quot;micro &quot;</span>
+        <span class="n">scaling</span> <span class="o">=</span> <span class="mf">1e6</span>
+    <span class="k">if</span> <span class="n">exponent</span> <span class="o">&lt;</span> <span class="o">-</span><span class="mi">6</span><span class="p">:</span>
+        <span class="n">prefix</span> <span class="o">=</span> <span class="s2">&quot;n&quot;</span>
+        <span class="n">scaling</span> <span class="o">=</span> <span class="mf">1e9</span>
+
+    <span class="k">return</span> <span class="p">(</span><span class="n">scaling</span><span class="p">,</span> <span class="n">prefix</span><span class="p">)</span></div>
+
+
+
+<span class="k">def</span><span class="w"> </span><span class="nf">_plot_object_validator</span><span class="p">(</span><span class="n">obj_to_plot</span><span class="p">:</span> <span class="n">BBObject</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Validate the object</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj_to_plot</span><span class="p">,</span> <span class="n">Sequence</span><span class="p">):</span>
+        <span class="n">proceed</span> <span class="o">=</span> <span class="n">obj_to_plot</span><span class="o">.</span><span class="n">checkConsistency</span><span class="p">(</span><span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">proceed</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="n">SequenceConsistencyError</span>
+
+    <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj_to_plot</span><span class="p">,</span> <span class="n">Element</span><span class="p">):</span>
+        <span class="n">obj_to_plot</span><span class="o">.</span><span class="n">validateDurations</span><span class="p">()</span>
+
+    <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj_to_plot</span><span class="p">,</span> <span class="n">BluePrint</span><span class="p">):</span>
+        <span class="k">assert</span> <span class="n">obj_to_plot</span><span class="o">.</span><span class="n">SR</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
+
+
+<span class="k">def</span><span class="w"> </span><span class="nf">_plot_object_forger</span><span class="p">(</span><span class="n">obj_to_plot</span><span class="p">:</span> <span class="n">BBObject</span><span class="p">,</span> <span class="o">**</span><span class="n">forger_kwargs</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">dict</span><span class="p">]:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Make a forged sequence out of any object.</span>
+<span class="sd">    Returns a forged sequence.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj_to_plot</span><span class="p">,</span> <span class="n">BluePrint</span><span class="p">):</span>
+        <span class="n">elem</span> <span class="o">=</span> <span class="n">Element</span><span class="p">()</span>
+        <span class="n">elem</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">obj_to_plot</span><span class="p">)</span>
+        <span class="n">seq</span> <span class="o">=</span> <span class="n">Sequence</span><span class="p">()</span>
+        <span class="n">seq</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">elem</span><span class="p">)</span>
+        <span class="n">seq</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">obj_to_plot</span><span class="o">.</span><span class="n">SR</span><span class="p">)</span>
+
+    <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj_to_plot</span><span class="p">,</span> <span class="n">Element</span><span class="p">):</span>
+        <span class="n">seq</span> <span class="o">=</span> <span class="n">Sequence</span><span class="p">()</span>
+        <span class="n">seq</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">obj_to_plot</span><span class="p">)</span>
+        <span class="n">seq</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">obj_to_plot</span><span class="o">.</span><span class="n">_meta</span><span class="p">[</span><span class="s2">&quot;SR&quot;</span><span class="p">])</span>
+
+    <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj_to_plot</span><span class="p">,</span> <span class="n">Sequence</span><span class="p">):</span>
+        <span class="n">seq</span> <span class="o">=</span> <span class="n">obj_to_plot</span>
+
+    <span class="n">forged_seq</span> <span class="o">=</span> <span class="n">seq</span><span class="o">.</span><span class="n">forge</span><span class="p">(</span><span class="n">includetime</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="o">**</span><span class="n">forger_kwargs</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">forged_seq</span>
+
+
+<span class="k">def</span><span class="w"> </span><span class="nf">_plot_summariser</span><span class="p">(</span><span class="n">seq</span><span class="p">:</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">dict</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]]:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Return a plotting summary of a subsequence.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        seq: The &#39;content&#39; value of a forged sequence where a</span>
+<span class="sd">            subsequence resides</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        A dict that looks like a forged element, but all waveforms</span>
+<span class="sd">        are just two points, np.array([min, max])</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">output</span> <span class="o">=</span> <span class="p">{}</span>
+
+    <span class="c1"># we assume correctness, all postions specify the same channels</span>
+    <span class="n">chans</span> <span class="o">=</span> <span class="n">seq</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="s2">&quot;data&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
+
+    <span class="n">minmax</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">chans</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">)]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">chans</span><span class="p">)))</span>
+
+    <span class="k">for</span> <span class="n">element</span> <span class="ow">in</span> <span class="n">seq</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
+        <span class="n">arr_dict</span> <span class="o">=</span> <span class="n">element</span><span class="p">[</span><span class="s2">&quot;data&quot;</span><span class="p">]</span>
+
+        <span class="k">for</span> <span class="n">chan</span> <span class="ow">in</span> <span class="n">chans</span><span class="p">:</span>
+            <span class="n">wfm</span> <span class="o">=</span> <span class="n">arr_dict</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">]</span>
+            <span class="k">if</span> <span class="n">wfm</span><span class="o">.</span><span class="n">min</span><span class="p">()</span> <span class="o">&lt;</span> <span class="n">minmax</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="mi">0</span><span class="p">]:</span>
+                <span class="n">minmax</span><span class="p">[</span><span class="n">chan</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">wfm</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">minmax</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="mi">1</span><span class="p">])</span>
+            <span class="k">if</span> <span class="n">wfm</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">&gt;</span> <span class="n">minmax</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="mi">1</span><span class="p">]:</span>
+                <span class="n">minmax</span><span class="p">[</span><span class="n">chan</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">minmax</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">wfm</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
+            <span class="n">output</span><span class="p">[</span><span class="n">chan</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span>
+                <span class="s2">&quot;wfm&quot;</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="n">minmax</span><span class="p">[</span><span class="n">chan</span><span class="p">]),</span>
+                <span class="s2">&quot;m1&quot;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span>
+                <span class="s2">&quot;m2&quot;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span>
+                <span class="s2">&quot;time&quot;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</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="p">}</span>
+
+    <span class="k">return</span> <span class="n">output</span>
+
+
+<span class="c1"># the Grand Unified Plotter</span>
+<div class="viewcode-block" id="plotter">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.plotting.plotter">[docs]</a>
+<span class="k">def</span><span class="w"> </span><span class="nf">plotter</span><span class="p">(</span><span class="n">obj_to_plot</span><span class="p">:</span> <span class="n">BBObject</span><span class="p">,</span> <span class="o">**</span><span class="n">forger_kwargs</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    The one plot function to be called. Turns whatever it gets</span>
+<span class="sd">    into a sequence, forges it, and plots that.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="c1"># TODO: Take axes as input</span>
+
+    <span class="c1"># strategy:</span>
+    <span class="c1"># * Validate</span>
+    <span class="c1"># * Forge</span>
+    <span class="c1"># * Plot</span>
+
+    <span class="n">_plot_object_validator</span><span class="p">(</span><span class="n">obj_to_plot</span><span class="p">)</span>
+
+    <span class="n">seq</span> <span class="o">=</span> <span class="n">_plot_object_forger</span><span class="p">(</span><span class="n">obj_to_plot</span><span class="p">,</span> <span class="o">**</span><span class="n">forger_kwargs</span><span class="p">)</span>
+
+    <span class="c1"># Get the dimensions.</span>
+    <span class="n">chans</span> <span class="o">=</span> <span class="n">seq</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="s2">&quot;content&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">][</span><span class="s2">&quot;data&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
+    <span class="n">seqlen</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">seq</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+
+    <span class="k">def</span><span class="w"> </span><span class="nf">update_minmax</span><span class="p">(</span><span class="n">chanminmax</span><span class="p">,</span> <span class="n">wfmdata</span><span class="p">,</span> <span class="n">chanind</span><span class="p">):</span>
+        <span class="p">(</span><span class="n">thismin</span><span class="p">,</span> <span class="n">thismax</span><span class="p">)</span> <span class="o">=</span> <span class="p">(</span><span class="n">wfmdata</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">wfmdata</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
+        <span class="k">if</span> <span class="n">thismin</span> <span class="o">&lt;</span> <span class="n">chanminmax</span><span class="p">[</span><span class="n">chanind</span><span class="p">][</span><span class="mi">0</span><span class="p">]:</span>
+            <span class="n">chanminmax</span><span class="p">[</span><span class="n">chanind</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">thismin</span><span class="p">,</span> <span class="n">chanminmax</span><span class="p">[</span><span class="n">chanind</span><span class="p">][</span><span class="mi">1</span><span class="p">]]</span>
+        <span class="k">if</span> <span class="n">thismax</span> <span class="o">&gt;</span> <span class="n">chanminmax</span><span class="p">[</span><span class="n">chanind</span><span class="p">][</span><span class="mi">1</span><span class="p">]:</span>
+            <span class="n">chanminmax</span><span class="p">[</span><span class="n">chanind</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">chanminmax</span><span class="p">[</span><span class="n">chanind</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">thismax</span><span class="p">]</span>
+        <span class="k">return</span> <span class="n">chanminmax</span>
+
+    <span class="c1"># Then figure out the figure scalings</span>
+    <span class="n">minf</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">inf</span>
+    <span class="n">inf</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">inf</span>
+    <span class="n">chanminmax</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">tuple</span><span class="p">[</span><span class="nb">float</span><span class="p">,</span> <span class="nb">float</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[(</span><span class="n">inf</span><span class="p">,</span> <span class="n">minf</span><span class="p">)]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">chans</span><span class="p">)</span>
+    <span class="k">for</span> <span class="n">chanind</span><span class="p">,</span> <span class="n">chan</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">chans</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">pos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">seqlen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">seq</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;type&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;element&quot;</span><span class="p">:</span>
+                <span class="n">wfmdata</span> <span class="o">=</span> <span class="n">seq</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;content&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">][</span><span class="s2">&quot;data&quot;</span><span class="p">][</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">]</span>
+                <span class="n">chanminmax</span> <span class="o">=</span> <span class="n">update_minmax</span><span class="p">(</span><span class="n">chanminmax</span><span class="p">,</span> <span class="n">wfmdata</span><span class="p">,</span> <span class="n">chanind</span><span class="p">)</span>
+            <span class="k">elif</span> <span class="n">seq</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;type&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;subsequence&quot;</span><span class="p">:</span>
+                <span class="k">for</span> <span class="n">pos2</span> <span class="ow">in</span> <span class="n">seq</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;content&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">elem</span> <span class="o">=</span> <span class="n">seq</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;content&quot;</span><span class="p">][</span><span class="n">pos2</span><span class="p">][</span><span class="s2">&quot;data&quot;</span><span class="p">]</span>
+                    <span class="n">wfmdata</span> <span class="o">=</span> <span class="n">elem</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">]</span>
+                    <span class="n">chanminmax</span> <span class="o">=</span> <span class="n">update_minmax</span><span class="p">(</span><span class="n">chanminmax</span><span class="p">,</span> <span class="n">wfmdata</span><span class="p">,</span> <span class="n">chanind</span><span class="p">)</span>
+
+    <span class="n">fig</span><span class="p">,</span> <span class="n">axs</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">chans</span><span class="p">),</span> <span class="n">seqlen</span><span class="p">,</span> <span class="n">squeeze</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+
+    <span class="c1"># ...and do the plotting</span>
+    <span class="k">for</span> <span class="n">chanind</span><span class="p">,</span> <span class="n">chan</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">chans</span><span class="p">):</span>
+        <span class="c1"># figure out the channel voltage scaling</span>
+        <span class="c1"># The entire channel shares a y-axis</span>
+
+        <span class="n">minmax</span><span class="p">:</span> <span class="nb">tuple</span><span class="p">[</span><span class="nb">float</span><span class="p">,</span> <span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="n">chanminmax</span><span class="p">[</span><span class="n">chanind</span><span class="p">]</span>
+
+        <span class="p">(</span><span class="n">voltagescaling</span><span class="p">,</span> <span class="n">voltageprefix</span><span class="p">)</span> <span class="o">=</span> <span class="n">getSIScalingAndPrefix</span><span class="p">(</span><span class="n">minmax</span><span class="p">)</span>
+        <span class="n">voltageunit</span> <span class="o">=</span> <span class="n">voltageprefix</span> <span class="o">+</span> <span class="s2">&quot;V&quot;</span>
+
+        <span class="k">for</span> <span class="n">pos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">seqlen</span><span class="p">):</span>
+            <span class="n">ax</span> <span class="o">=</span> <span class="n">cast</span><span class="p">(</span><span class="n">matplotlib</span><span class="o">.</span><span class="n">axes</span><span class="o">.</span><span class="n">Axes</span><span class="p">,</span> <span class="n">axs</span><span class="p">[</span><span class="n">chanind</span><span class="p">,</span> <span class="n">pos</span><span class="p">])</span>
+            <span class="c1"># reduce the tickmark density (must be called before scaling)</span>
+            <span class="n">ax</span><span class="o">.</span><span class="n">locator_params</span><span class="p">(</span><span class="n">tight</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">nbins</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">prune</span><span class="o">=</span><span class="s2">&quot;lower&quot;</span><span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">seq</span><span class="p">[</span><span class="n">pos</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="s2">&quot;type&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;element&quot;</span><span class="p">:</span>
+                <span class="n">content</span> <span class="o">=</span> <span class="n">seq</span><span class="p">[</span><span class="n">pos</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="s2">&quot;content&quot;</span><span class="p">][</span><span class="mi">1</span><span class="p">][</span><span class="s2">&quot;data&quot;</span><span class="p">][</span><span class="n">chan</span><span class="p">]</span>
+                <span class="n">wfm</span> <span class="o">=</span> <span class="n">content</span><span class="p">[</span><span class="s2">&quot;wfm&quot;</span><span class="p">]</span>
+                <span class="n">m1</span> <span class="o">=</span> <span class="n">content</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;m1&quot;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span><span class="n">wfm</span><span class="p">))</span>
+                <span class="n">m2</span> <span class="o">=</span> <span class="n">content</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;m2&quot;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span><span class="n">wfm</span><span class="p">))</span>
+                <span class="n">time</span> <span class="o">=</span> <span class="n">content</span><span class="p">[</span><span class="s2">&quot;time&quot;</span><span class="p">]</span>
+                <span class="n">newdurs</span> <span class="o">=</span> <span class="n">content</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;newdurations&quot;</span><span class="p">,</span> <span class="p">[])</span>
+
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">arr_dict</span> <span class="o">=</span> <span class="n">_plot_summariser</span><span class="p">(</span><span class="n">seq</span><span class="p">[</span><span class="n">pos</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="s2">&quot;content&quot;</span><span class="p">])</span>
+                <span class="n">wfm</span> <span class="o">=</span> <span class="n">arr_dict</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">]</span>
+                <span class="n">newdurs</span> <span class="o">=</span> <span class="p">[]</span>
+
+                <span class="n">ax</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span>
+                    <span class="s2">&quot;SUBSEQ&quot;</span><span class="p">,</span>
+                    <span class="n">xy</span><span class="o">=</span><span class="p">(</span><span class="mf">0.5</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">),</span>
+                    <span class="n">xycoords</span><span class="o">=</span><span class="s2">&quot;axes fraction&quot;</span><span class="p">,</span>
+                    <span class="n">horizontalalignment</span><span class="o">=</span><span class="s2">&quot;center&quot;</span><span class="p">,</span>
+                <span class="p">)</span>
+                <span class="n">time</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</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="c1"># needed for timeexponent</span>
+
+            <span class="c1"># Figure out the axes&#39; scaling</span>
+            <span class="n">timeexponent</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">time</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
+            <span class="n">timeunit</span> <span class="o">=</span> <span class="s2">&quot;s&quot;</span>
+            <span class="n">timescaling</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1.0</span>
+            <span class="k">if</span> <span class="n">timeexponent</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">timeunit</span> <span class="o">=</span> <span class="s2">&quot;ms&quot;</span>
+                <span class="n">timescaling</span> <span class="o">=</span> <span class="mf">1e3</span>
+            <span class="k">if</span> <span class="n">timeexponent</span> <span class="o">&lt;</span> <span class="o">-</span><span class="mi">3</span><span class="p">:</span>
+                <span class="n">timeunit</span> <span class="o">=</span> <span class="s2">&quot;micro s&quot;</span>
+                <span class="n">timescaling</span> <span class="o">=</span> <span class="mf">1e6</span>
+            <span class="k">if</span> <span class="n">timeexponent</span> <span class="o">&lt;</span> <span class="o">-</span><span class="mi">6</span><span class="p">:</span>
+                <span class="n">timeunit</span> <span class="o">=</span> <span class="s2">&quot;ns&quot;</span>
+                <span class="n">timescaling</span> <span class="o">=</span> <span class="mf">1e9</span>
+
+            <span class="k">if</span> <span class="n">seq</span><span class="p">[</span><span class="n">pos</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="s2">&quot;type&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;element&quot;</span><span class="p">:</span>
+                <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+                    <span class="n">timescaling</span> <span class="o">*</span> <span class="n">time</span><span class="p">,</span>
+                    <span class="n">voltagescaling</span> <span class="o">*</span> <span class="n">wfm</span><span class="p">,</span>
+                    <span class="n">lw</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span>
+                    <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mf">0.6</span><span class="p">,</span> <span class="mf">0.4</span><span class="p">,</span> <span class="mf">0.3</span><span class="p">),</span>
+                    <span class="n">alpha</span><span class="o">=</span><span class="mf">0.4</span><span class="p">,</span>
+                <span class="p">)</span>
+
+            <span class="n">ymax</span> <span class="o">=</span> <span class="n">voltagescaling</span> <span class="o">*</span> <span class="n">chanminmax</span><span class="p">[</span><span class="n">chanind</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
+            <span class="n">ymin</span> <span class="o">=</span> <span class="n">voltagescaling</span> <span class="o">*</span> <span class="n">chanminmax</span><span class="p">[</span><span class="n">chanind</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">yrange</span> <span class="o">=</span> <span class="n">ymax</span> <span class="o">-</span> <span class="n">ymin</span>
+            <span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">((</span><span class="n">ymin</span> <span class="o">-</span> <span class="mf">0.05</span> <span class="o">*</span> <span class="n">yrange</span><span class="p">,</span> <span class="n">ymax</span> <span class="o">+</span> <span class="mf">0.2</span> <span class="o">*</span> <span class="n">yrange</span><span class="p">))</span>
+
+            <span class="k">if</span> <span class="n">seq</span><span class="p">[</span><span class="n">pos</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="s2">&quot;type&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;element&quot;</span><span class="p">:</span>
+                <span class="c1"># TODO: make this work for more than two markers</span>
+
+                <span class="c1"># marker1 (red, on top)</span>
+                <span class="n">y_m1</span> <span class="o">=</span> <span class="n">ymax</span> <span class="o">+</span> <span class="mf">0.15</span> <span class="o">*</span> <span class="n">yrange</span>
+                <span class="n">marker_on</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones_like</span><span class="p">(</span><span class="n">m1</span><span class="p">)</span>
+                <span class="n">marker_on</span><span class="p">[</span><span class="n">m1</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
+                <span class="n">marker_off</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones_like</span><span class="p">(</span><span class="n">m1</span><span class="p">)</span>
+                <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+                    <span class="n">timescaling</span> <span class="o">*</span> <span class="n">time</span><span class="p">,</span>
+                    <span class="n">y_m1</span> <span class="o">*</span> <span class="n">marker_off</span><span class="p">,</span>
+                    <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mf">0.6</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">),</span>
+                    <span class="n">alpha</span><span class="o">=</span><span class="mf">0.2</span><span class="p">,</span>
+                    <span class="n">lw</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
+                <span class="p">)</span>
+                <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+                    <span class="n">timescaling</span> <span class="o">*</span> <span class="n">time</span><span class="p">,</span>
+                    <span class="n">y_m1</span> <span class="o">*</span> <span class="n">marker_on</span><span class="p">,</span>
+                    <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mf">0.6</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">),</span>
+                    <span class="n">alpha</span><span class="o">=</span><span class="mf">0.6</span><span class="p">,</span>
+                    <span class="n">lw</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
+                <span class="p">)</span>
+
+                <span class="c1"># marker 2 (blue, below the red)</span>
+                <span class="n">y_m2</span> <span class="o">=</span> <span class="n">ymax</span> <span class="o">+</span> <span class="mf">0.10</span> <span class="o">*</span> <span class="n">yrange</span>
+                <span class="n">marker_on</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones_like</span><span class="p">(</span><span class="n">m2</span><span class="p">)</span>
+                <span class="n">marker_on</span><span class="p">[</span><span class="n">m2</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
+                <span class="n">marker_off</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones_like</span><span class="p">(</span><span class="n">m2</span><span class="p">)</span>
+                <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+                    <span class="n">timescaling</span> <span class="o">*</span> <span class="n">time</span><span class="p">,</span>
+                    <span class="n">y_m2</span> <span class="o">*</span> <span class="n">marker_off</span><span class="p">,</span>
+                    <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.6</span><span class="p">),</span>
+                    <span class="n">alpha</span><span class="o">=</span><span class="mf">0.2</span><span class="p">,</span>
+                    <span class="n">lw</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
+                <span class="p">)</span>
+                <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+                    <span class="n">timescaling</span> <span class="o">*</span> <span class="n">time</span><span class="p">,</span>
+                    <span class="n">y_m2</span> <span class="o">*</span> <span class="n">marker_on</span><span class="p">,</span>
+                    <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.6</span><span class="p">),</span>
+                    <span class="n">alpha</span><span class="o">=</span><span class="mf">0.6</span><span class="p">,</span>
+                    <span class="n">lw</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
+                <span class="p">)</span>
+
+            <span class="c1"># If subsequence, plot lines indicating min and max value</span>
+            <span class="k">if</span> <span class="n">seq</span><span class="p">[</span><span class="n">pos</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="s2">&quot;type&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;subsequence&quot;</span><span class="p">:</span>
+                <span class="c1"># min:</span>
+                <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+                    <span class="n">time</span><span class="p">,</span>
+                    <span class="n">np</span><span class="o">.</span><span class="n">ones_like</span><span class="p">(</span><span class="n">time</span><span class="p">)</span> <span class="o">*</span> <span class="n">wfm</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
+                    <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mf">0.12</span><span class="p">,</span> <span class="mf">0.12</span><span class="p">,</span> <span class="mf">0.12</span><span class="p">),</span>
+                    <span class="n">alpha</span><span class="o">=</span><span class="mf">0.2</span><span class="p">,</span>
+                    <span class="n">lw</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
+                <span class="p">)</span>
+                <span class="c1"># max:</span>
+                <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+                    <span class="n">time</span><span class="p">,</span>
+                    <span class="n">np</span><span class="o">.</span><span class="n">ones_like</span><span class="p">(</span><span class="n">time</span><span class="p">)</span> <span class="o">*</span> <span class="n">wfm</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span>
+                    <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mf">0.12</span><span class="p">,</span> <span class="mf">0.12</span><span class="p">,</span> <span class="mf">0.12</span><span class="p">),</span>
+                    <span class="n">alpha</span><span class="o">=</span><span class="mf">0.2</span><span class="p">,</span>
+                    <span class="n">lw</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
+                <span class="p">)</span>
+
+                <span class="n">ax</span><span class="o">.</span><span class="n">set_xticks</span><span class="p">([])</span>
+
+            <span class="c1"># time step lines</span>
+            <span class="k">for</span> <span class="n">dur</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">cumsum</span><span class="p">(</span><span class="n">newdurs</span><span class="p">):</span>
+                <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
+                    <span class="p">[</span><span class="n">timescaling</span> <span class="o">*</span> <span class="n">dur</span><span class="p">,</span> <span class="n">timescaling</span> <span class="o">*</span> <span class="n">dur</span><span class="p">],</span>
+                    <span class="p">[</span><span class="n">ax</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()[</span><span class="mi">0</span><span class="p">],</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()[</span><span class="mi">1</span><span class="p">]],</span>
+                    <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mf">0.312</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">,</span> <span class="mf">0.33</span><span class="p">),</span>
+                    <span class="n">alpha</span><span class="o">=</span><span class="mf">0.3</span><span class="p">,</span>
+                <span class="p">)</span>
+
+            <span class="c1"># labels</span>
+            <span class="k">if</span> <span class="n">pos</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;(</span><span class="si">{</span><span class="n">voltageunit</span><span class="si">}</span><span class="s2">)&quot;</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">pos</span> <span class="o">==</span> <span class="n">seqlen</span> <span class="o">-</span> <span class="mi">1</span> <span class="ow">and</span> <span class="ow">not</span> <span class="p">(</span><span class="nb">isinstance</span><span class="p">(</span><span class="n">obj_to_plot</span><span class="p">,</span> <span class="n">BluePrint</span><span class="p">)):</span>
+                <span class="n">newax</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">twinx</span><span class="p">()</span>
+                <span class="n">newax</span><span class="o">.</span><span class="n">set_yticks</span><span class="p">([])</span>
+                <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">chan</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
+                    <span class="n">new_ylabel</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;Ch. </span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">&quot;</span>
+                <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">chan</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+                    <span class="n">new_ylabel</span> <span class="o">=</span> <span class="n">chan</span>
+                <span class="n">newax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="n">new_ylabel</span><span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">seq</span><span class="p">[</span><span class="n">pos</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="s2">&quot;type&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;subsequence&quot;</span><span class="p">:</span>
+                <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Time N/A&quot;</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;(</span><span class="si">{</span><span class="n">timeunit</span><span class="si">}</span><span class="s2">)&quot;</span><span class="p">)</span>
+
+            <span class="c1"># remove excess space from the plot</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">chanind</span> <span class="o">+</span> <span class="mi">1</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">chans</span><span class="p">):</span>
+                <span class="n">ax</span><span class="o">.</span><span class="n">set_xticks</span><span class="p">([])</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">pos</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">ax</span><span class="o">.</span><span class="n">set_yticks</span><span class="p">([])</span>
+            <span class="n">fig</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="n">hspace</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">wspace</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+
+            <span class="c1"># display sequencer information</span>
+            <span class="k">if</span> <span class="n">chanind</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj_to_plot</span><span class="p">,</span> <span class="n">Sequence</span><span class="p">):</span>
+                <span class="n">seq_info</span> <span class="o">=</span> <span class="n">seq</span><span class="p">[</span><span class="n">pos</span> <span class="o">+</span> <span class="mi">1</span><span class="p">][</span><span class="s2">&quot;sequencing&quot;</span><span class="p">]</span>
+                <span class="n">titlestring</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+                <span class="k">if</span> <span class="n">seq_info</span><span class="p">[</span><span class="s2">&quot;twait&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>  <span class="c1"># trigger wait</span>
+                    <span class="n">titlestring</span> <span class="o">+=</span> <span class="s2">&quot;T &quot;</span>
+                <span class="k">if</span> <span class="n">seq_info</span><span class="p">[</span><span class="s2">&quot;nrep&quot;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>  <span class="c1"># nreps</span>
+                    <span class="n">titlestring</span> <span class="o">+=</span> <span class="s2">&quot;</span><span class="se">\u21bb</span><span class="si">{}</span><span class="s2"> &quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">seq_info</span><span class="p">[</span><span class="s2">&quot;nrep&quot;</span><span class="p">])</span>
+                <span class="k">if</span> <span class="n">seq_info</span><span class="p">[</span><span class="s2">&quot;nrep&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">titlestring</span> <span class="o">+=</span> <span class="s2">&quot;</span><span class="se">\u221e</span><span class="s2"> &quot;</span>
+                <span class="k">if</span> <span class="n">seq_info</span><span class="p">[</span><span class="s2">&quot;jump_input&quot;</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="n">seq_info</span><span class="p">[</span><span class="s2">&quot;jump_input&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
+                        <span class="n">titlestring</span> <span class="o">+=</span> <span class="s2">&quot;E</span><span class="se">\u2192</span><span class="s2"> &quot;</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">titlestring</span> <span class="o">+=</span> <span class="s2">&quot;E</span><span class="si">{}</span><span class="s2"> &quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">seq_info</span><span class="p">[</span><span class="s2">&quot;jump_input&quot;</span><span class="p">])</span>
+                <span class="k">if</span> <span class="n">seq_info</span><span class="p">[</span><span class="s2">&quot;goto&quot;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                    <span class="n">titlestring</span> <span class="o">+=</span> <span class="s2">&quot;</span><span class="se">\u21b1</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">seq_info</span><span class="p">[</span><span class="s2">&quot;goto&quot;</span><span class="p">])</span>
+
+                <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="n">titlestring</span><span class="p">)</span></div>
+
+</pre></div>
+        </article>
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+    </svg>
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+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round"
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+<li class="toctree-l2"><a class="reference internal" href="../../examples/Filter_compensation.html">Filter compensation with the ripasso module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Filter_compensation.html#RC-Filters">RC Filters</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Filter_compensation.html#User-supplied-transfer-function">User-supplied transfer function</a></li>
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+        <article role="main" id="furo-main-content">
+          <h1>Source code for broadbean.ripasso</h1><div class="highlight"><pre>
+<span></span><span class="c1"># Module providing filter compensation. Developed for use with the broadbean</span>
+<span class="c1"># pulse building module, but provides a standalone API</span>
+<span class="c1">#</span>
+<span class="c1"># The name is (of course) a pun. Ripasso; first a filter, then a compensation,</span>
+<span class="c1"># i.e. something that is re-passed. Also not quite an Amarone...</span>
+<span class="c1">#</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">logging</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">numpy.fft</span><span class="w"> </span><span class="kn">import</span> <span class="n">fft</span><span class="p">,</span> <span class="n">fftfreq</span><span class="p">,</span> <span class="n">ifft</span>
+
+<span class="n">log</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">getLogger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="MissingFrequenciesError">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.ripasso.MissingFrequenciesError">[docs]</a>
+<span class="k">class</span><span class="w"> </span><span class="nc">MissingFrequenciesError</span><span class="p">(</span><span class="ne">Exception</span><span class="p">):</span>
+    <span class="k">pass</span></div>
+
+
+
+<span class="k">def</span><span class="w"> </span><span class="nf">_rcFilter</span><span class="p">(</span><span class="n">SR</span><span class="p">,</span> <span class="n">npts</span><span class="p">,</span> <span class="n">f_cut</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="s2">&quot;HP&quot;</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">DCgain</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Nth order (RC circuit) filter</span>
+<span class="sd">    made with frequencies matching the fft output</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">freqs</span> <span class="o">=</span> <span class="n">fftfreq</span><span class="p">(</span><span class="n">npts</span><span class="p">,</span> <span class="mi">1</span> <span class="o">/</span> <span class="n">SR</span><span class="p">)</span>
+
+    <span class="n">tau</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">/</span> <span class="n">f_cut</span>
+    <span class="n">top</span> <span class="o">=</span> <span class="mi">2</span><span class="n">j</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">pi</span>
+
+    <span class="k">if</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;HP&quot;</span><span class="p">:</span>
+        <span class="n">tf</span> <span class="o">=</span> <span class="n">top</span> <span class="o">*</span> <span class="n">tau</span> <span class="o">*</span> <span class="n">freqs</span> <span class="o">/</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">top</span> <span class="o">*</span> <span class="n">tau</span> <span class="o">*</span> <span class="n">freqs</span><span class="p">)</span>
+
+        <span class="c1"># now, we have identically zero gain for the DC component,</span>
+        <span class="c1"># which makes the transfer function non-invertible</span>
+        <span class="c1">#</span>
+        <span class="c1"># It is a bit of an open question what DC compensation we want...</span>
+
+        <span class="n">tf</span><span class="p">[</span><span class="n">tf</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span> <span class="o">=</span> <span class="n">DCgain</span>  <span class="c1"># No DC suppression</span>
+
+    <span class="k">elif</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;LP&quot;</span><span class="p">:</span>
+        <span class="n">tf</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">/</span> <span class="p">(</span><span class="mi">1</span> <span class="o">+</span> <span class="n">top</span> <span class="o">*</span> <span class="n">tau</span> <span class="o">*</span> <span class="n">freqs</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">tf</span><span class="o">**</span><span class="n">order</span>
+
+
+<div class="viewcode-block" id="applyRCFilter">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.ripasso.applyRCFilter">[docs]</a>
+<span class="k">def</span><span class="w"> </span><span class="nf">applyRCFilter</span><span class="p">(</span><span class="n">signal</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">kind</span><span class="p">,</span> <span class="n">f_cut</span><span class="p">,</span> <span class="n">order</span><span class="p">,</span> <span class="n">DCgain</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Apply a simple RC-circuit filter</span>
+<span class="sd">    to signal and return the filtered signal.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        signal (np.array): The input signal. The signal is assumed to start at</span>
+<span class="sd">            t=0 and be evenly sampled at sample rate SR.</span>
+<span class="sd">        SR (int): Sample rate (Sa/s) of the input signal</span>
+<span class="sd">        kind (str): The type of filter. Either &#39;HP&#39; or &#39;LP&#39;.</span>
+<span class="sd">        f_cut (float): The cutoff frequency of the filter (Hz)</span>
+<span class="sd">        order (int): The order of the filter. The first order filter is</span>
+<span class="sd">            applied order times.</span>
+<span class="sd">        DCgain (Optional[float]): The DC gain of the filter. ONLY used by the</span>
+<span class="sd">            high-pass filter. Default: 0.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        np.array:</span>
+<span class="sd">            The filtered signal along the original time axis. Imaginary</span>
+<span class="sd">            parts are discarded prior to return.</span>
+
+<span class="sd">    Raises:</span>
+<span class="sd">        ValueError: If kind is neither &#39;HP&#39; nor &#39;LP&#39;</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">if</span> <span class="n">kind</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;HP&quot;</span><span class="p">,</span> <span class="s2">&quot;LP&quot;</span><span class="p">]:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;Please specify filter type as either &quot;HP&quot; or &quot;LP&quot;.&#39;</span><span class="p">)</span>
+
+    <span class="n">N</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">signal</span><span class="p">)</span>
+    <span class="n">transfun</span> <span class="o">=</span> <span class="n">_rcFilter</span><span class="p">(</span><span class="n">SR</span><span class="p">,</span> <span class="n">N</span><span class="p">,</span> <span class="n">f_cut</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="n">kind</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span> <span class="n">DCgain</span><span class="o">=</span><span class="n">DCgain</span><span class="p">)</span>
+    <span class="n">output</span> <span class="o">=</span> <span class="n">ifft</span><span class="p">(</span><span class="n">fft</span><span class="p">(</span><span class="n">signal</span><span class="p">)</span> <span class="o">*</span> <span class="n">transfun</span><span class="p">)</span>
+    <span class="n">output</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">real</span><span class="p">(</span><span class="n">output</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">output</span></div>
+
+
+
+<div class="viewcode-block" id="applyInverseRCFilter">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.ripasso.applyInverseRCFilter">[docs]</a>
+<span class="k">def</span><span class="w"> </span><span class="nf">applyInverseRCFilter</span><span class="p">(</span><span class="n">signal</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">kind</span><span class="p">,</span> <span class="n">f_cut</span><span class="p">,</span> <span class="n">order</span><span class="p">,</span> <span class="n">DCgain</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Apply the inverse of an RC-circuit filter to a signal and return the</span>
+<span class="sd">    compensated signal.</span>
+
+<span class="sd">    Note that a high-pass filter in principle has identically zero DC</span>
+<span class="sd">    gain which requires an infinite offset to compensate.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        signal (np.array): The input signal. The signal is assumed to start at</span>
+<span class="sd">            t=0 and be evenly sampled at sample rate SR.</span>
+<span class="sd">        SR (int): Sample rate (Sa/s) of the input signal</span>
+<span class="sd">        kind (str): The type of filter. Either &#39;HP&#39; or &#39;LP&#39;.</span>
+<span class="sd">        f_cut (float): The cutoff frequency of the filter (Hz)</span>
+<span class="sd">        order (int): The order of the filter. The first order filter is</span>
+<span class="sd">            applied order times.</span>
+<span class="sd">        DCgain (Optional[float]): The DC gain of the filter. ONLY used by the</span>
+<span class="sd">            high-pass filter. Default: 1.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        np.array:</span>
+<span class="sd">            The filtered signal along the original time axis. Imaginary</span>
+<span class="sd">            parts are discarded prior to return.</span>
+
+<span class="sd">    Raises:</span>
+<span class="sd">        ValueError: If kind is neither &#39;HP&#39; nor &#39;LP&#39;</span>
+<span class="sd">        ValueError: If DCgain is zero.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">if</span> <span class="n">kind</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;HP&quot;</span><span class="p">,</span> <span class="s2">&quot;LP&quot;</span><span class="p">]:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+            <span class="s1">&#39;Wrong filter type. Please specify filter type as either &quot;HP&quot; or &quot;LP&quot;.&#39;</span>
+        <span class="p">)</span>
+
+    <span class="k">if</span> <span class="ow">not</span> <span class="n">DCgain</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Non-invertible DCgain! Please set DCgain to a finite value.&quot;</span><span class="p">)</span>
+
+    <span class="n">N</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">signal</span><span class="p">)</span>
+    <span class="n">transfun</span> <span class="o">=</span> <span class="n">_rcFilter</span><span class="p">(</span><span class="n">SR</span><span class="p">,</span> <span class="n">N</span><span class="p">,</span> <span class="n">f_cut</span><span class="p">,</span> <span class="n">order</span><span class="o">=-</span><span class="n">order</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="n">kind</span><span class="p">,</span> <span class="n">DCgain</span><span class="o">=</span><span class="n">DCgain</span><span class="p">)</span>
+    <span class="n">output</span> <span class="o">=</span> <span class="n">ifft</span><span class="p">(</span><span class="n">fft</span><span class="p">(</span><span class="n">signal</span><span class="p">)</span> <span class="o">*</span> <span class="n">transfun</span><span class="p">)</span>
+    <span class="n">output</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">real</span><span class="p">(</span><span class="n">output</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">output</span></div>
+
+
+
+<div class="viewcode-block" id="applyCustomTransferFunction">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.ripasso.applyCustomTransferFunction">[docs]</a>
+<span class="k">def</span><span class="w"> </span><span class="nf">applyCustomTransferFunction</span><span class="p">(</span><span class="n">signal</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">tf_freqs</span><span class="p">,</span> <span class="n">tf_amp</span><span class="p">,</span> <span class="n">invert</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Apply custom transfer function</span>
+
+<span class="sd">    Given a signal, its sample rate, and a provided transfer function, apply</span>
+<span class="sd">    the transfer function to the signal.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        signal (np.array): A numpy array containing the signal</span>
+<span class="sd">        SR (int): The sample rate of the signal (Sa/s)</span>
+<span class="sd">        tf_freqs (np.array): The frequencies of the transfer function. Must</span>
+<span class="sd">            be monotonically increasing.</span>
+<span class="sd">        tf_amp (np.array): The amplitude of the transfer function. Must be</span>
+<span class="sd">            dimensionless.</span>
+<span class="sd">        invert (Optional[bool]): If True, the inverse transfer function is</span>
+<span class="sd">            applied. Default: False.</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        np.array:</span>
+<span class="sd">        The modified signal.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">npts</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">signal</span><span class="p">)</span>
+
+    <span class="c1"># validate tf_freqs</span>
+
+    <span class="n">df</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">diff</span><span class="p">(</span><span class="n">tf_freqs</span><span class="p">)</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="mi">6</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="ow">not</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">df</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+            <span class="s2">&quot;Invalid transfer function freq. axis. &quot;</span>
+            <span class="s2">&quot;Frequencies must be monotonically increasing.&quot;</span>
+        <span class="p">)</span>
+
+    <span class="k">if</span> <span class="ow">not</span> <span class="n">tf_freqs</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">SR</span> <span class="o">/</span> <span class="mi">2</span><span class="p">:</span>
+        <span class="c1"># TODO: think about whether this is a problem</span>
+        <span class="c1"># What is the desired behaviour for high frequencies if nothing</span>
+        <span class="c1"># is specified? I guess NOOP, i.e. the transfer func. is 1</span>
+        <span class="k">raise</span> <span class="n">MissingFrequenciesError</span><span class="p">(</span>
+            <span class="s2">&quot;Supplied transfer function does not &quot;</span>
+            <span class="s2">&quot;specify frequency response up to the &quot;</span>
+            <span class="s2">&quot;Nyquist frequency of the signal.&quot;</span>
+        <span class="p">)</span>
+
+    <span class="k">if</span> <span class="ow">not</span> <span class="n">tf_freqs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="c1"># what to do in this case? Extrapolate 1s? Make the user do this?</span>
+        <span class="k">pass</span>
+
+    <span class="c1"># Step 1: resample to fftfreq type axis</span>
+    <span class="n">freqax</span> <span class="o">=</span> <span class="n">fftfreq</span><span class="p">(</span><span class="n">npts</span><span class="p">,</span> <span class="mi">1</span> <span class="o">/</span> <span class="n">SR</span><span class="p">)</span>
+    <span class="n">freqax_pos</span> <span class="o">=</span> <span class="n">freqax</span><span class="p">[:</span> <span class="n">npts</span> <span class="o">//</span> <span class="mi">2</span><span class="p">]</span>
+    <span class="n">freqax_neg</span> <span class="o">=</span> <span class="n">freqax</span><span class="p">[</span><span class="n">npts</span> <span class="o">//</span> <span class="mi">2</span> <span class="p">:]</span>
+
+    <span class="n">resampled_pos</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">interp</span><span class="p">(</span><span class="n">freqax_pos</span><span class="p">,</span> <span class="n">tf_freqs</span><span class="p">,</span> <span class="n">tf_amp</span><span class="p">)</span>
+    <span class="n">resampled_neg</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">interp</span><span class="p">(</span><span class="o">-</span><span class="n">freqax_neg</span><span class="p">[::</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">tf_freqs</span><span class="p">,</span> <span class="n">tf_amp</span><span class="p">)</span>
+
+    <span class="n">transferfun</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">((</span><span class="n">resampled_pos</span><span class="p">,</span> <span class="n">resampled_neg</span><span class="p">[::</span><span class="o">-</span><span class="mi">1</span><span class="p">]))</span>
+
+    <span class="c1"># Step 2: Apply transfer function</span>
+    <span class="k">if</span> <span class="n">invert</span><span class="p">:</span>
+        <span class="n">power</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">power</span> <span class="o">=</span> <span class="mi">1</span>
+
+    <span class="n">signal_filtered</span> <span class="o">=</span> <span class="n">ifft</span><span class="p">(</span><span class="n">fft</span><span class="p">(</span><span class="n">signal</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="n">transferfun</span><span class="o">**</span><span class="n">power</span><span class="p">))</span>
+    <span class="n">imax</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">imag</span><span class="p">(</span><span class="n">signal_filtered</span><span class="p">)</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
+    <span class="n">log</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span>
+        <span class="s2">&quot;Applying custom transfer function. Discarding imag parts &quot;</span>
+        <span class="sa">f</span><span class="s2">&quot;no larger than </span><span class="si">{</span><span class="n">imax</span><span class="si">}</span><span class="s2">&quot;</span>
+    <span class="p">)</span>
+    <span class="n">signal_filtered</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">real</span><span class="p">(</span><span class="n">signal_filtered</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">signal_filtered</span></div>
+
+</pre></div>
+        </article>
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+        <article role="main" id="furo-main-content">
+          <h1>Source code for broadbean.sequence</h1><div class="highlight"><pre>
+<span></span><span class="c1"># this file defines the sequence object</span>
+<span class="c1"># along with a few helpers</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">json</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">logging</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">warnings</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">copy</span><span class="w"> </span><span class="kn">import</span> <span class="n">deepcopy</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Any</span><span class="p">,</span> <span class="n">cast</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">schema</span><span class="w"> </span><span class="kn">import</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Or</span><span class="p">,</span> <span class="n">Schema</span>
+
+<span class="kn">from</span><span class="w"> </span><span class="nn">broadbean.blueprint</span><span class="w"> </span><span class="kn">import</span> <span class="n">BluePrint</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">broadbean.element</span><span class="w"> </span><span class="kn">import</span> <span class="n">Element</span>  <span class="c1"># TODO: change import to element.py</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">broadbean.ripasso</span><span class="w"> </span><span class="kn">import</span> <span class="n">applyInverseRCFilter</span>
+
+<span class="kn">from</span><span class="w"> </span><span class="nn">.broadbean</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
+    <span class="n">PulseAtoms</span><span class="p">,</span>
+    <span class="n">_AWGOutput</span><span class="p">,</span>
+    <span class="n">_channelListSorter</span><span class="p">,</span>  <span class="c1"># TODO: change import to helpers.py</span>
+<span class="p">)</span>
+
+<span class="n">log</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">getLogger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+<span class="n">fs_schema</span> <span class="o">=</span> <span class="n">Schema</span><span class="p">(</span>
+    <span class="p">{</span>
+        <span class="nb">int</span><span class="p">:</span> <span class="p">{</span>
+            <span class="s2">&quot;type&quot;</span><span class="p">:</span> <span class="n">Or</span><span class="p">(</span><span class="s2">&quot;subsequence&quot;</span><span class="p">,</span> <span class="s2">&quot;element&quot;</span><span class="p">),</span>
+            <span class="s2">&quot;content&quot;</span><span class="p">:</span> <span class="p">{</span>
+                <span class="nb">int</span><span class="p">:</span> <span class="p">{</span>
+                    <span class="s2">&quot;data&quot;</span><span class="p">:</span> <span class="p">{</span><span class="n">Or</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span> <span class="p">{</span><span class="nb">str</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">}},</span>
+                    <span class="n">Optional</span><span class="p">(</span><span class="s2">&quot;sequencing&quot;</span><span class="p">):</span> <span class="p">{</span><span class="n">Optional</span><span class="p">(</span><span class="nb">str</span><span class="p">):</span> <span class="nb">int</span><span class="p">},</span>
+                <span class="p">}</span>
+            <span class="p">},</span>
+            <span class="s2">&quot;sequencing&quot;</span><span class="p">:</span> <span class="p">{</span><span class="n">Optional</span><span class="p">(</span><span class="nb">str</span><span class="p">):</span> <span class="nb">int</span><span class="p">},</span>
+        <span class="p">}</span>
+    <span class="p">}</span>
+<span class="p">)</span>
+
+
+<div class="viewcode-block" id="SequencingError">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.SequencingError">[docs]</a>
+<span class="k">class</span><span class="w"> </span><span class="nc">SequencingError</span><span class="p">(</span><span class="ne">Exception</span><span class="p">):</span>
+    <span class="k">pass</span></div>
+
+
+
+<div class="viewcode-block" id="SequenceConsistencyError">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.SequenceConsistencyError">[docs]</a>
+<span class="k">class</span><span class="w"> </span><span class="nc">SequenceConsistencyError</span><span class="p">(</span><span class="ne">Exception</span><span class="p">):</span>
+    <span class="k">pass</span></div>
+
+
+
+<div class="viewcode-block" id="InvalidForgedSequenceError">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.InvalidForgedSequenceError">[docs]</a>
+<span class="k">class</span><span class="w"> </span><span class="nc">InvalidForgedSequenceError</span><span class="p">(</span><span class="ne">Exception</span><span class="p">):</span>
+    <span class="k">pass</span></div>
+
+
+
+<div class="viewcode-block" id="SequenceCompatibilityError">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.SequenceCompatibilityError">[docs]</a>
+<span class="k">class</span><span class="w"> </span><span class="nc">SequenceCompatibilityError</span><span class="p">(</span><span class="ne">Exception</span><span class="p">):</span>
+    <span class="k">pass</span></div>
+
+
+
+<div class="viewcode-block" id="SpecificationInconsistencyError">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.SpecificationInconsistencyError">[docs]</a>
+<span class="k">class</span><span class="w"> </span><span class="nc">SpecificationInconsistencyError</span><span class="p">(</span><span class="ne">Exception</span><span class="p">):</span>
+    <span class="k">pass</span></div>
+
+
+
+<div class="viewcode-block" id="Sequence">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence">[docs]</a>
+<span class="k">class</span><span class="w"> </span><span class="nc">Sequence</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Sequence object</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Not much to see here...</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># the internal data structure, a dict with tuples as keys and values</span>
+        <span class="c1"># the key is sequence position (int), the value is element (Element)</span>
+        <span class="c1"># or subsequence (Sequence)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_data</span> <span class="o">=</span> <span class="p">{}</span>
+
+        <span class="c1"># Here goes the sequencing info. Key: position</span>
+        <span class="c1"># value: dict with keys &#39;twait&#39;, &#39;nrep&#39;, &#39;jump_input&#39;,</span>
+        <span class="c1"># &#39;jump_target&#39;, &#39;goto&#39;</span>
+        <span class="c1">#</span>
+        <span class="c1"># the sequencing is filled out automatically with default values</span>
+        <span class="c1"># when an element is added</span>
+        <span class="c1"># Note that not all output backends use all items in the list</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span> <span class="o">=</span> <span class="p">{}</span>
+
+        <span class="c1"># The dictionary to store AWG settings</span>
+        <span class="c1"># Keys will include:</span>
+        <span class="c1"># &#39;SR&#39;, &#39;channelX_amplitude&#39;, &#39;channelX_offset&#39;, &#39;channelX_filter&#39;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span> <span class="o">=</span> <span class="p">{}</span>
+
+        <span class="c1"># The metainfo to be extracted by measurements</span>
+        <span class="c1"># todo: I&#39;m pretty sure this is obsolete now that description exists</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_meta</span> <span class="o">=</span> <span class="p">{}</span>
+
+        <span class="c1"># some backends (seqx files) allow for a sequence to have a name</span>
+        <span class="c1"># we make the name a property of the sequence</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_name</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
+
+    <span class="k">def</span><span class="w"> </span><span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">Sequence</span><span class="p">):</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">elif</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">_data</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">elif</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_meta</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">_meta</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">elif</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">elif</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">True</span>
+
+    <span class="k">def</span><span class="w"> </span><span class="fm">__add__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Add two sequences.</span>
+<span class="sd">        Return a new sequence with is the right argument appended to the</span>
+<span class="sd">        left argument.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># Validation</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">checkConsistency</span><span class="p">():</span>
+            <span class="k">raise</span> <span class="n">SequenceConsistencyError</span><span class="p">(</span><span class="s2">&quot;Left hand sequence inconsistent!&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">other</span><span class="o">.</span><span class="n">checkConsistency</span><span class="p">():</span>
+            <span class="k">raise</span> <span class="n">SequenceConsistencyError</span><span class="p">(</span><span class="s2">&quot;Right hand sequence inconsistent!&quot;</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="n">SequenceCompatibilityError</span><span class="p">(</span>
+                <span class="s2">&quot;Incompatible sequences: different AWGspecifications.&quot;</span>
+            <span class="p">)</span>
+
+        <span class="n">newseq</span> <span class="o">=</span> <span class="n">Sequence</span><span class="p">()</span>
+        <span class="n">N</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">)</span>
+
+        <span class="n">newdata1</span> <span class="o">=</span> <span class="p">{</span><span class="n">key</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">element</span><span class="p">(</span><span class="n">key</span><span class="p">)</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">keys</span><span class="p">()}</span>
+        <span class="n">newdata2</span> <span class="o">=</span> <span class="p">{</span><span class="n">key</span> <span class="o">+</span> <span class="n">N</span><span class="p">:</span> <span class="n">other</span><span class="o">.</span><span class="n">element</span><span class="p">(</span><span class="n">key</span><span class="p">)</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">other</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">keys</span><span class="p">()}</span>
+        <span class="n">newdata1</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">newdata2</span><span class="p">)</span>
+
+        <span class="n">newseq</span><span class="o">.</span><span class="n">_data</span> <span class="o">=</span> <span class="n">newdata1</span>
+
+        <span class="n">newsequencing1</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="n">key</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
+        <span class="p">}</span>
+        <span class="n">newsequencing2</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>
+
+        <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">other</span><span class="o">.</span><span class="n">_sequencing</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">newitem</span> <span class="o">=</span> <span class="n">item</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+            <span class="c1"># update goto and jump according to new sequence length</span>
+            <span class="k">if</span> <span class="n">newitem</span><span class="p">[</span><span class="s2">&quot;goto&quot;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">newitem</span><span class="p">[</span><span class="s2">&quot;goto&quot;</span><span class="p">]</span> <span class="o">+=</span> <span class="n">N</span>
+            <span class="k">if</span> <span class="n">newitem</span><span class="p">[</span><span class="s2">&quot;jump_target&quot;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="n">newitem</span><span class="p">[</span><span class="s2">&quot;jump_target&quot;</span><span class="p">]</span> <span class="o">+=</span> <span class="n">N</span>
+            <span class="n">newsequencing2</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">key</span> <span class="o">+</span> <span class="n">N</span><span class="p">:</span> <span class="n">newitem</span><span class="p">})</span>
+
+        <span class="n">newsequencing1</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">newsequencing2</span><span class="p">)</span>
+
+        <span class="n">newseq</span><span class="o">.</span><span class="n">_sequencing</span> <span class="o">=</span> <span class="n">newsequencing1</span>
+
+        <span class="n">newseq</span><span class="o">.</span><span class="n">_awgspecs</span> <span class="o">=</span> <span class="n">other</span><span class="o">.</span><span class="n">_awgspecs</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+
+        <span class="k">return</span> <span class="n">newseq</span>
+
+<div class="viewcode-block" id="Sequence.copy">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.copy">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns a copy of the sequence.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">newseq</span> <span class="o">=</span> <span class="n">Sequence</span><span class="p">()</span>
+        <span class="n">newseq</span><span class="o">.</span><span class="n">_data</span> <span class="o">=</span> <span class="n">deepcopy</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">)</span>
+        <span class="n">newseq</span><span class="o">.</span><span class="n">_meta</span> <span class="o">=</span> <span class="n">deepcopy</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_meta</span><span class="p">)</span>
+        <span class="n">newseq</span><span class="o">.</span><span class="n">_awgspecs</span> <span class="o">=</span> <span class="n">deepcopy</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">)</span>
+        <span class="n">newseq</span><span class="o">.</span><span class="n">_sequencing</span> <span class="o">=</span> <span class="n">deepcopy</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">newseq</span></div>
+
+
+<div class="viewcode-block" id="Sequence.setSequenceSettings">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.setSequenceSettings">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">setSequenceSettings</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pos</span><span class="p">,</span> <span class="n">wait</span><span class="p">,</span> <span class="n">nreps</span><span class="p">,</span> <span class="n">jump</span><span class="p">,</span> <span class="n">goto</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Set the sequence setting for the sequence element at pos.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            pos (int): The sequence element (counting from 1)</span>
+<span class="sd">            wait (int): The wait state specifying whether to wait for a</span>
+<span class="sd">                trigger. 0: OFF, don&#39;t wait, 1: ON, wait. For some backends,</span>
+<span class="sd">                additional integers are allowed to specify the trigger input.</span>
+<span class="sd">                0 always means off.</span>
+<span class="sd">            nreps (int): Number of repetitions. 0 corresponds to infinite</span>
+<span class="sd">                repetitions</span>
+<span class="sd">            jump (int): Event jump target, the position of a sequence element.</span>
+<span class="sd">                If 0, the event jump state is off.</span>
+<span class="sd">            goto (int): Goto target, the position of a sequence element.</span>
+<span class="sd">                0 means next.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span>
+            <span class="s2">&quot;Deprecation warning. This function is only compatible &quot;</span>
+            <span class="s2">&quot;with AWG5014 output and will be removed. &quot;</span>
+            <span class="s2">&quot;Please use the specific setSequencingXXX methods.&quot;</span>
+        <span class="p">)</span>
+
+        <span class="c1"># Validation (some validation &#39;postponed&#39; and put in checkConsistency)</span>
+        <span class="c1">#</span>
+        <span class="c1"># Because of different compliances for different backends,</span>
+        <span class="c1"># most validation of these settings is deferred and performed</span>
+        <span class="c1"># in the outputForXXX methods</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;twait&quot;</span><span class="p">:</span> <span class="n">wait</span><span class="p">,</span>
+            <span class="s2">&quot;nrep&quot;</span><span class="p">:</span> <span class="n">nreps</span><span class="p">,</span>
+            <span class="s2">&quot;jump_target&quot;</span><span class="p">:</span> <span class="n">jump</span><span class="p">,</span>
+            <span class="s2">&quot;goto&quot;</span><span class="p">:</span> <span class="n">goto</span><span class="p">,</span>
+            <span class="s2">&quot;jump_input&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+        <span class="p">}</span></div>
+
+
+<div class="viewcode-block" id="Sequence.setSequencingTriggerWait">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.setSequencingTriggerWait">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">setSequencingTriggerWait</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pos</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">wait</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Set the trigger wait for the sequence element at pos. For</span>
+<span class="sd">        AWG 5014 out, this can be 0 or 1, For AWG 70000A output, this</span>
+<span class="sd">        can be 0, 1, 2, or 3.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            pos: The sequence element (counting from 1)</span>
+<span class="sd">            wait: The wait state/input depending on backend.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;twait&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">wait</span></div>
+
+
+<div class="viewcode-block" id="Sequence.setSequencingNumberOfRepetitions">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.setSequencingNumberOfRepetitions">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">setSequencingNumberOfRepetitions</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pos</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">nrep</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Set the number of repetitions for the sequence element at pos.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            pos: The sequence element (counting from 1)</span>
+<span class="sd">            nrep: The number of repetitions (0 means infinite)</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;nrep&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">nrep</span></div>
+
+
+<div class="viewcode-block" id="Sequence.setSequencingEventInput">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.setSequencingEventInput">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">setSequencingEventInput</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pos</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">jump_input</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Set the event input for the sequence element at pos. This setting is</span>
+<span class="sd">        ignored by the AWG 5014.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            pos: The sequence element (counting from 1)</span>
+<span class="sd">            jump_input: The input specifier,  0 for off,</span>
+<span class="sd">                1 for &#39;TrigA&#39;, 2 for &#39;TrigB&#39;, 3 for &#39;Internal&#39;.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;jump_input&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">jump_input</span></div>
+
+
+<div class="viewcode-block" id="Sequence.setSequencingEventJumpTarget">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.setSequencingEventJumpTarget">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">setSequencingEventJumpTarget</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pos</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">jump_target</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Set the event jump target for the sequence element at pos.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            pos: The sequence element (counting from 1)</span>
+<span class="sd">            jump_target: The sequence element to jump to (counting from 1)</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;jump_target&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">jump_target</span></div>
+
+
+<div class="viewcode-block" id="Sequence.setSequencingGoto">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.setSequencingGoto">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">setSequencingGoto</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pos</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">goto</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Set the goto target (which element to play after the current one ends)</span>
+<span class="sd">        for the sequence element at pos.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            pos: The sequence element (counting from 1)</span>
+<span class="sd">            goto: The position of the element to play. 0 means &#39;next in line&#39;</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;goto&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">goto</span></div>
+
+
+<div class="viewcode-block" id="Sequence.setSR">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.setSR">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">setSR</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">SR</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Set the sample rate for the sequence</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="s2">&quot;SR&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">SR</span></div>
+
+
+<div class="viewcode-block" id="Sequence.setChannelVoltageRange">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.setChannelVoltageRange">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">setChannelVoltageRange</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">channel</span><span class="p">,</span> <span class="n">ampl</span><span class="p">,</span> <span class="n">offset</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Assign the physical voltages of the channel. This is used when making</span>
+<span class="sd">        output for .awg files. The corresponding parameters in the QCoDeS</span>
+<span class="sd">        AWG5014 driver are called chXX_amp and chXX_offset. Please ensure that</span>
+<span class="sd">        the channel in question is indeed in ampl/offset mode and not in</span>
+<span class="sd">        high/low mode.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            channel (int): The channel number</span>
+<span class="sd">            ampl (float): The channel peak-to-peak amplitude (V)</span>
+<span class="sd">            offset (float): The channel offset (V)</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span>
+            <span class="s2">&quot;Deprecation warning. This function is deprecated.&quot;</span>
+            <span class="s2">&quot; Use setChannelAmplitude and SetChannelOffset &quot;</span>
+            <span class="s2">&quot;instead.&quot;</span>
+        <span class="p">)</span>
+
+        <span class="n">keystr</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">channel</span><span class="si">}</span><span class="s2">_amplitude&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="n">keystr</span><span class="p">]</span> <span class="o">=</span> <span class="n">ampl</span>
+        <span class="n">keystr</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">channel</span><span class="si">}</span><span class="s2">_offset&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="n">keystr</span><span class="p">]</span> <span class="o">=</span> <span class="n">offset</span></div>
+
+
+<div class="viewcode-block" id="Sequence.setChannelAmplitude">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.setChannelAmplitude">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">setChannelAmplitude</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">channel</span><span class="p">:</span> <span class="nb">int</span> <span class="o">|</span> <span class="nb">str</span><span class="p">,</span> <span class="n">ampl</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Assign the physical voltage amplitude of the channel. This is used</span>
+<span class="sd">        when making output for real instruments.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            channel: The channel number</span>
+<span class="sd">            ampl: The channel peak-to-peak amplitude (V)</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">keystr</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">channel</span><span class="si">}</span><span class="s2">_amplitude&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="n">keystr</span><span class="p">]</span> <span class="o">=</span> <span class="n">ampl</span></div>
+
+
+<div class="viewcode-block" id="Sequence.setChannelOffset">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.setChannelOffset">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">setChannelOffset</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">channel</span><span class="p">:</span> <span class="nb">int</span> <span class="o">|</span> <span class="nb">str</span><span class="p">,</span> <span class="n">offset</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Assign the physical voltage offset of the channel. This is used</span>
+<span class="sd">        by some backends when making output for real instruments</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            channel: The channel number/name</span>
+<span class="sd">            offset: The channel offset (V)</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">keystr</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">channel</span><span class="si">}</span><span class="s2">_offset&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="n">keystr</span><span class="p">]</span> <span class="o">=</span> <span class="n">offset</span></div>
+
+
+<div class="viewcode-block" id="Sequence.setChannelDelay">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.setChannelDelay">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">setChannelDelay</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">channel</span><span class="p">:</span> <span class="nb">int</span> <span class="o">|</span> <span class="nb">str</span><span class="p">,</span> <span class="n">delay</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Assign a delay to a channel. This is used when making output for .awg</span>
+<span class="sd">        files. Use the delay to compensate for cable length differences etc.</span>
+<span class="sd">        Zeros are prepended to the waveforms to delay them and correspondingly</span>
+<span class="sd">        appended to non (or less) delayed channels.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            channel: The channel number/name</span>
+<span class="sd">            delay: The required delay (s)</span>
+
+<span class="sd">        Raises:</span>
+<span class="sd">            ValueError: If a non-integer or non-non-negative channel number is</span>
+<span class="sd">                given.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">channel</span><span class="si">}</span><span class="s2">_delay&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">delay</span></div>
+
+
+<div class="viewcode-block" id="Sequence.setChannelFilterCompensation">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.setChannelFilterCompensation">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">setChannelFilterCompensation</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">channel</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">int</span><span class="p">,</span>
+        <span class="n">kind</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
+        <span class="n">order</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span>
+        <span class="n">f_cut</span><span class="p">:</span> <span class="nb">float</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+        <span class="n">tau</span><span class="p">:</span> <span class="nb">float</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Specify a filter to compensate for.</span>
+
+<span class="sd">        The specified channel will get a compensation (pre-distorion) to</span>
+<span class="sd">        compensate for the specified frequency filter. Just to be clear:</span>
+<span class="sd">        the INVERSE transfer function of the one you specify is applied.</span>
+<span class="sd">        Only compensation for simple RC-circuit type high pass and low</span>
+<span class="sd">        pass is supported.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            channel: The channel to apply this to.</span>
+<span class="sd">            kind: Either &#39;LP&#39; or &#39;HP&#39;</span>
+<span class="sd">            order: The order of the filter to compensate for.</span>
+<span class="sd">                May be negative. Default: 1.</span>
+<span class="sd">            f_cut: The cut_off frequency (Hz).</span>
+<span class="sd">            tau): The time constant (s). Note that</span>
+<span class="sd">                tau = 1/f_cut and that only one of the two can be specified.</span>
+
+<span class="sd">        Raises:</span>
+<span class="sd">            ValueError: If kind is not &#39;LP&#39; or &#39;HP&#39;</span>
+<span class="sd">            ValueError: If order is not an int.</span>
+<span class="sd">            SpecificationInconsistencyError: If both f_cut and tau are given.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="n">kind</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;HP&quot;</span><span class="p">,</span> <span class="s2">&quot;LP&quot;</span><span class="p">]:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s1">&#39;Filter kind must either be &quot;LP&quot; (low pass) or &quot;HP&quot; (high pass).&#39;</span>
+            <span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">order</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Filter order must be an integer.&quot;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="p">(</span><span class="n">f_cut</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">)</span> <span class="ow">and</span> <span class="p">(</span><span class="n">tau</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="n">SpecificationInconsistencyError</span><span class="p">(</span>
+                <span class="s2">&quot;Can not specify BOTH a time constant and a cut-off frequency.&quot;</span>
+            <span class="p">)</span>
+
+        <span class="n">keystr</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">channel</span><span class="si">}</span><span class="s2">_filtercompensation&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="n">keystr</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;kind&quot;</span><span class="p">:</span> <span class="n">kind</span><span class="p">,</span>
+            <span class="s2">&quot;order&quot;</span><span class="p">:</span> <span class="n">order</span><span class="p">,</span>
+            <span class="s2">&quot;f_cut&quot;</span><span class="p">:</span> <span class="n">f_cut</span><span class="p">,</span>
+            <span class="s2">&quot;tau&quot;</span><span class="p">:</span> <span class="n">tau</span><span class="p">,</span>
+        <span class="p">}</span></div>
+
+
+<div class="viewcode-block" id="Sequence.addElement">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.addElement">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">addElement</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">position</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">element</span><span class="p">:</span> <span class="n">Element</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Add an element to the sequence. Overwrites previous values.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            position (int): The sequence position of the element (lowest: 1)</span>
+<span class="sd">            element (Element): An element instance</span>
+
+<span class="sd">        Raises:</span>
+<span class="sd">            ValueError: If the element has inconsistent durations</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># Validation</span>
+        <span class="n">element</span><span class="o">.</span><span class="n">validateDurations</span><span class="p">()</span>
+
+        <span class="c1"># make a new copy of the element</span>
+        <span class="n">newelement</span> <span class="o">=</span> <span class="n">element</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+
+        <span class="c1"># Data mutation</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">position</span><span class="p">:</span> <span class="n">newelement</span><span class="p">})</span>
+
+        <span class="c1"># insert default sequencing settings</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">position</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;twait&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+            <span class="s2">&quot;nrep&quot;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span>
+            <span class="s2">&quot;jump_input&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+            <span class="s2">&quot;jump_target&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+            <span class="s2">&quot;goto&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+        <span class="p">}</span></div>
+
+
+<div class="viewcode-block" id="Sequence.addSubSequence">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.addSubSequence">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">addSubSequence</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">position</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">subsequence</span><span class="p">:</span> <span class="s2">&quot;Sequence&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Add a subsequence to the sequence. Overwrites anything previously</span>
+<span class="sd">        assigned to this position. The subsequence can not contain any</span>
+<span class="sd">        subsequences itself.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            position: The sequence position (starting from 1)</span>
+<span class="sd">            subsequence: The subsequence to add</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">subsequence</span><span class="p">,</span> <span class="n">Sequence</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s2">&quot;Subsequence must be a sequence object. &quot;</span>
+                <span class="s2">&quot;Received object of type &quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">subsequence</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span>
+            <span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">elem</span> <span class="ow">in</span> <span class="n">subsequence</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">elem</span><span class="p">,</span> <span class="n">Sequence</span><span class="p">):</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Subsequences can not contain subsequences.&quot;</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="n">subsequence</span><span class="o">.</span><span class="n">SR</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">SR</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s2">&quot;Subsequence SR does not match (main) sequence SR&quot;</span>
+                <span class="sa">f</span><span class="s2">&quot;. (</span><span class="si">{</span><span class="n">subsequence</span><span class="o">.</span><span class="n">SR</span><span class="si">}</span><span class="s2"> and </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">SR</span><span class="si">}</span><span class="s2">).&quot;</span>
+            <span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">position</span><span class="p">]</span> <span class="o">=</span> <span class="n">subsequence</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">position</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span>
+            <span class="s2">&quot;twait&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+            <span class="s2">&quot;nrep&quot;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span>
+            <span class="s2">&quot;jump_input&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+            <span class="s2">&quot;jump_target&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+            <span class="s2">&quot;goto&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
+        <span class="p">}</span></div>
+
+
+<div class="viewcode-block" id="Sequence.checkConsistency">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.checkConsistency">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">checkConsistency</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Checks wether the sequence can be built, i.e. wether all elements</span>
+<span class="sd">        have waveforms on the same channels and of the same length.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># TODO: Give helpful info if the check fails</span>
+
+        <span class="k">try</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="s2">&quot;SR&quot;</span><span class="p">]</span>
+        <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">KeyError</span><span class="p">(</span><span class="s2">&quot;No sample rate specified. Can not perform check&quot;</span><span class="p">)</span>
+
+        <span class="c1"># First check that all sample rates agree</span>
+        <span class="c1"># Since all elements are validated on input, the SR exists</span>
+        <span class="n">SRs</span> <span class="o">=</span> <span class="p">[</span><span class="n">elem</span><span class="o">.</span><span class="n">SR</span> <span class="k">for</span> <span class="n">elem</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
+        <span class="k">if</span> <span class="n">SRs</span> <span class="o">==</span> <span class="p">[]:</span>  <span class="c1"># case of empty Sequence</span>
+            <span class="n">SRs</span> <span class="o">=</span> <span class="p">[</span><span class="kc">None</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">SRs</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">SRs</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">SRs</span><span class="p">):</span>
+            <span class="n">failmssg</span> <span class="o">=</span> <span class="s2">&quot;checkConsistency failed: inconsistent sample rates.&quot;</span>
+            <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">failmssg</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">verbose</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="n">failmssg</span><span class="p">)</span>
+            <span class="k">return</span> <span class="kc">False</span>
+
+        <span class="c1"># Then check that elements use the same channels</span>
+        <span class="n">specchans</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">elem</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
+            <span class="n">chans</span> <span class="o">=</span> <span class="n">_channelListSorter</span><span class="p">(</span><span class="n">elem</span><span class="o">.</span><span class="n">channels</span><span class="p">)</span>
+            <span class="n">specchans</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">chans</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">specchans</span> <span class="o">==</span> <span class="p">[]:</span>  <span class="c1"># case of empty Sequence</span>
+            <span class="n">chans</span> <span class="o">=</span> <span class="kc">None</span>
+            <span class="n">specchans</span> <span class="o">=</span> <span class="p">[</span><span class="kc">None</span><span class="p">]</span>
+        <span class="k">if</span> <span class="n">specchans</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">chans</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">specchans</span><span class="p">):</span>
+            <span class="n">failmssg</span> <span class="o">=</span> <span class="p">(</span>
+                <span class="s2">&quot;checkConsistency failed: different elements specify different channels&quot;</span>
+            <span class="p">)</span>
+            <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">failmssg</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">verbose</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="n">failmssg</span><span class="p">)</span>
+            <span class="k">return</span> <span class="kc">False</span>
+
+        <span class="c1"># TODO: must all elements have same length? Does any AWG require this?</span>
+
+        <span class="c1"># Finally, check that all positions are filled</span>
+        <span class="n">positions</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="k">if</span> <span class="n">positions</span> <span class="o">==</span> <span class="p">[]:</span>  <span class="c1"># case of empty Sequence</span>
+            <span class="n">positions</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">positions</span> <span class="o">==</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">positions</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)):</span>
+            <span class="n">failmssg</span> <span class="o">=</span> <span class="p">(</span>
+                <span class="s2">&quot;checkConsistency failed: inconsistent sequence&quot;</span>
+                <span class="s2">&quot;positions. Must be 1, 2, 3, ...&quot;</span>
+            <span class="p">)</span>
+            <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">failmssg</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">verbose</span><span class="p">:</span>
+                <span class="nb">print</span><span class="p">(</span><span class="n">failmssg</span><span class="p">)</span>
+            <span class="k">return</span> <span class="kc">False</span>
+
+        <span class="c1"># If all three tests pass...</span>
+        <span class="k">return</span> <span class="kc">True</span></div>
+
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">description</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Return a dictionary fully describing the Sequence.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">desc</span> <span class="o">=</span> <span class="p">{}</span>
+
+        <span class="k">for</span> <span class="n">pos</span><span class="p">,</span> <span class="n">elem</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">desc</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">pos</span><span class="p">)]</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="n">desc</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">pos</span><span class="p">)][</span><span class="s2">&quot;channels&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">elem</span><span class="o">.</span><span class="n">description</span>
+            <span class="k">try</span><span class="p">:</span>
+                <span class="n">sequencing</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span>
+                <span class="n">seqdict</span> <span class="o">=</span> <span class="p">{</span>
+                    <span class="s2">&quot;Wait trigger&quot;</span><span class="p">:</span> <span class="n">sequencing</span><span class="p">[</span><span class="s2">&quot;twait&quot;</span><span class="p">],</span>
+                    <span class="s2">&quot;Repeat&quot;</span><span class="p">:</span> <span class="n">sequencing</span><span class="p">[</span><span class="s2">&quot;nrep&quot;</span><span class="p">],</span>
+                    <span class="s2">&quot;jump_input&quot;</span><span class="p">:</span> <span class="n">sequencing</span><span class="p">[</span><span class="s2">&quot;jump_input&quot;</span><span class="p">],</span>
+                    <span class="s2">&quot;jump_target&quot;</span><span class="p">:</span> <span class="n">sequencing</span><span class="p">[</span><span class="s2">&quot;jump_target&quot;</span><span class="p">],</span>
+                    <span class="s2">&quot;Go to&quot;</span><span class="p">:</span> <span class="n">sequencing</span><span class="p">[</span><span class="s2">&quot;goto&quot;</span><span class="p">],</span>
+                <span class="p">}</span>
+                <span class="n">desc</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">pos</span><span class="p">)][</span><span class="s2">&quot;sequencing&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">seqdict</span>
+            <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
+                <span class="n">desc</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">pos</span><span class="p">)][</span><span class="s2">&quot;sequencing&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;Not set&quot;</span>
+        <span class="n">desc</span><span class="p">[</span><span class="s2">&quot;awgspecs&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span>
+        <span class="k">return</span> <span class="n">desc</span>
+
+<div class="viewcode-block" id="Sequence.write_to_json">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.write_to_json">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">write_to_json</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path_to_file</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Writes sequences to JSON file</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            path_to_file: the path to the file to write to ex:</span>
+<span class="sd">            path_to_file/sequense.json</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">path_to_file</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">fp</span><span class="p">:</span>
+            <span class="n">json</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">description</span><span class="p">,</span> <span class="n">fp</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Sequence.sequence_from_description">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.sequence_from_description">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">sequence_from_description</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">seq_dict</span><span class="p">:</span> <span class="nb">dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="s2">&quot;Sequence&quot;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns a sequence from a description given as a dict</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            seq_dict: a dict in the same form as returned by</span>
+<span class="sd">            Sequence.description</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">awgspecs</span> <span class="o">=</span> <span class="n">seq_dict</span><span class="p">[</span><span class="s2">&quot;awgspecs&quot;</span><span class="p">]</span>
+        <span class="n">SR</span> <span class="o">=</span> <span class="n">awgspecs</span><span class="p">[</span><span class="s2">&quot;SR&quot;</span><span class="p">]</span>
+        <span class="n">elem_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">seq_dict</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="n">new_instance</span> <span class="o">=</span> <span class="bp">cls</span><span class="p">()</span>
+
+        <span class="k">for</span> <span class="n">ele</span> <span class="ow">in</span> <span class="n">elem_list</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
+            <span class="n">channels_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">seq_dict</span><span class="p">[</span><span class="n">ele</span><span class="p">][</span><span class="s2">&quot;channels&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+            <span class="n">elem</span> <span class="o">=</span> <span class="n">Element</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">chan</span> <span class="ow">in</span> <span class="n">channels_list</span><span class="p">:</span>
+                <span class="n">bp_sum</span> <span class="o">=</span> <span class="n">BluePrint</span><span class="o">.</span><span class="n">blueprint_from_description</span><span class="p">(</span>
+                    <span class="n">seq_dict</span><span class="p">[</span><span class="n">ele</span><span class="p">][</span><span class="s2">&quot;channels&quot;</span><span class="p">][</span><span class="n">chan</span><span class="p">]</span>
+                <span class="p">)</span>
+                <span class="n">bp_sum</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">SR</span><span class="p">)</span>
+                <span class="n">elem</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">chan</span><span class="p">),</span> <span class="n">bp_sum</span><span class="p">)</span>
+                <span class="k">if</span> <span class="s2">&quot;flags&quot;</span> <span class="ow">in</span> <span class="n">seq_dict</span><span class="p">[</span><span class="n">ele</span><span class="p">][</span><span class="s2">&quot;channels&quot;</span><span class="p">][</span><span class="n">chan</span><span class="p">]:</span>
+                    <span class="n">flags</span> <span class="o">=</span> <span class="n">seq_dict</span><span class="p">[</span><span class="n">ele</span><span class="p">][</span><span class="s2">&quot;channels&quot;</span><span class="p">][</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;flags&quot;</span><span class="p">]</span>
+                    <span class="n">elem</span><span class="o">.</span><span class="n">addFlags</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">chan</span><span class="p">),</span> <span class="n">flags</span><span class="p">)</span>
+                <span class="n">ChannelAmplitude</span> <span class="o">=</span> <span class="n">awgspecs</span><span class="p">[</span><span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">_amplitude&quot;</span><span class="p">]</span>
+                <span class="n">new_instance</span><span class="o">.</span><span class="n">setChannelAmplitude</span><span class="p">(</span>
+                    <span class="nb">int</span><span class="p">(</span><span class="n">chan</span><span class="p">),</span> <span class="n">ChannelAmplitude</span>
+                <span class="p">)</span>  <span class="c1"># Call signature: channel, amplitude (peak-to-peak)</span>
+                <span class="n">ChannelOffset</span> <span class="o">=</span> <span class="n">awgspecs</span><span class="p">[</span><span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">_offset&quot;</span><span class="p">]</span>
+                <span class="n">new_instance</span><span class="o">.</span><span class="n">setChannelOffset</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">chan</span><span class="p">),</span> <span class="n">ChannelOffset</span><span class="p">)</span>
+
+            <span class="n">new_instance</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">ele</span><span class="p">),</span> <span class="n">elem</span><span class="p">)</span>
+            <span class="n">sequencedict</span> <span class="o">=</span> <span class="n">seq_dict</span><span class="p">[</span><span class="n">ele</span><span class="p">][</span><span class="s2">&quot;sequencing&quot;</span><span class="p">]</span>
+            <span class="n">new_instance</span><span class="o">.</span><span class="n">setSequencingTriggerWait</span><span class="p">(</span>
+                <span class="nb">int</span><span class="p">(</span><span class="n">ele</span><span class="p">),</span> <span class="n">sequencedict</span><span class="p">[</span><span class="s2">&quot;Wait trigger&quot;</span><span class="p">]</span>
+            <span class="p">)</span>
+            <span class="n">new_instance</span><span class="o">.</span><span class="n">setSequencingNumberOfRepetitions</span><span class="p">(</span>
+                <span class="nb">int</span><span class="p">(</span><span class="n">ele</span><span class="p">),</span> <span class="n">sequencedict</span><span class="p">[</span><span class="s2">&quot;Repeat&quot;</span><span class="p">]</span>
+            <span class="p">)</span>
+            <span class="n">new_instance</span><span class="o">.</span><span class="n">setSequencingEventInput</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">ele</span><span class="p">),</span> <span class="n">sequencedict</span><span class="p">[</span><span class="s2">&quot;jump_input&quot;</span><span class="p">])</span>
+            <span class="n">new_instance</span><span class="o">.</span><span class="n">setSequencingEventJumpTarget</span><span class="p">(</span>
+                <span class="nb">int</span><span class="p">(</span><span class="n">ele</span><span class="p">),</span> <span class="n">sequencedict</span><span class="p">[</span><span class="s2">&quot;jump_target&quot;</span><span class="p">]</span>
+            <span class="p">)</span>
+            <span class="n">new_instance</span><span class="o">.</span><span class="n">setSequencingGoto</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">ele</span><span class="p">),</span> <span class="n">sequencedict</span><span class="p">[</span><span class="s2">&quot;Go to&quot;</span><span class="p">])</span>
+        <span class="n">new_instance</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">SR</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">new_instance</span></div>
+
+
+<div class="viewcode-block" id="Sequence.init_from_json">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.init_from_json">[docs]</a>
+    <span class="nd">@classmethod</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">init_from_json</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">path_to_file</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="s2">&quot;Sequence&quot;</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Reads sequense from JSON file</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            path_to_file: the path to the file to be read ex:</span>
+<span class="sd">            path_to_file/sequense.json</span>
+<span class="sd">            This function is the inverse of write_to_json</span>
+<span class="sd">            The JSON file needs to be structured as if it was writen</span>
+<span class="sd">            by the function write_to_json</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">new_instance</span> <span class="o">=</span> <span class="bp">cls</span><span class="p">()</span>
+        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">path_to_file</span><span class="p">)</span> <span class="k">as</span> <span class="n">fp</span><span class="p">:</span>
+            <span class="n">data_loaded</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">fp</span><span class="p">)</span>
+
+        <span class="n">new_instance</span> <span class="o">=</span> <span class="n">Sequence</span><span class="o">.</span><span class="n">sequence_from_description</span><span class="p">(</span><span class="n">data_loaded</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">new_instance</span></div>
+
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">name</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_name</span>
+
+    <span class="nd">@name</span><span class="o">.</span><span class="n">setter</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">name</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">newname</span><span class="p">):</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">newname</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;The sequence name must be a string&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_name</span> <span class="o">=</span> <span class="n">newname</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">length_sequenceelements</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the current number of specified sequence elements</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">)</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">SR</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the sample rate, if defined. Else returns -1.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">SR</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="s2">&quot;SR&quot;</span><span class="p">]</span>
+        <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
+            <span class="n">SR</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
+
+        <span class="k">return</span> <span class="n">SR</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">channels</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns a list of the specified channels of the sequence</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">checkConsistency</span><span class="p">():</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">element</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">channels</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="n">SequenceConsistencyError</span><span class="p">(</span>
+                <span class="s2">&quot;Sequence not consistent. Can not figure out the channels.&quot;</span>
+            <span class="p">)</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">points</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the number of points of the sequence, disregarding</span>
+<span class="sd">        sequencing info (like repetitions). Useful for asserting upload</span>
+<span class="sd">        times, i.e. the size of the built sequence.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">total</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">for</span> <span class="n">elem</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
+            <span class="n">total</span> <span class="o">+=</span> <span class="n">elem</span><span class="o">.</span><span class="n">points</span>
+        <span class="k">return</span> <span class="n">total</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">duration</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the duration in seconds of the sequence.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">duration</span> <span class="o">=</span> <span class="mf">0.0</span>
+        <span class="k">for</span> <span class="n">pos</span><span class="p">,</span> <span class="n">elem</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+            <span class="n">nrep</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;nrep&quot;</span><span class="p">]</span>
+            <span class="n">duration</span> <span class="o">+=</span> <span class="n">nrep</span> <span class="o">*</span> <span class="n">elem</span><span class="o">.</span><span class="n">duration</span>
+        <span class="k">return</span> <span class="n">duration</span>
+
+<div class="viewcode-block" id="Sequence.element">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.element">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">element</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pos</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the element at the given position. Changes made to the return</span>
+<span class="sd">        value of this methods will apply to the sequence. If this is undesired,</span>
+<span class="sd">        make a copy of the returned element using Element.copy</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            pos (int): The sequence position</span>
+
+<span class="sd">        Raises:</span>
+<span class="sd">            KeyError: If no element is specified at the given position</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">elem</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span>
+        <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">KeyError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;No element specified at sequence position </span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">elem</span></div>
+
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">_plotSummary</span><span class="p">(</span><span class="n">seq</span><span class="p">:</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">dict</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Return a plotting summary of a subsequence.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            seq: The &#39;content&#39; value of a forged sequence where a</span>
+<span class="sd">                subsequence resides</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A dict that looks like a forged element, but all waveforms</span>
+<span class="sd">            are just two points, np.array([min, max])</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">output</span> <span class="o">=</span> <span class="p">{}</span>
+
+        <span class="c1"># we assume correctness, all postions specify the same channels</span>
+        <span class="n">chans</span> <span class="o">=</span> <span class="n">seq</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="s2">&quot;data&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
+
+        <span class="n">minmax</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">chans</span><span class="p">,</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">)]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">chans</span><span class="p">)))</span>
+
+        <span class="k">for</span> <span class="n">element</span> <span class="ow">in</span> <span class="n">seq</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
+            <span class="n">arr_dict</span> <span class="o">=</span> <span class="n">element</span><span class="p">[</span><span class="s2">&quot;data&quot;</span><span class="p">]</span>
+
+            <span class="k">for</span> <span class="n">chan</span> <span class="ow">in</span> <span class="n">chans</span><span class="p">:</span>
+                <span class="n">wfm</span> <span class="o">=</span> <span class="n">arr_dict</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">wfm</span><span class="o">.</span><span class="n">min</span><span class="p">()</span> <span class="o">&lt;</span> <span class="n">minmax</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="mi">0</span><span class="p">]:</span>
+                    <span class="n">minmax</span><span class="p">[</span><span class="n">chan</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">wfm</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">minmax</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="mi">1</span><span class="p">])</span>
+                <span class="k">if</span> <span class="n">wfm</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">&gt;</span> <span class="n">minmax</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="mi">1</span><span class="p">]:</span>
+                    <span class="n">minmax</span><span class="p">[</span><span class="n">chan</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">minmax</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">wfm</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
+                <span class="n">output</span><span class="p">[</span><span class="n">chan</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span>
+                    <span class="s2">&quot;wfm&quot;</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="n">minmax</span><span class="p">[</span><span class="n">chan</span><span class="p">]),</span>
+                    <span class="s2">&quot;m1&quot;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span>
+                    <span class="s2">&quot;m2&quot;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span>
+                    <span class="s2">&quot;time&quot;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</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="p">}</span>
+
+        <span class="k">return</span> <span class="n">output</span>
+
+<div class="viewcode-block" id="Sequence.forge">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.forge">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">forge</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+        <span class="n">apply_delays</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="n">apply_filters</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
+        <span class="n">includetime</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">dict</span><span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Forge the sequence, applying all specified transformations</span>
+<span class="sd">        (delays and ripasso filter corrections). Copies the data, so</span>
+<span class="sd">        that the sequence is not modified by forging.</span>
+
+<span class="sd">        Args:</span>
+<span class="sd">            apply_delays: Whether to apply the assigned channel delays</span>
+<span class="sd">                (if any)</span>
+<span class="sd">            apply_filters: Whether to apply the assigned channel filters</span>
+<span class="sd">                (if any)</span>
+<span class="sd">            includetime: Whether to include the time axis and the segment</span>
+<span class="sd">                durations (a list) with the arrays. Used for plotting.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A nested dictionary holding the forged sequence.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># Validation</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">checkConsistency</span><span class="p">():</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s2">&quot;Can not generate output. Something is &quot;</span>
+                <span class="s2">&quot;inconsistent. Please run &quot;</span>
+                <span class="s2">&quot;checkConsistency(verbose=True) for more details&quot;</span>
+            <span class="p">)</span>
+
+        <span class="n">output</span><span class="p">:</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">dict</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="n">channels</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">channels</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="n">deepcopy</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">)</span>
+        <span class="n">seqlen</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+
+        <span class="c1"># TODO: in this function, we iterate through the sequence three times</span>
+        <span class="c1"># It is probably worth considering refactoring that into a single</span>
+        <span class="c1"># iteration, although that may compromise readability</span>
+
+        <span class="c1"># Apply channel delays.</span>
+
+        <span class="k">if</span> <span class="n">apply_delays</span><span class="p">:</span>
+            <span class="n">delays</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">chan</span> <span class="ow">in</span> <span class="n">channels</span><span class="p">:</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="n">delays</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">_delay&quot;</span><span class="p">])</span>
+                <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
+                    <span class="n">delays</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+
+            <span class="k">for</span> <span class="n">pos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">seqlen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+                <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">pos</span><span class="p">],</span> <span class="n">Sequence</span><span class="p">):</span>
+                    <span class="n">subseq</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span>
+                    <span class="k">for</span> <span class="n">elem</span> <span class="ow">in</span> <span class="n">subseq</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
+                        <span class="n">elem</span><span class="o">.</span><span class="n">_applyDelays</span><span class="p">(</span><span class="n">delays</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">pos</span><span class="p">],</span> <span class="n">Element</span><span class="p">):</span>
+                    <span class="n">data</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">_applyDelays</span><span class="p">(</span><span class="n">delays</span><span class="p">)</span>
+
+        <span class="c1"># forge arrays and form the output dict</span>
+        <span class="k">for</span> <span class="n">pos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">seqlen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="n">output</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="n">output</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;sequencing&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">pos</span><span class="p">],</span> <span class="n">Sequence</span><span class="p">):</span>
+                <span class="n">subseq</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span>
+                <span class="n">output</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;type&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;subsequence&quot;</span>
+                <span class="n">output</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;content&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
+                <span class="k">for</span> <span class="n">pos2</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">subseq</span><span class="o">.</span><span class="n">length_sequenceelements</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+                    <span class="n">output</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;content&quot;</span><span class="p">][</span><span class="n">pos2</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;data&quot;</span><span class="p">:</span> <span class="p">{},</span> <span class="s2">&quot;sequencing&quot;</span><span class="p">:</span> <span class="p">{}}</span>
+                    <span class="n">elem</span> <span class="o">=</span> <span class="n">subseq</span><span class="o">.</span><span class="n">element</span><span class="p">(</span><span class="n">pos2</span><span class="p">)</span>
+                    <span class="n">dictdata</span> <span class="o">=</span> <span class="n">elem</span><span class="o">.</span><span class="n">getArrays</span><span class="p">(</span><span class="n">includetime</span><span class="o">=</span><span class="n">includetime</span><span class="p">)</span>
+                    <span class="n">output</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;content&quot;</span><span class="p">][</span><span class="n">pos2</span><span class="p">][</span><span class="s2">&quot;data&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">dictdata</span>
+                    <span class="n">seqing</span> <span class="o">=</span> <span class="n">subseq</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos2</span><span class="p">]</span>
+                    <span class="n">output</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;content&quot;</span><span class="p">][</span><span class="n">pos2</span><span class="p">][</span><span class="s2">&quot;sequencing&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">seqing</span>
+                    <span class="c1"># TODO: update sequencing</span>
+            <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">pos</span><span class="p">],</span> <span class="n">Element</span><span class="p">):</span>
+                <span class="n">elem</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span>
+                <span class="n">output</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;type&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;element&quot;</span>
+                <span class="n">dictdata</span> <span class="o">=</span> <span class="n">elem</span><span class="o">.</span><span class="n">getArrays</span><span class="p">(</span><span class="n">includetime</span><span class="o">=</span><span class="n">includetime</span><span class="p">)</span>
+                <span class="n">output</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;content&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="mi">1</span><span class="p">:</span> <span class="p">{</span><span class="s2">&quot;data&quot;</span><span class="p">:</span> <span class="n">dictdata</span><span class="p">}}</span>
+
+        <span class="c1"># apply filter corrections to forged arrays</span>
+        <span class="k">if</span> <span class="n">apply_filters</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">pos1</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">seqlen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+                <span class="n">thiselem</span> <span class="o">=</span> <span class="n">output</span><span class="p">[</span><span class="n">pos1</span><span class="p">][</span><span class="s2">&quot;content&quot;</span><span class="p">]</span>
+                <span class="k">for</span> <span class="n">pos2</span> <span class="ow">in</span> <span class="n">thiselem</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">data</span> <span class="o">=</span> <span class="n">thiselem</span><span class="p">[</span><span class="n">pos2</span><span class="p">][</span><span class="s2">&quot;data&quot;</span><span class="p">]</span>
+                    <span class="k">for</span> <span class="n">channame</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                        <span class="n">keystr</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">channame</span><span class="si">}</span><span class="s2">_filtercompensation&quot;</span>
+                        <span class="k">if</span> <span class="n">keystr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                            <span class="n">kind</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="n">keystr</span><span class="p">][</span><span class="s2">&quot;kind&quot;</span><span class="p">]</span>
+                            <span class="n">order</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="n">keystr</span><span class="p">][</span><span class="s2">&quot;order&quot;</span><span class="p">]</span>
+                            <span class="n">f_cut</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="n">keystr</span><span class="p">][</span><span class="s2">&quot;f_cut&quot;</span><span class="p">]</span>
+                            <span class="n">tau</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="n">keystr</span><span class="p">][</span><span class="s2">&quot;tau&quot;</span><span class="p">]</span>
+                            <span class="k">if</span> <span class="n">f_cut</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                                <span class="n">f_cut</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">/</span> <span class="n">tau</span>
+                            <span class="n">prefilter</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">channame</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">]</span>
+                            <span class="n">postfilter</span> <span class="o">=</span> <span class="n">applyInverseRCFilter</span><span class="p">(</span>
+                                <span class="n">prefilter</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">SR</span><span class="p">,</span> <span class="n">kind</span><span class="p">,</span> <span class="n">f_cut</span><span class="p">,</span> <span class="n">order</span><span class="p">,</span> <span class="n">DCgain</span><span class="o">=</span><span class="mi">1</span>
+                            <span class="p">)</span>
+                            <span class="p">(</span>
+                                <span class="n">output</span><span class="p">[</span><span class="n">pos1</span><span class="p">][</span><span class="s2">&quot;content&quot;</span><span class="p">][</span><span class="n">pos2</span><span class="p">][</span><span class="s2">&quot;data&quot;</span><span class="p">][</span><span class="n">channame</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">]</span>
+                            <span class="p">)</span> <span class="o">=</span> <span class="n">postfilter</span>
+
+        <span class="k">return</span> <span class="n">output</span></div>
+
+
+    <span class="k">def</span><span class="w"> </span><span class="nf">_prepareForOutputting</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">[</span><span class="nb">dict</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">Any</span><span class="p">]]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        The preparser for numerical output. Applies delay and ripasso</span>
+<span class="sd">        corrections.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A list of outputs of the Element&#39;s getArrays functions, i.e.</span>
+<span class="sd">                a list of dictionaries with key position (int) and value</span>
+<span class="sd">                an np.ndarray of array([wfm, m1, m2, time]), where the</span>
+<span class="sd">                wfm values are still in V. The particular backend output</span>
+<span class="sd">                function must rescale to the specific format it adheres to.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># Validation</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">checkConsistency</span><span class="p">():</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s2">&quot;Can not generate output. Something is &quot;</span>
+                <span class="s2">&quot;inconsistent. Please run &quot;</span>
+                <span class="s2">&quot;checkConsistency(verbose=True) for more details&quot;</span>
+            <span class="p">)</span>
+        <span class="c1">#</span>
+        <span class="c1">#</span>
+        <span class="n">channels</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">element</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">channels</span>  <span class="c1"># all elements have ident. chans</span>
+        <span class="c1"># We copy the data so that the state of the Sequence is left unaltered</span>
+        <span class="c1"># by outputting for AWG</span>
+        <span class="n">data</span> <span class="o">=</span> <span class="n">deepcopy</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">)</span>
+        <span class="n">seqlen</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="c1"># check if sequencing information is specified for each element</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="o">.</span><span class="n">keys</span><span class="p">()))</span> <span class="o">==</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">seqlen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)):</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                <span class="s2">&quot;Can not generate output for file; incorrect sequencer information.&quot;</span>
+            <span class="p">)</span>
+
+        <span class="c1"># Verify physical amplitude specifiations</span>
+        <span class="k">for</span> <span class="n">chan</span> <span class="ow">in</span> <span class="n">channels</span><span class="p">:</span>
+            <span class="n">ampkey</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">_amplitude&quot;</span>
+            <span class="k">if</span> <span class="n">ampkey</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="k">raise</span> <span class="ne">KeyError</span><span class="p">(</span>
+                    <span class="s2">&quot;No amplitude specified for channel </span><span class="si">{chan}</span><span class="s2">. Can not continue.&quot;</span>
+                <span class="p">)</span>
+
+        <span class="c1"># Apply channel delays.</span>
+        <span class="n">delays</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">chan</span> <span class="ow">in</span> <span class="n">channels</span><span class="p">:</span>
+            <span class="k">try</span><span class="p">:</span>
+                <span class="n">delays</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">_delay&quot;</span><span class="p">])</span>
+            <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
+                <span class="n">delays</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+        <span class="n">maxdelay</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">delays</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">pos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">seqlen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">chanind</span><span class="p">,</span> <span class="n">chan</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">channels</span><span class="p">):</span>
+                <span class="n">element</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span>
+                <span class="n">delay</span> <span class="o">=</span> <span class="n">delays</span><span class="p">[</span><span class="n">chanind</span><span class="p">]</span>
+
+                <span class="k">if</span> <span class="s2">&quot;blueprint&quot;</span> <span class="ow">in</span> <span class="n">element</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">chan</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                    <span class="n">blueprint</span> <span class="o">=</span> <span class="n">element</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;blueprint&quot;</span><span class="p">]</span>
+                    <span class="c1"># prevent information about flags to be lost</span>
+                    <span class="k">if</span> <span class="s2">&quot;flags&quot;</span> <span class="ow">in</span> <span class="n">element</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">chan</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                        <span class="n">flags</span> <span class="o">=</span> <span class="n">element</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;flags&quot;</span><span class="p">]</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">flags</span> <span class="o">=</span> <span class="kc">None</span>
+
+                    <span class="c1"># update existing waituntils</span>
+                    <span class="k">for</span> <span class="n">segpos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">blueprint</span><span class="o">.</span><span class="n">_funlist</span><span class="p">)):</span>
+                        <span class="k">if</span> <span class="n">blueprint</span><span class="o">.</span><span class="n">_funlist</span><span class="p">[</span><span class="n">segpos</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">:</span>
+                            <span class="n">oldwait</span> <span class="o">=</span> <span class="n">blueprint</span><span class="o">.</span><span class="n">_argslist</span><span class="p">[</span><span class="n">segpos</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+                            <span class="n">blueprint</span><span class="o">.</span><span class="n">_argslist</span><span class="p">[</span><span class="n">segpos</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">oldwait</span> <span class="o">+</span> <span class="n">delay</span><span class="p">,)</span>
+                    <span class="c1"># insert delay before the waveform</span>
+                    <span class="k">if</span> <span class="n">delay</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                        <span class="n">blueprint</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">,</span> <span class="p">(</span><span class="n">delay</span><span class="p">,),</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">)</span>
+                    <span class="c1"># add zeros at the end</span>
+                    <span class="k">if</span> <span class="n">maxdelay</span> <span class="o">-</span> <span class="n">delay</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
+                        <span class="n">blueprint</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span>
+                            <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">PulseAtoms</span><span class="o">.</span><span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="n">maxdelay</span> <span class="o">-</span> <span class="n">delay</span>
+                        <span class="p">)</span>
+                    <span class="c1"># TODO: is the next line even needed?</span>
+                    <span class="c1"># If not, remove the code updating the flags below</span>
+                    <span class="c1"># and the one remembering them above</span>
+                    <span class="n">element</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="n">chan</span><span class="p">,</span> <span class="n">blueprint</span><span class="p">)</span>
+                    <span class="k">if</span> <span class="n">flags</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                        <span class="n">element</span><span class="o">.</span><span class="n">addFlags</span><span class="p">(</span><span class="n">chan</span><span class="p">,</span> <span class="n">flags</span><span class="p">)</span>
+
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">arrays</span> <span class="o">=</span> <span class="n">element</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;array&quot;</span><span class="p">]</span>
+                    <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">arr</span> <span class="ow">in</span> <span class="n">arrays</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                        <span class="n">pre_wait</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">delay</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">SR</span><span class="p">))</span>
+                        <span class="n">post_wait</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">int</span><span class="p">((</span><span class="n">maxdelay</span> <span class="o">-</span> <span class="n">delay</span><span class="p">)</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">SR</span><span class="p">))</span>
+                        <span class="n">arrays</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">((</span><span class="n">pre_wait</span><span class="p">,</span> <span class="n">arr</span><span class="p">,</span> <span class="n">post_wait</span><span class="p">))</span>
+
+        <span class="c1"># Now forge all the elements as specified</span>
+        <span class="n">elements</span> <span class="o">=</span> <span class="p">[]</span>  <span class="c1"># the forged elements</span>
+        <span class="k">for</span> <span class="n">pos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">seqlen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="n">elements</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">pos</span><span class="p">]</span><span class="o">.</span><span class="n">getArrays</span><span class="p">())</span>
+
+        <span class="c1"># Now that the numerical arrays exist, we can apply filter compensation</span>
+        <span class="k">for</span> <span class="n">chan</span> <span class="ow">in</span> <span class="n">channels</span><span class="p">:</span>
+            <span class="n">keystr</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">_filtercompensation&quot;</span>
+            <span class="k">if</span> <span class="n">keystr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">kind</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="n">keystr</span><span class="p">][</span><span class="s2">&quot;kind&quot;</span><span class="p">]</span>
+                <span class="n">order</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="n">keystr</span><span class="p">][</span><span class="s2">&quot;order&quot;</span><span class="p">]</span>
+                <span class="n">f_cut</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="n">keystr</span><span class="p">][</span><span class="s2">&quot;f_cut&quot;</span><span class="p">]</span>
+                <span class="n">tau</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="n">keystr</span><span class="p">][</span><span class="s2">&quot;tau&quot;</span><span class="p">]</span>
+                <span class="k">if</span> <span class="n">f_cut</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                    <span class="n">f_cut</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">/</span> <span class="n">tau</span>
+                <span class="k">for</span> <span class="n">pos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">seqlen</span><span class="p">):</span>
+                    <span class="n">prefilter</span> <span class="o">=</span> <span class="n">elements</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">]</span>
+                    <span class="n">postfilter</span> <span class="o">=</span> <span class="n">applyInverseRCFilter</span><span class="p">(</span>
+                        <span class="n">prefilter</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">SR</span><span class="p">,</span> <span class="n">kind</span><span class="p">,</span> <span class="n">f_cut</span><span class="p">,</span> <span class="n">order</span><span class="p">,</span> <span class="n">DCgain</span><span class="o">=</span><span class="mi">1</span>
+                    <span class="p">)</span>
+                    <span class="n">elements</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">postfilter</span>
+
+        <span class="k">return</span> <span class="n">elements</span>
+
+<div class="viewcode-block" id="Sequence.outputForSEQXFile">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.outputForSEQXFile">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">outputForSEQXFile</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">tuple</span><span class="p">[</span>
+        <span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span>
+        <span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span>
+        <span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span>
+        <span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span>
+        <span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span>
+        <span class="nb">list</span><span class="p">[</span><span class="nb">list</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]],</span>
+        <span class="nb">list</span><span class="p">[</span><span class="nb">float</span><span class="p">],</span>
+        <span class="nb">str</span><span class="p">,</span>
+    <span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generate a tuple matching the call signature of the QCoDeS</span>
+<span class="sd">        AWG70000A driver&#39;s `makeSEQXFile` function. If channel delays</span>
+<span class="sd">        have been specified, they are added to the ouput before exporting.</span>
+<span class="sd">        The intended use of this function together with the QCoDeS driver is</span>
+
+<span class="sd">        .. code:: python</span>
+
+<span class="sd">            pkg = seq.outputForSEQXFile()</span>
+<span class="sd">            seqx = awg70000A.makeSEQXFile(*pkg)</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A tuple holding (trig_waits, nreps, event_jumps, event_jump_to,</span>
+<span class="sd">                go_to, wfms, amplitudes, seqname)</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="c1"># most of the footwork is done by the following function</span>
+        <span class="n">elements</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_prepareForOutputting</span><span class="p">()</span>
+        <span class="c1"># _prepareForOutputting asserts that channel amplitudes and</span>
+        <span class="c1"># full sequencing is specified</span>
+        <span class="n">seqlen</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">elements</span><span class="p">)</span>
+        <span class="c1"># all elements have ident. chans since _prepareForOutputting</span>
+        <span class="c1"># did not raise an exception</span>
+        <span class="n">channels</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">element</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">channels</span>
+
+        <span class="k">for</span> <span class="n">chan</span> <span class="ow">in</span> <span class="n">channels</span><span class="p">:</span>
+            <span class="n">offkey</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">_offset&quot;</span>
+            <span class="k">if</span> <span class="n">offkey</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">log</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
+                    <span class="s2">&quot;Found a specified offset for channel &quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">, but .seqx files can&#39;t contain offset &quot;</span>
+                    <span class="s2">&quot;information. Will ignore the offset.&quot;</span>
+                    <span class="s2">&quot;&quot;</span>
+                <span class="p">)</span>
+
+        <span class="c1"># now check that the amplitudes are within the allowed limits</span>
+        <span class="c1"># also verify that all waveforms are at least 2400 points</span>
+        <span class="c1"># No rescaling because the driver&#39;s _makeWFMXBinaryData does</span>
+        <span class="c1"># the rescaling</span>
+
+        <span class="n">amplitudes</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">chan</span> <span class="ow">in</span> <span class="n">channels</span><span class="p">:</span>
+            <span class="n">ampl</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">_amplitude&quot;</span><span class="p">]</span>
+            <span class="n">amplitudes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ampl</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">amplitudes</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="n">amplitudes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">pos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">seqlen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="n">element</span> <span class="o">=</span> <span class="n">elements</span><span class="p">[</span><span class="n">pos</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">chan</span> <span class="ow">in</span> <span class="n">channels</span><span class="p">:</span>
+                <span class="n">ampl</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">_amplitude&quot;</span><span class="p">]</span>
+                <span class="n">wfm</span> <span class="o">=</span> <span class="n">element</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">]</span>
+                <span class="c1"># check the waveform length</span>
+                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">wfm</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mi">2400</span><span class="p">:</span>
+                    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                        <span class="s2">&quot;Waveform too short on channel &quot;</span>
+                        <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2"> at step </span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">; only </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">wfm</span><span class="p">)</span><span class="si">}</span><span class="s2"> points. &quot;</span>
+                        <span class="s2">&quot;The required minimum is 2400 points.&quot;</span>
+                        <span class="s2">&quot;&quot;</span>
+                    <span class="p">)</span>
+                <span class="c1"># check whether the waveform voltages can be realised</span>
+                <span class="k">if</span> <span class="n">wfm</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">&gt;</span> <span class="n">ampl</span> <span class="o">/</span> <span class="mi">2</span><span class="p">:</span>
+                    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                        <span class="s2">&quot;Waveform voltages exceed channel range &quot;</span>
+                        <span class="sa">f</span><span class="s2">&quot;on channel </span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">&quot;</span>
+                        <span class="sa">f</span><span class="s2">&quot; sequence element </span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">.&quot;</span>
+                        <span class="sa">f</span><span class="s2">&quot; </span><span class="si">{</span><span class="n">wfm</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="si">}</span><span class="s2"> &gt; </span><span class="si">{</span><span class="n">ampl</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="mi">2</span><span class="si">}</span><span class="s2">!&quot;</span>
+                    <span class="p">)</span>
+                <span class="k">if</span> <span class="n">wfm</span><span class="o">.</span><span class="n">min</span><span class="p">()</span> <span class="o">&lt;</span> <span class="o">-</span><span class="n">ampl</span> <span class="o">/</span> <span class="mi">2</span><span class="p">:</span>
+                    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                        <span class="s2">&quot;Waveform voltages exceed channel range &quot;</span>
+                        <span class="sa">f</span><span class="s2">&quot;on channel </span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">&quot;</span>
+                        <span class="sa">f</span><span class="s2">&quot; sequence element </span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">. &quot;</span>
+                        <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">wfm</span><span class="o">.</span><span class="n">min</span><span class="p">()</span><span class="si">}</span><span class="s2"> &lt; </span><span class="si">{</span><span class="o">-</span><span class="n">ampl</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="mi">2</span><span class="si">}</span><span class="s2">!&quot;</span>
+                    <span class="p">)</span>
+                <span class="n">element</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">wfm</span>
+            <span class="n">elements</span><span class="p">[</span><span class="n">pos</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">element</span>
+
+        <span class="c1"># Finally cast the lists into the shapes required by the AWG driver</span>
+
+        <span class="n">waveforms</span> <span class="o">=</span> <span class="n">cast</span><span class="p">(</span><span class="nb">list</span><span class="p">[</span><span class="nb">list</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]],</span> <span class="p">[[]</span> <span class="k">for</span> <span class="n">dummy</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">channels</span><span class="p">))])</span>
+        <span class="n">nreps</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">trig_waits</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">gotos</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">jump_states</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">jump_tos</span> <span class="o">=</span> <span class="p">[]</span>
+
+        <span class="c1"># Since sequencing options are valid/invalid differently for</span>
+        <span class="c1"># different backends, we make the validation here</span>
+        <span class="k">for</span> <span class="n">pos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">seqlen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">chanind</span><span class="p">,</span> <span class="n">chan</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">channels</span><span class="p">):</span>
+                <span class="n">wfm</span> <span class="o">=</span> <span class="n">elements</span><span class="p">[</span><span class="n">pos</span> <span class="o">-</span> <span class="mi">1</span><span class="p">][</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">]</span>
+                <span class="n">m1</span> <span class="o">=</span> <span class="n">elements</span><span class="p">[</span><span class="n">pos</span> <span class="o">-</span> <span class="mi">1</span><span class="p">][</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;m1&quot;</span><span class="p">]</span>
+                <span class="n">m2</span> <span class="o">=</span> <span class="n">elements</span><span class="p">[</span><span class="n">pos</span> <span class="o">-</span> <span class="mi">1</span><span class="p">][</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;m2&quot;</span><span class="p">]</span>
+                <span class="n">waveforms</span><span class="p">[</span><span class="n">chanind</span><span class="p">]</span><span class="o">.</span><span class="n">append</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="n">wfm</span><span class="p">,</span> <span class="n">m1</span><span class="p">,</span> <span class="n">m2</span><span class="p">]))</span>
+
+            <span class="n">twait</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;twait&quot;</span><span class="p">]</span>
+            <span class="n">nrep</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;nrep&quot;</span><span class="p">]</span>
+            <span class="n">jump_to</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;jump_target&quot;</span><span class="p">]</span>
+            <span class="n">jump_state</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;jump_input&quot;</span><span class="p">]</span>
+            <span class="n">goto</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;goto&quot;</span><span class="p">]</span>
+
+            <span class="k">if</span> <span class="n">twait</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">0</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="k">raise</span> <span class="n">SequencingError</span><span class="p">(</span>
+                    <span class="s2">&quot;Invalid trigger input at position&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">twait</span><span class="si">}</span><span class="s2">. Must be 0, 1, 2, or 3.&quot;</span>
+                    <span class="s2">&quot;&quot;</span>
+                <span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">jump_state</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">0</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="k">raise</span> <span class="n">SequencingError</span><span class="p">(</span>
+                    <span class="s2">&quot;Invalid event jump input at position&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">twait</span><span class="si">}</span><span class="s2">. Must be either 0, 1, 2, or 3.&quot;</span>
+                    <span class="s2">&quot;&quot;</span>
+                <span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">nrep</span> <span class="ow">not</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">16384</span><span class="p">):</span>
+                <span class="k">raise</span> <span class="n">SequencingError</span><span class="p">(</span>
+                    <span class="s2">&quot;Invalid number of repetions at position&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">nrep</span><span class="si">}</span><span class="s2">. Must be either 0 (infinite) &quot;</span>
+                    <span class="s2">&quot;or 1-16,383.&quot;</span>
+                <span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">jump_to</span> <span class="ow">not</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">seqlen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+                <span class="k">raise</span> <span class="n">SequencingError</span><span class="p">(</span>
+                    <span class="s2">&quot;Invalid event jump target at position&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">jump_to</span><span class="si">}</span><span class="s2">. Must be either -1 (next),&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot; 0 (off), or 1-</span><span class="si">{</span><span class="n">seqlen</span><span class="si">}</span><span class="s2">.&quot;</span>
+                    <span class="s2">&quot;&quot;</span>
+                <span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">goto</span> <span class="ow">not</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">seqlen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+                <span class="k">raise</span> <span class="n">SequencingError</span><span class="p">(</span>
+                    <span class="s2">&quot;Invalid goto target at position&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">goto</span><span class="si">}</span><span class="s2">. Must be either 0 (next),&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot; or 1-</span><span class="si">{</span><span class="n">seqlen</span><span class="si">}</span><span class="s2">.&quot;</span>
+                    <span class="s2">&quot;&quot;</span>
+                <span class="p">)</span>
+
+            <span class="n">trig_waits</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">twait</span><span class="p">)</span>
+            <span class="n">nreps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">nrep</span><span class="p">)</span>
+            <span class="n">jump_tos</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">jump_to</span><span class="p">)</span>
+            <span class="n">jump_states</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">jump_state</span><span class="p">)</span>
+            <span class="n">gotos</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">goto</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="p">(</span>
+            <span class="n">trig_waits</span><span class="p">,</span>
+            <span class="n">nreps</span><span class="p">,</span>
+            <span class="n">jump_states</span><span class="p">,</span>
+            <span class="n">jump_tos</span><span class="p">,</span>
+            <span class="n">gotos</span><span class="p">,</span>
+            <span class="n">waveforms</span><span class="p">,</span>
+            <span class="n">amplitudes</span><span class="p">,</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">,</span>
+        <span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="Sequence.outputForSEQXFileWithFlags">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.outputForSEQXFileWithFlags">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">outputForSEQXFileWithFlags</span><span class="p">(</span>
+        <span class="bp">self</span><span class="p">,</span>
+    <span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">tuple</span><span class="p">[</span>
+        <span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span>
+        <span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span>
+        <span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span>
+        <span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span>
+        <span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span>
+        <span class="nb">list</span><span class="p">[</span><span class="nb">list</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]],</span>
+        <span class="nb">list</span><span class="p">[</span><span class="nb">float</span><span class="p">],</span>
+        <span class="nb">str</span><span class="p">,</span>
+        <span class="nb">list</span><span class="p">[</span><span class="nb">list</span><span class="p">[</span><span class="nb">list</span><span class="p">[</span><span class="nb">int</span><span class="p">]]],</span>
+    <span class="p">]:</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Generate a tuple matching the call signature of the QCoDeS</span>
+<span class="sd">        AWG70000A driver&#39;s `makeSEQXFile` function. Same as outputForSEQXFile(),</span>
+<span class="sd">        but also includes information about the flags.</span>
+
+<span class="sd">        Returns:</span>
+<span class="sd">            A tuple holding (trig_waits, nreps, event_jumps, event_jump_to,</span>
+<span class="sd">                go_to, wfms, amplitudes, seqname, flags)</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">elements</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_prepareForOutputting</span><span class="p">()</span>
+        <span class="n">seqlen</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">elements</span><span class="p">)</span>
+        <span class="n">channels</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">element</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">channels</span>
+
+        <span class="c1"># add flags for every element and channel</span>
+        <span class="n">all_flags</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">chanind</span><span class="p">,</span> <span class="n">chan</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">channels</span><span class="p">):</span>
+            <span class="n">flags_pos</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">pos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">seqlen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+                <span class="k">if</span> <span class="s2">&quot;flags&quot;</span> <span class="ow">in</span> <span class="n">elements</span><span class="p">[</span><span class="n">pos</span> <span class="o">-</span> <span class="mi">1</span><span class="p">][</span><span class="n">chan</span><span class="p">]:</span>
+                    <span class="n">flags</span> <span class="o">=</span> <span class="n">elements</span><span class="p">[</span><span class="n">pos</span> <span class="o">-</span> <span class="mi">1</span><span class="p">][</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;flags&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">flags</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span>
+                <span class="n">flags_pos</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">flags</span><span class="p">)</span>
+            <span class="n">all_flags</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">flags_pos</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">outputForSEQXFile</span><span class="p">()</span> <span class="o">+</span> <span class="p">(</span><span class="n">all_flags</span><span class="p">,)</span></div>
+
+
+<div class="viewcode-block" id="Sequence.outputForAWGFile">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.sequence.Sequence.outputForAWGFile">[docs]</a>
+    <span class="k">def</span><span class="w"> </span><span class="nf">outputForAWGFile</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns a sliceable object with items matching the call</span>
+<span class="sd">        signature of the &#39;make_*_awg_file&#39; functions of the QCoDeS</span>
+<span class="sd">        AWG5014 driver. One may then construct an awg file as follows</span>
+<span class="sd">        (assuming that seq is the sequence object):</span>
+
+<span class="sd">        .. code:: python</span>
+
+<span class="sd">            package = seq.outputForAWGFile()</span>
+<span class="sd">            make_awg_file(*package[:], **kwargs)</span>
+
+
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="n">elements</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_prepareForOutputting</span><span class="p">()</span>
+        <span class="n">seqlen</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">elements</span><span class="p">)</span>
+        <span class="c1"># all elements have ident. chans since _prepareForOutputting</span>
+        <span class="c1"># did not raise an exception</span>
+        <span class="n">channels</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">element</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">channels</span>
+
+        <span class="k">for</span> <span class="n">chan</span> <span class="ow">in</span> <span class="n">channels</span><span class="p">:</span>
+            <span class="n">offkey</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">_offset&quot;</span>
+            <span class="k">if</span> <span class="n">offkey</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                    <span class="sa">f</span><span class="s2">&quot;No specified offset for channel </span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">, can not continue.&quot;</span>
+                <span class="p">)</span>
+
+        <span class="c1"># Apply channel scaling</span>
+        <span class="c1"># We must rescale to the interval -1, 1 where 1 is ampl/2+off and -1 is</span>
+        <span class="c1"># -ampl/2+off.</span>
+        <span class="c1">#</span>
+        <span class="k">def</span><span class="w"> </span><span class="nf">rescaler</span><span class="p">(</span><span class="n">val</span><span class="p">,</span> <span class="n">ampl</span><span class="p">,</span> <span class="n">off</span><span class="p">):</span>
+            <span class="k">return</span> <span class="n">val</span> <span class="o">/</span> <span class="n">ampl</span> <span class="o">*</span> <span class="mi">2</span> <span class="o">-</span> <span class="n">off</span>
+
+        <span class="k">for</span> <span class="n">pos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">seqlen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="n">element</span> <span class="o">=</span> <span class="n">elements</span><span class="p">[</span><span class="n">pos</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span>
+            <span class="k">for</span> <span class="n">chan</span> <span class="ow">in</span> <span class="n">channels</span><span class="p">:</span>
+                <span class="n">ampl</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">_amplitude&quot;</span><span class="p">]</span>
+                <span class="n">off</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_awgspecs</span><span class="p">[</span><span class="sa">f</span><span class="s2">&quot;channel</span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">_offset&quot;</span><span class="p">]</span>
+                <span class="n">wfm</span> <span class="o">=</span> <span class="n">element</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">]</span>
+                <span class="c1"># check whether the waveform voltages can be realised</span>
+                <span class="k">if</span> <span class="n">wfm</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">&gt;</span> <span class="n">ampl</span> <span class="o">/</span> <span class="mi">2</span> <span class="o">+</span> <span class="n">off</span><span class="p">:</span>
+                    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                        <span class="s2">&quot;Waveform voltages exceed channel range &quot;</span>
+                        <span class="sa">f</span><span class="s2">&quot;on channel </span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">&quot;</span>
+                        <span class="sa">f</span><span class="s2">&quot; sequence element </span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">.&quot;</span>
+                        <span class="sa">f</span><span class="s2">&quot; </span><span class="si">{</span><span class="n">wfm</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="si">}</span><span class="s2"> &gt; </span><span class="si">{</span><span class="n">ampl</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">off</span><span class="si">}</span><span class="s2">!&quot;</span>
+                    <span class="p">)</span>
+                <span class="k">if</span> <span class="n">wfm</span><span class="o">.</span><span class="n">min</span><span class="p">()</span> <span class="o">&lt;</span> <span class="o">-</span><span class="n">ampl</span> <span class="o">/</span> <span class="mi">2</span> <span class="o">+</span> <span class="n">off</span><span class="p">:</span>
+                    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+                        <span class="s2">&quot;Waveform voltages exceed channel range &quot;</span>
+                        <span class="sa">f</span><span class="s2">&quot;on channel </span><span class="si">{</span><span class="n">chan</span><span class="si">}</span><span class="s2">&quot;</span>
+                        <span class="sa">f</span><span class="s2">&quot; sequence element </span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">. &quot;</span>
+                        <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">wfm</span><span class="o">.</span><span class="n">min</span><span class="p">()</span><span class="si">}</span><span class="s2"> &lt; </span><span class="si">{</span><span class="o">-</span><span class="n">ampl</span><span class="w"> </span><span class="o">/</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">off</span><span class="si">}</span><span class="s2">!&quot;</span>
+                    <span class="p">)</span>
+                <span class="n">wfm</span> <span class="o">=</span> <span class="n">rescaler</span><span class="p">(</span><span class="n">wfm</span><span class="p">,</span> <span class="n">ampl</span><span class="p">,</span> <span class="n">off</span><span class="p">)</span>
+                <span class="n">element</span><span class="p">[</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">wfm</span>
+            <span class="n">elements</span><span class="p">[</span><span class="n">pos</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span> <span class="o">=</span> <span class="n">element</span>
+
+        <span class="c1"># Finally cast the lists into the shapes required by the AWG driver</span>
+        <span class="n">waveforms</span> <span class="o">=</span> <span class="p">[[]</span> <span class="k">for</span> <span class="n">dummy</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">channels</span><span class="p">))]</span>
+        <span class="n">m1s</span> <span class="o">=</span> <span class="p">[[]</span> <span class="k">for</span> <span class="n">dummy</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">channels</span><span class="p">))]</span>
+        <span class="n">m2s</span> <span class="o">=</span> <span class="p">[[]</span> <span class="k">for</span> <span class="n">dummy</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">channels</span><span class="p">))]</span>
+        <span class="n">nreps</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">trig_waits</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">gotos</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="n">jump_tos</span> <span class="o">=</span> <span class="p">[]</span>
+
+        <span class="c1"># Since sequencing options are valid/invalid differently for</span>
+        <span class="c1"># different backends, we make the validation here</span>
+        <span class="k">for</span> <span class="n">pos</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">seqlen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">chanind</span><span class="p">,</span> <span class="n">chan</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">channels</span><span class="p">):</span>
+                <span class="n">waveforms</span><span class="p">[</span><span class="n">chanind</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span> <span class="o">-</span> <span class="mi">1</span><span class="p">][</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;wfm&quot;</span><span class="p">])</span>
+                <span class="n">m1s</span><span class="p">[</span><span class="n">chanind</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span> <span class="o">-</span> <span class="mi">1</span><span class="p">][</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;m1&quot;</span><span class="p">])</span>
+                <span class="n">m2s</span><span class="p">[</span><span class="n">chanind</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">elements</span><span class="p">[</span><span class="n">pos</span> <span class="o">-</span> <span class="mi">1</span><span class="p">][</span><span class="n">chan</span><span class="p">][</span><span class="s2">&quot;m2&quot;</span><span class="p">])</span>
+
+            <span class="n">twait</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;twait&quot;</span><span class="p">]</span>
+            <span class="n">nrep</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;nrep&quot;</span><span class="p">]</span>
+            <span class="n">jump_to</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;jump_target&quot;</span><span class="p">]</span>
+            <span class="n">goto</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_sequencing</span><span class="p">[</span><span class="n">pos</span><span class="p">][</span><span class="s2">&quot;goto&quot;</span><span class="p">]</span>
+
+            <span class="k">if</span> <span class="n">twait</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">]:</span>
+                <span class="k">raise</span> <span class="n">SequencingError</span><span class="p">(</span>
+                    <span class="s2">&quot;Invalid trigger wait state at position&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">twait</span><span class="si">}</span><span class="s2">. Must be either 0 or 1.&quot;</span>
+                    <span class="s2">&quot;&quot;</span>
+                <span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">nrep</span> <span class="ow">not</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">65537</span><span class="p">):</span>
+                <span class="k">raise</span> <span class="n">SequencingError</span><span class="p">(</span>
+                    <span class="s2">&quot;Invalid number of repetions at position&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">nrep</span><span class="si">}</span><span class="s2">. Must be either 0 (infinite) &quot;</span>
+                    <span class="s2">&quot;or 1-65,536.&quot;</span>
+                <span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">jump_to</span> <span class="ow">not</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">seqlen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+                <span class="k">raise</span> <span class="n">SequencingError</span><span class="p">(</span>
+                    <span class="s2">&quot;Invalid event jump target at position&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">jump_to</span><span class="si">}</span><span class="s2">. Must be either -1 (next),&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot; 0 (off), or 1-</span><span class="si">{</span><span class="n">seqlen</span><span class="si">}</span><span class="s2">.&quot;</span>
+                    <span class="s2">&quot;&quot;</span>
+                <span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">goto</span> <span class="ow">not</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">seqlen</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+                <span class="k">raise</span> <span class="n">SequencingError</span><span class="p">(</span>
+                    <span class="s2">&quot;Invalid goto target at position&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">pos</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">goto</span><span class="si">}</span><span class="s2">. Must be either 0 (next),&quot;</span>
+                    <span class="sa">f</span><span class="s2">&quot; or 1-</span><span class="si">{</span><span class="n">seqlen</span><span class="si">}</span><span class="s2">.&quot;</span>
+                    <span class="s2">&quot;&quot;</span>
+                <span class="p">)</span>
+
+            <span class="n">trig_waits</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">twait</span><span class="p">)</span>
+            <span class="n">nreps</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">nrep</span><span class="p">)</span>
+            <span class="n">jump_tos</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">jump_to</span><span class="p">)</span>
+            <span class="n">gotos</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">goto</span><span class="p">)</span>
+
+        <span class="c1"># ...and make a sliceable object out of them</span>
+        <span class="n">output</span> <span class="o">=</span> <span class="n">_AWGOutput</span><span class="p">(</span>
+            <span class="p">(</span><span class="n">waveforms</span><span class="p">,</span> <span class="n">m1s</span><span class="p">,</span> <span class="n">m2s</span><span class="p">,</span> <span class="n">nreps</span><span class="p">,</span> <span class="n">trig_waits</span><span class="p">,</span> <span class="n">gotos</span><span class="p">,</span> <span class="n">jump_tos</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">channels</span>
+        <span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">output</span></div>
+</div>
+
+</pre></div>
+        </article>
+      </div>
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+<li class="toctree-l2"><a class="reference internal" href="../../examples/Filter_compensation.html">Filter compensation with the ripasso module</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../../examples/Filter_compensation.html#User-supplied-transfer-function">User-supplied transfer function</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Subsequences.html">Subsequences</a></li>
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+          <h1>Source code for broadbean.tools</h1><div class="highlight"><pre>
+<span></span><span class="c1"># High-level tool for sequence building and manipulation</span>
+<span class="c1">#</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">logging</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
+
+<span class="kn">from</span><span class="w"> </span><span class="nn">broadbean.sequence</span><span class="w"> </span><span class="kn">import</span> <span class="n">Sequence</span><span class="p">,</span> <span class="n">SequenceConsistencyError</span>
+
+<span class="n">log</span> <span class="o">=</span> <span class="n">logging</span><span class="o">.</span><span class="n">getLogger</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="makeLinearlyVaryingSequence">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.tools.makeLinearlyVaryingSequence">[docs]</a>
+<span class="k">def</span><span class="w"> </span><span class="nf">makeLinearlyVaryingSequence</span><span class="p">(</span><span class="n">baseelement</span><span class="p">,</span> <span class="n">channel</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">arg</span><span class="p">,</span> <span class="n">start</span><span class="p">,</span> <span class="n">stop</span><span class="p">,</span> <span class="n">step</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Make a pulse sequence where a single parameter varies linearly.</span>
+<span class="sd">    The pulse sequence will consist of N copies of the same element with just</span>
+<span class="sd">    the specified argument changed (N = abs(stop-start)/steps)</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        baseelement (Element): The basic element.</span>
+<span class="sd">        channel (int): The channel where the change should happen</span>
+<span class="sd">        name (str): Name of the blueprint segment to change</span>
+<span class="sd">        arg (Union[str, int]): Name (str) or position (int) of the argument</span>
+<span class="sd">            to change. If the arg is &#39;duration&#39;, the duration is changed</span>
+<span class="sd">            instead.</span>
+<span class="sd">        start (float): Start point of the variation (included)</span>
+<span class="sd">        stop (float): Stop point of the variation (included)</span>
+<span class="sd">        step (float): Increment of the variation</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="c1"># TODO: validation</span>
+    <span class="c1"># TODO: Make more general varyer and refactor code</span>
+
+    <span class="n">sequence</span> <span class="o">=</span> <span class="n">Sequence</span><span class="p">()</span>
+
+    <span class="n">sequence</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">baseelement</span><span class="o">.</span><span class="n">SR</span><span class="p">)</span>
+
+    <span class="n">iterator</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">start</span><span class="p">,</span> <span class="n">stop</span><span class="p">,</span> <span class="nb">round</span><span class="p">(</span><span class="nb">abs</span><span class="p">(</span><span class="n">stop</span> <span class="o">-</span> <span class="n">start</span><span class="p">)</span> <span class="o">/</span> <span class="n">step</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+
+    <span class="k">for</span> <span class="n">ind</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">iterator</span><span class="p">):</span>
+        <span class="n">element</span> <span class="o">=</span> <span class="n">baseelement</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">if</span> <span class="n">arg</span> <span class="o">==</span> <span class="s2">&quot;duration&quot;</span><span class="p">:</span>
+            <span class="n">element</span><span class="o">.</span><span class="n">changeDuration</span><span class="p">(</span><span class="n">channel</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">val</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">element</span><span class="o">.</span><span class="n">changeArg</span><span class="p">(</span><span class="n">channel</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">arg</span><span class="p">,</span> <span class="n">val</span><span class="p">)</span>
+        <span class="n">sequence</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">ind</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">element</span><span class="p">)</span>
+
+    <span class="k">return</span> <span class="n">sequence</span></div>
+
+
+
+<div class="viewcode-block" id="makeVaryingSequence">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.tools.makeVaryingSequence">[docs]</a>
+<span class="k">def</span><span class="w"> </span><span class="nf">makeVaryingSequence</span><span class="p">(</span><span class="n">baseelement</span><span class="p">,</span> <span class="n">channels</span><span class="p">,</span> <span class="n">names</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">iters</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Make a pulse sequence where N parameters vary simultaneously in M steps.</span>
+<span class="sd">    The user inputs a baseelement which is copied M times and changed</span>
+<span class="sd">    according to the given inputs.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        baseelement (Element): The basic element.</span>
+<span class="sd">        channels (Union[list, tuple]): Either a list or a tuple of channels on</span>
+<span class="sd">            which to find the blueprint to change. Must have length N.</span>
+<span class="sd">        names (Union[list, tuple]): Either a list or a tuple of names of the</span>
+<span class="sd">            segment to change. Must have length N.</span>
+<span class="sd">        args (Union[list, tuple]): Either a list or a tuple of argument</span>
+<span class="sd">            specifications for the argument to change. Use &#39;duration&#39; to change</span>
+<span class="sd">            the segment duration. Must have length N.</span>
+<span class="sd">        iters (Union[list, tuple]): Either a list or a tuple of length N</span>
+<span class="sd">            containing Union[list, tuple, range] of length M.</span>
+
+<span class="sd">    Raises:</span>
+<span class="sd">        ValueError: If not channels, names, args, and iters are of the same</span>
+<span class="sd">            length.</span>
+<span class="sd">        ValueError: If not each iter in iters specifies the same number of</span>
+<span class="sd">            values.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="c1"># Validation</span>
+    <span class="n">baseelement</span><span class="o">.</span><span class="n">validateDurations</span><span class="p">()</span>
+
+    <span class="n">inputlengths</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">channels</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">names</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">args</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">iters</span><span class="p">)]</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="n">inputlengths</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">inputlengths</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">inputlengths</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+            <span class="s2">&quot;Inconsistent number of channel, names, args, and &quot;</span>
+            <span class="s2">&quot;parameter sequences. Please specify the same number &quot;</span>
+            <span class="s2">&quot;of each.&quot;</span>
+        <span class="p">)</span>
+    <span class="n">noofvals</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">itr</span><span class="p">)</span> <span class="k">for</span> <span class="n">itr</span> <span class="ow">in</span> <span class="n">iters</span><span class="p">]</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="n">noofvals</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">noofvals</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">iters</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+            <span class="s2">&quot;Not the same number of values in each parameter &quot;</span>
+            <span class="s2">&quot;value sequence (input argument: iters)&quot;</span>
+        <span class="p">)</span>
+
+    <span class="n">sequence</span> <span class="o">=</span> <span class="n">Sequence</span><span class="p">()</span>
+    <span class="n">sequence</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">baseelement</span><span class="o">.</span><span class="n">SR</span><span class="p">)</span>
+
+    <span class="k">for</span> <span class="n">elnum</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">noofvals</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span><span class="p">):</span>
+        <span class="n">sequence</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">elnum</span><span class="p">,</span> <span class="n">baseelement</span><span class="o">.</span><span class="n">copy</span><span class="p">())</span>
+
+    <span class="k">for</span> <span class="n">chan</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">arg</span><span class="p">,</span> <span class="n">vals</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">channels</span><span class="p">,</span> <span class="n">names</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">iters</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">mpos</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">vals</span><span class="p">):</span>
+            <span class="n">element</span> <span class="o">=</span> <span class="n">sequence</span><span class="o">.</span><span class="n">element</span><span class="p">(</span><span class="n">mpos</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">arg</span> <span class="o">==</span> <span class="s2">&quot;duration&quot;</span><span class="p">:</span>
+                <span class="n">element</span><span class="o">.</span><span class="n">changeDuration</span><span class="p">(</span><span class="n">chan</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">val</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">element</span><span class="o">.</span><span class="n">changeArg</span><span class="p">(</span><span class="n">chan</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">arg</span><span class="p">,</span> <span class="n">val</span><span class="p">)</span>
+
+    <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Created varying sequence using makeVaryingSequence. Now validating it...&quot;</span><span class="p">)</span>
+
+    <span class="k">if</span> <span class="ow">not</span> <span class="n">sequence</span><span class="o">.</span><span class="n">checkConsistency</span><span class="p">():</span>
+        <span class="k">raise</span> <span class="n">SequenceConsistencyError</span><span class="p">(</span><span class="s2">&quot;Invalid sequence. See log for details.&quot;</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Valid sequence&quot;</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">sequence</span></div>
+
+
+
+<div class="viewcode-block" id="repeatAndVarySequence">
+<a class="viewcode-back" href="../../api/generated/broadbean.html#broadbean.tools.repeatAndVarySequence">[docs]</a>
+<span class="k">def</span><span class="w"> </span><span class="nf">repeatAndVarySequence</span><span class="p">(</span><span class="n">seq</span><span class="p">,</span> <span class="n">poss</span><span class="p">,</span> <span class="n">channels</span><span class="p">,</span> <span class="n">names</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">iters</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Repeat a sequence and vary part(s) of it. Returns a new sequence.</span>
+<span class="sd">    Given N specifications of M steps, N parameters are varied in M</span>
+<span class="sd">    steps.</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        seq (Sequence): The sequence to be repeated.</span>
+<span class="sd">        poss (Union[list, tuple]): A length N list/tuple specifying at which</span>
+<span class="sd">            sequence position(s) the blueprint to change is.</span>
+<span class="sd">        channels (Union[list, tuple]): A length N list/tuple specifying on</span>
+<span class="sd">            which channel(s) the blueprint to change is.</span>
+<span class="sd">        names (Union[list, tuple]): A length N list/tuple specifying the name</span>
+<span class="sd">            of the segment to change.</span>
+<span class="sd">        args (Union[list, tuple]): A length N list/tuple specifying which</span>
+<span class="sd">            argument to change. A valid argument is also &#39;duration&#39;.</span>
+<span class="sd">        iters (Union[list, tuple]): A length N list/tuple containing length</span>
+<span class="sd">            M indexable iterables with the values to step through.</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">if</span> <span class="ow">not</span> <span class="n">seq</span><span class="o">.</span><span class="n">checkConsistency</span><span class="p">():</span>
+        <span class="k">raise</span> <span class="n">SequenceConsistencyError</span><span class="p">(</span>
+            <span class="s2">&quot;Inconsistent input sequence! Can not &quot;</span>
+            <span class="s2">&quot;proceed. Check all positions &quot;</span>
+            <span class="s2">&quot;and channels.&quot;</span>
+        <span class="p">)</span>
+
+    <span class="n">inputlens</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">poss</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">channels</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">names</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">args</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">iters</span><span class="p">)]</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="n">inputlens</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">inputlens</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">inputlens</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+            <span class="s2">&quot;Inconsistent number of position, channel, name, args&quot;</span>
+            <span class="s2">&quot;, and &quot;</span>
+            <span class="s2">&quot;parameter sequences. Please specify the same number &quot;</span>
+            <span class="s2">&quot;of each.&quot;</span>
+        <span class="p">)</span>
+    <span class="n">noofvals</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">itr</span><span class="p">)</span> <span class="k">for</span> <span class="n">itr</span> <span class="ow">in</span> <span class="n">iters</span><span class="p">]</span>
+    <span class="k">if</span> <span class="ow">not</span> <span class="n">noofvals</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">noofvals</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">iters</span><span class="p">):</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
+            <span class="s2">&quot;Not the same number of values in each parameter &quot;</span>
+            <span class="s2">&quot;value sequence (input argument: iters)&quot;</span>
+        <span class="p">)</span>
+
+    <span class="n">newseq</span> <span class="o">=</span> <span class="n">Sequence</span><span class="p">()</span>
+    <span class="n">newseq</span><span class="o">.</span><span class="n">_awgspecs</span> <span class="o">=</span> <span class="n">seq</span><span class="o">.</span><span class="n">_awgspecs</span>
+
+    <span class="n">no_of_steps</span> <span class="o">=</span> <span class="n">noofvals</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+
+    <span class="k">for</span> <span class="n">step</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">no_of_steps</span><span class="p">):</span>
+        <span class="n">tempseq</span> <span class="o">=</span> <span class="n">seq</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">pos</span><span class="p">,</span> <span class="n">chan</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">arg</span><span class="p">,</span> <span class="n">vals</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">poss</span><span class="p">,</span> <span class="n">channels</span><span class="p">,</span> <span class="n">names</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">iters</span><span class="p">):</span>
+            <span class="n">element</span> <span class="o">=</span> <span class="n">tempseq</span><span class="o">.</span><span class="n">element</span><span class="p">(</span><span class="n">pos</span><span class="p">)</span>
+            <span class="n">val</span> <span class="o">=</span> <span class="n">vals</span><span class="p">[</span><span class="n">step</span><span class="p">]</span>
+
+            <span class="k">if</span> <span class="n">arg</span> <span class="o">==</span> <span class="s2">&quot;duration&quot;</span><span class="p">:</span>
+                <span class="n">element</span><span class="o">.</span><span class="n">changeDuration</span><span class="p">(</span><span class="n">chan</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">val</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">element</span><span class="o">.</span><span class="n">changeArg</span><span class="p">(</span><span class="n">chan</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">arg</span><span class="p">,</span> <span class="n">val</span><span class="p">)</span>
+        <span class="n">newseq</span> <span class="o">=</span> <span class="n">newseq</span> <span class="o">+</span> <span class="n">tempseq</span>
+
+    <span class="k">return</span> <span class="n">newseq</span></div>
+
+</pre></div>
+        </article>
+      </div>
+      <footer>
+        
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+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
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diff --git a/_modules/index.html b/_modules/index.html
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+++ b/_modules/index.html
@@ -0,0 +1,304 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
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+
+    <!-- Generated with Sphinx 8.1.3 and Furo 2024.08.06 -->
+        <title>Overview: module code - broadbean 0.15.0.dev697 documentation</title>
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+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
+      <circle cx="12" cy="12" r="5"></circle>
+      <line x1="12" y1="1" x2="12" y2="3"></line>
+      <line x1="12" y1="21" x2="12" y2="23"></line>
+      <line x1="4.22" y1="4.22" x2="5.64" y2="5.64"></line>
+      <line x1="18.36" y1="18.36" x2="19.78" y2="19.78"></line>
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+    </svg>
+  </symbol>
+  <symbol id="svg-moon" viewBox="0 0 24 24">
+    <title>Dark mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
+      <path stroke="none" d="M0 0h24v24H0z" fill="none" />
+      <path d="M12 3c.132 0 .263 0 .393 0a7.5 7.5 0 0 0 7.92 12.446a9 9 0 1 1 -8.313 -12.454z" />
+    </svg>
+  </symbol>
+  <symbol id="svg-sun-with-moon" viewBox="0 0 24 24">
+    <title>Auto light/dark, in light mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round"
+      class="icon-custom-derived-from-feather-sun-and-tabler-moon">
+      <path style="opacity: 50%" d="M 5.411 14.504 C 5.471 14.504 5.532 14.504 5.591 14.504 C 3.639 16.319 4.383 19.569 6.931 20.352 C 7.693 20.586 8.512 20.551 9.25 20.252 C 8.023 23.207 4.056 23.725 2.11 21.184 C 0.166 18.642 1.702 14.949 4.874 14.536 C 5.051 14.512 5.231 14.5 5.411 14.5 L 5.411 14.504 Z"/>
+      <line x1="14.5" y1="3.25" x2="14.5" y2="1.25"/>
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+    </svg>
+  </symbol>
+  <symbol id="svg-moon-with-sun" viewBox="0 0 24 24">
+    <title>Auto light/dark, in dark mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round"
+      class="icon-custom-derived-from-feather-sun-and-tabler-moon">
+      <path d="M 8.282 7.007 C 8.385 7.007 8.494 7.007 8.595 7.007 C 5.18 10.184 6.481 15.869 10.942 17.24 C 12.275 17.648 13.706 17.589 15 17.066 C 12.851 22.236 5.91 23.143 2.505 18.696 C -0.897 14.249 1.791 7.786 7.342 7.063 C 7.652 7.021 7.965 7 8.282 7 L 8.282 7.007 Z"/>
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+      <circle style="opacity: 50%" cx="18" cy="7.5" r="2.169"/>
+    </svg>
+  </symbol>
+  <symbol id="svg-pencil" viewBox="0 0 24 24">
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-pencil-code">
+      <path d="M4 20h4l10.5 -10.5a2.828 2.828 0 1 0 -4 -4l-10.5 10.5v4" />
+      <path d="M13.5 6.5l4 4" />
+      <path d="M20 21l2 -2l-2 -2" />
+      <path d="M17 17l-2 2l2 2" />
+    </svg>
+  </symbol>
+  <symbol id="svg-eye" viewBox="0 0 24 24">
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-eye-code">
+      <path stroke="none" d="M0 0h24v24H0z" fill="none" />
+      <path d="M10 12a2 2 0 1 0 4 0a2 2 0 0 0 -4 0" />
+      <path
+        d="M11.11 17.958c-3.209 -.307 -5.91 -2.293 -8.11 -5.958c2.4 -4 5.4 -6 9 -6c3.6 0 6.6 2 9 6c-.21 .352 -.427 .688 -.647 1.008" />
+      <path d="M20 21l2 -2l-2 -2" />
+      <path d="M17 17l-2 2l2 2" />
+    </svg>
+  </symbol>
+</svg>
+
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+      <a href="../index.html"><div class="brand">broadbean 0.15.0.dev697 documentation</div></a>
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+    <div class="sidebar-container">
+      
+      <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
+  
+  
+  <span class="sidebar-brand-text">broadbean 0.15.0.dev697 documentation</span>
+  
+</a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
+  <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
+  <input type="hidden" name="check_keywords" value="yes">
+  <input type="hidden" name="area" value="default">
+</form>
+<div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
+  <ul>
+<li class="toctree-l1"><a class="reference internal" href="../api/generated/broadbean.html">broadbean package</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../start/index.html">Getting Started</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><div class="visually-hidden">Toggle navigation of Getting Started</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
+</ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../examples/index.html">Broadbean Examples</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of Broadbean Examples</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../examples/Pulse_Building_Tutorial.html">Pulsebuilding tutorial</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../examples/Pulse_Building_Tutorial.html#Blueprints">Blueprints</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../examples/Pulse_Building_Tutorial.html#Elements">Elements</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../examples/Pulse_Building_Tutorial.html#Sequences">Sequences</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../examples/Making_output_for_Tektronix_AWG70000A.html">Introduction</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../examples/Example_Write_Read_JSON.html">Read and Write from JSON file Tutorial</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../examples/Example_Write_Read_JSON.html#Ekstras">Ekstras</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../examples/Filter_compensation.html">Filter compensation with the ripasso module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../examples/Filter_compensation.html#RC-Filters">RC Filters</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../examples/Filter_compensation.html#User-supplied-transfer-function">User-supplied transfer function</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../examples/Subsequences.html">Subsequences</a></li>
+</ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../changes/index.html">Changelogs</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of Changelogs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../changes/0.11.0.html">0.11.0</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../changes/0.10.0.html">0.10.0</a></li>
+</ul>
+</li>
+</ul>
+
+</div>
+</div>
+
+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
+    <div class="content">
+      <div class="article-container">
+        <a href="#" class="back-to-top muted-link">
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24">
+            <path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8v12z"></path>
+          </svg>
+          <span>Back to top</span>
+        </a>
+        <div class="content-icon-container">
+          <div class="theme-toggle-container theme-toggle-content">
+            <button class="theme-toggle">
+              <div class="visually-hidden">Toggle Light / Dark / Auto color theme</div>
+              <svg class="theme-icon-when-auto-light"><use href="#svg-sun-with-moon"></use></svg>
+              <svg class="theme-icon-when-auto-dark"><use href="#svg-moon-with-sun"></use></svg>
+              <svg class="theme-icon-when-dark"><use href="#svg-moon"></use></svg>
+              <svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg>
+            </button>
+          </div>
+          <label class="toc-overlay-icon toc-content-icon no-toc" for="__toc">
+            <div class="visually-hidden">Toggle table of contents sidebar</div>
+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main" id="furo-main-content">
+          <h1>All modules for which code is available</h1>
+<ul><li><a href="broadbean/blueprint.html">broadbean.blueprint</a></li>
+<li><a href="broadbean/broadbean.html">broadbean.broadbean</a></li>
+<li><a href="broadbean/element.html">broadbean.element</a></li>
+<li><a href="broadbean/plotting.html">broadbean.plotting</a></li>
+<li><a href="broadbean/ripasso.html">broadbean.ripasso</a></li>
+<li><a href="broadbean/sequence.html">broadbean.sequence</a></li>
+<li><a href="broadbean/tools.html">broadbean.tools</a></li>
+</ul>
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2022, Microsoft Quantum
+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            
+          </div>
+          <div class="right-details">
+            
+          </div>
+        </div>
+        
+      </footer>
+    </div>
+    <aside class="toc-drawer no-toc">
+      
+      
+      
+    </aside>
+  </div>
+</div><script src="../_static/documentation_options.js?v=ed06f5ab"></script>
+    <script src="../_static/doctools.js?v=9bcbadda"></script>
+    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
+    </body>
+</html>
\ No newline at end of file
diff --git a/_sources/api/generated/broadbean.rst.txt b/_sources/api/generated/broadbean.rst.txt
new file mode 100644
index 000000000..396083cd7
--- /dev/null
+++ b/_sources/api/generated/broadbean.rst.txt
@@ -0,0 +1,69 @@
+broadbean package
+=================
+
+Submodules
+----------
+
+broadbean.blueprint module
+--------------------------
+
+.. automodule:: broadbean.blueprint
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+broadbean.broadbean module
+--------------------------
+
+.. automodule:: broadbean.broadbean
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+broadbean.element module
+------------------------
+
+.. automodule:: broadbean.element
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+broadbean.plotting module
+-------------------------
+
+.. automodule:: broadbean.plotting
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+broadbean.ripasso module
+------------------------
+
+.. automodule:: broadbean.ripasso
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+broadbean.sequence module
+-------------------------
+
+.. automodule:: broadbean.sequence
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+broadbean.tools module
+----------------------
+
+.. automodule:: broadbean.tools
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: broadbean
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/_sources/changes/0.10.0.rst.txt b/_sources/changes/0.10.0.rst.txt
new file mode 100644
index 000000000..b6791eaa9
--- /dev/null
+++ b/_sources/changes/0.10.0.rst.txt
@@ -0,0 +1,18 @@
+Changelog for broadbean 0.10.0
+==============================
+
+The January 2021 release of broadbean.
+
+
+Breaking Changes:
+_________________
+
+There are no breaking changes in this release of broadbean
+
+
+New:
+____
+
+- Support for reading and writing broadbean Sequences, elements and bluprints to and from a json file
+- made broadbean compatiple with numpy version 1.18
+- Include LICENSE in package
diff --git a/_sources/changes/0.11.0.rst.txt b/_sources/changes/0.11.0.rst.txt
new file mode 100644
index 000000000..28b7e745f
--- /dev/null
+++ b/_sources/changes/0.11.0.rst.txt
@@ -0,0 +1,38 @@
+Changelog for broadbean 0.11.0
+==============================
+
+The August 2022 release of broadbean with many great improvements for modernizing broadbean's infrastructure.
+
+
+Breaking Changes:
+_________________
+
+- Methods and functions  marked for deletion in version `0.10.0` have now been removed. Specifically
+  `BluePrint.plot`, `broadbean.bluePrintPlotter`, `Element.plotElement`, `Sequence.plotSequence`
+  and `Sequence.plotAWGOutput`. (#107)
+
+New:
+____
+
+- New `Sequence` method `outputForSEQXFileWithFlags` for setting flags for every element forming a sequence.
+  This is useful for auxiliary outputs on a Tektronix AWG70000. (#101)
+
+Improved:
+_________
+
+- Fix for invalid identity comparisons in blueprint submodule. (#102)
+
+
+Behind The Scenes:
+__________________
+
+- Updated `README.md` that includes updated link to `broadbean` documentation. (#158)
+- Replace Conda test job with regular pip job on windows. (#139)
+- Enable dependabot for `broadbean`. (#111)
+- Enable precommit hook. (#110)
+- Documentation infrastructure improvements. (#110)
+- Modernize setup and build infrastructure (convert to pep516/517, build wheels and sdist using build,
+  automatic upload to pypi, move config to pyproject.toml and setup.cfg and pinning dependencies with
+  requirements.txt). (#109)
+- Move tests into package to include them into distribution. (#108)
+- Use GitHub actions, test on python 3.7-3.10, remove python 3.6 support, remove Travis and AppVeyor. (#103)
diff --git a/_sources/changes/index.rst.txt b/_sources/changes/index.rst.txt
new file mode 100644
index 000000000..dd308f203
--- /dev/null
+++ b/_sources/changes/index.rst.txt
@@ -0,0 +1,6 @@
+Changelogs
+==========
+
+.. toctree::
+   0.11.0 <0.11.0>
+   0.10.0 <0.10.0>
diff --git a/_sources/examples/Example_Write_Read_JSON.ipynb.txt b/_sources/examples/Example_Write_Read_JSON.ipynb.txt
new file mode 100644
index 000000000..3020a1ecf
--- /dev/null
+++ b/_sources/examples/Example_Write_Read_JSON.ipynb.txt
@@ -0,0 +1,7096 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Read and Write from JSON file Tutorial"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#\n",
+    "# IMPORTS\n",
+    "#\n",
+    "%matplotlib nbagg\n",
+    "import matplotlib as mpl\n",
+    "\n",
+    "import broadbean as bb\n",
+    "from broadbean.plotting import plotter\n",
+    "\n",
+    "mpl.rcParams[\"figure.figsize\"] = (8, 3)\n",
+    "mpl.rcParams[\"figure.subplot.bottom\"] = 0.15"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Read and Write BluePrint from JSON file Tutorial"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Building a BluePrint"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (mpl.ratio !== 1) {\n",
+       "            fig.send_message('set_dpi_ratio', { dpi_ratio: mpl.ratio });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * mpl.ratio);\n",
+       "                canvas.setAttribute('height', height * mpl.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    resizeObserver.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / mpl.ratio,\n",
+       "        fig.canvas.height / mpl.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch (cursor) {\n",
+       "        case 0:\n",
+       "            cursor = 'pointer';\n",
+       "            break;\n",
+       "        case 1:\n",
+       "            cursor = 'default';\n",
+       "            break;\n",
+       "        case 2:\n",
+       "            cursor = 'crosshair';\n",
+       "            break;\n",
+       "        case 3:\n",
+       "            cursor = 'move';\n",
+       "            break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = 'image/png';\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.which === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.which;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which !== 17) {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    if (event.altKey && event.which !== 18) {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    if (event.shiftKey && event.which !== 16) {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data']);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / mpl.ratio;\n",
+       "    fig.root.removeEventListener('remove', this._remove_fig_handler);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / mpl.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function () {\n",
+       "    this.close_ws(this, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "    el.addEventListener('remove', this._remove_fig_handler);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager) {\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "    }\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"718.8889079329414\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# The pulsebuilding module comes with a (small) collection of functions appropriate for being segments.\n",
+    "ramp = bb.PulseAtoms.ramp  # args: start, stop\n",
+    "\n",
+    "# Create the blueprints\n",
+    "bp_square = bb.BluePrint()\n",
+    "bp_square.setSR(1e9)\n",
+    "bp_square.insertSegment(0, ramp, (0, 0), dur=100e-9)\n",
+    "bp_square.insertSegment(1, ramp, (1e-3, 1e-3), name=\"top\", dur=100e-9)\n",
+    "bp_square.insertSegment(2, ramp, (0, 0), dur=100e-9)\n",
+    "bp_boxes = bp_square + bp_square\n",
+    "plotter(bp_boxes)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Writing the BluePrint to a file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bp_boxes.write_to_json(\"blue.json\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Reading the BluePrint back from the file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (mpl.ratio !== 1) {\n",
+       "            fig.send_message('set_dpi_ratio', { dpi_ratio: mpl.ratio });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * mpl.ratio);\n",
+       "                canvas.setAttribute('height', height * mpl.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    resizeObserver.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / mpl.ratio,\n",
+       "        fig.canvas.height / mpl.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch (cursor) {\n",
+       "        case 0:\n",
+       "            cursor = 'pointer';\n",
+       "            break;\n",
+       "        case 1:\n",
+       "            cursor = 'default';\n",
+       "            break;\n",
+       "        case 2:\n",
+       "            cursor = 'crosshair';\n",
+       "            break;\n",
+       "        case 3:\n",
+       "            cursor = 'move';\n",
+       "            break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = 'image/png';\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.which === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.which;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which !== 17) {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    if (event.altKey && event.which !== 18) {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    if (event.shiftKey && event.which !== 16) {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data']);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / mpl.ratio;\n",
+       "    fig.root.removeEventListener('remove', this._remove_fig_handler);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / mpl.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function () {\n",
+       "    this.close_ws(this, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "    el.addEventListener('remove', this._remove_fig_handler);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager) {\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "    }\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"718.8889079329414\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "bp_boxes_read = bb.BluePrint.init_from_json(\"blue.json\")\n",
+    "bp_boxes_read.setSR(\n",
+    "    1e9\n",
+    ")  # note the blueprint readback do not have a sample rate attached\n",
+    "plotter(bp_boxes_read)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Test if the BluePrints are identical"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "True\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(bp_boxes == bp_boxes_read)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Read and Write Element from JSON file Tutorial\n",
+    "Note only works if the Element is generated from BluePrints not if the Elements contains part generated directly form a numpy array "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (mpl.ratio !== 1) {\n",
+       "            fig.send_message('set_dpi_ratio', { dpi_ratio: mpl.ratio });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * mpl.ratio);\n",
+       "                canvas.setAttribute('height', height * mpl.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    resizeObserver.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / mpl.ratio,\n",
+       "        fig.canvas.height / mpl.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch (cursor) {\n",
+       "        case 0:\n",
+       "            cursor = 'pointer';\n",
+       "            break;\n",
+       "        case 1:\n",
+       "            cursor = 'default';\n",
+       "            break;\n",
+       "        case 2:\n",
+       "            cursor = 'crosshair';\n",
+       "            break;\n",
+       "        case 3:\n",
+       "            cursor = 'move';\n",
+       "            break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = 'image/png';\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.which === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.which;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which !== 17) {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    if (event.altKey && event.which !== 18) {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    if (event.shiftKey && event.which !== 16) {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data']);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / mpl.ratio;\n",
+       "    fig.root.removeEventListener('remove', this._remove_fig_handler);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / mpl.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function () {\n",
+       "    this.close_ws(this, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "    el.addEventListener('remove', this._remove_fig_handler);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager) {\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "    }\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"718.8889079329414\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "######################################################\n",
+    "# The pulsebuilding module comes with a (small) collection of functions appropriate for being segments.\n",
+    "ramp = bb.PulseAtoms.ramp  # args: start, stop\n",
+    "sine = bb.PulseAtoms.sine  # args: freq, ampl, off, phase\n",
+    "seq1 = bb.Sequence()\n",
+    "\n",
+    "# We fill up the sequence by adding elements at different sequence positions.\n",
+    "# A valid sequence is filled from 1 to N with NO HOLES, i.e. if position 4 is filled, so must be position 1, 2, and 3\n",
+    "\n",
+    "#\n",
+    "# Make blueprints, make elements\n",
+    "\n",
+    "# Create the blueprints\n",
+    "bp_square = bb.BluePrint()\n",
+    "bp_square.setSR(1e9)\n",
+    "bp_square.insertSegment(0, ramp, (0, 0), dur=100e-9)\n",
+    "bp_square.insertSegment(1, ramp, (1e-3, 1e-3), name=\"top\", dur=100e-9)\n",
+    "bp_square.insertSegment(2, ramp, (0, 0), dur=100e-9)\n",
+    "bp_boxes = bp_square + bp_square\n",
+    "#\n",
+    "bp_sine = bb.BluePrint()\n",
+    "bp_sine.setSR(1e9)\n",
+    "bp_sine.insertSegment(0, sine, (3.333e6, 1.5e-3, 0, 0), dur=300e-9)\n",
+    "bp_sineandboxes = bp_sine + bp_square\n",
+    "\n",
+    "bp_sineandboxes.setSegmentMarker(\n",
+    "    \"ramp\", (-0.0, 100e-9), 1\n",
+    ")  # segment name, (delay, duration), markerID\n",
+    "bp_sineandboxes.setSegmentMarker(\n",
+    "    \"sine\", (-0.0, 100e-9), 2\n",
+    ")  # segment name, (delay, duration), markerID\n",
+    "# make marker 2 go ON halfway through the sine\n",
+    "# bp_rtm.setSegmentMarker('mysine', (0.75, 0.1), 2)\n",
+    "\n",
+    "\n",
+    "# create elements\n",
+    "elem1 = bb.Element()\n",
+    "elem1.addBluePrint(1, bp_boxes)\n",
+    "elem1.addBluePrint(3, bp_sineandboxes)\n",
+    "plotter(elem1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Writing the Element to a file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (mpl.ratio !== 1) {\n",
+       "            fig.send_message('set_dpi_ratio', { dpi_ratio: mpl.ratio });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * mpl.ratio);\n",
+       "                canvas.setAttribute('height', height * mpl.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    resizeObserver.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / mpl.ratio,\n",
+       "        fig.canvas.height / mpl.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch (cursor) {\n",
+       "        case 0:\n",
+       "            cursor = 'pointer';\n",
+       "            break;\n",
+       "        case 1:\n",
+       "            cursor = 'default';\n",
+       "            break;\n",
+       "        case 2:\n",
+       "            cursor = 'crosshair';\n",
+       "            break;\n",
+       "        case 3:\n",
+       "            cursor = 'move';\n",
+       "            break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = 'image/png';\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.which === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.which;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which !== 17) {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    if (event.altKey && event.which !== 18) {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    if (event.shiftKey && event.which !== 16) {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data']);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / mpl.ratio;\n",
+       "    fig.root.removeEventListener('remove', this._remove_fig_handler);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / mpl.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function () {\n",
+       "    this.close_ws(this, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "    el.addEventListener('remove', this._remove_fig_handler);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager) {\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "    }\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"718.8889079329414\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "elem1.write_to_json(\"elem.json\")\n",
+    "plotter(elem1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Reading the Element back from the file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "elem_read = bb.Element.init_from_json(\"elem.json\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Test if the <ins>Element.description</ins> are identical"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "True\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\n",
+    "    elem1.description == elem_read.description\n",
+    ")  ## note that the elements are not identical only the discription"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Read and Write Sequence from JSON file Tutorial\n",
+    "Note only works if the Element is generated from BluePrints not if the Elements contains part generated directly form a numpy array "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (mpl.ratio !== 1) {\n",
+       "            fig.send_message('set_dpi_ratio', { dpi_ratio: mpl.ratio });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * mpl.ratio);\n",
+       "                canvas.setAttribute('height', height * mpl.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    resizeObserver.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / mpl.ratio,\n",
+       "        fig.canvas.height / mpl.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch (cursor) {\n",
+       "        case 0:\n",
+       "            cursor = 'pointer';\n",
+       "            break;\n",
+       "        case 1:\n",
+       "            cursor = 'default';\n",
+       "            break;\n",
+       "        case 2:\n",
+       "            cursor = 'crosshair';\n",
+       "            break;\n",
+       "        case 3:\n",
+       "            cursor = 'move';\n",
+       "            break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = 'image/png';\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.which === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.which;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which !== 17) {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    if (event.altKey && event.which !== 18) {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    if (event.shiftKey && event.which !== 16) {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data']);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / mpl.ratio;\n",
+       "    fig.root.removeEventListener('remove', this._remove_fig_handler);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / mpl.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function () {\n",
+       "    this.close_ws(this, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "    el.addEventListener('remove', this._remove_fig_handler);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager) {\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "    }\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"718.8889079329414\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "######################################################\n",
+    "# The pulsebuilding module comes with a (small) collection of functions appropriate for being segments.\n",
+    "ramp = bb.PulseAtoms.ramp  # args: start, stop\n",
+    "sine = bb.PulseAtoms.sine  # args: freq, ampl, off, phase\n",
+    "seq1 = bb.Sequence()\n",
+    "\n",
+    "# We fill up the sequence by adding elements at different sequence positions.\n",
+    "# A valid sequence is filled from 1 to N with NO HOLES, i.e. if position 4 is filled, so must be position 1, 2, and 3\n",
+    "\n",
+    "#\n",
+    "# Make blueprints, make elements\n",
+    "\n",
+    "# Create the blueprints\n",
+    "bp_square = bb.BluePrint()\n",
+    "bp_square.setSR(1e9)\n",
+    "bp_square.insertSegment(0, ramp, (0, 0), dur=100e-9)\n",
+    "bp_square.insertSegment(1, ramp, (1e-3, 1e-3), name=\"top\", dur=100e-9)\n",
+    "bp_square.insertSegment(2, ramp, (0, 0), dur=100e-9)\n",
+    "bp_boxes = bp_square + bp_square\n",
+    "#\n",
+    "bp_sine = bb.BluePrint()\n",
+    "bp_sine.setSR(1e9)\n",
+    "bp_sine.insertSegment(0, sine, (3.333e6, 1.5e-3, 0, 0), dur=300e-9)\n",
+    "bp_sineandboxes = bp_sine + bp_square\n",
+    "\n",
+    "bp_sineandboxes.setSegmentMarker(\n",
+    "    \"ramp\", (-0.0, 100e-9), 1\n",
+    ")  # segment name, (delay, duration), markerID\n",
+    "bp_sineandboxes.setSegmentMarker(\n",
+    "    \"sine\", (-0.0, 100e-9), 2\n",
+    ")  # segment name, (delay, duration), markerID\n",
+    "# make marker 2 go ON halfway through the sine\n",
+    "# bp_rtm.setSegmentMarker('mysine', (0.75, 0.1), 2)\n",
+    "\n",
+    "\n",
+    "# create elements\n",
+    "elem1 = bb.Element()\n",
+    "elem1.addBluePrint(1, bp_boxes)\n",
+    "elem1.addBluePrint(3, bp_sineandboxes)\n",
+    "#\n",
+    "elem2 = bb.Element()\n",
+    "elem2.addBluePrint(3, bp_boxes)\n",
+    "elem2.addBluePrint(1, bp_sineandboxes)\n",
+    "\n",
+    "# Fill up the sequence\n",
+    "seq1.addElement(1, elem1)  # Call signature: seq. pos., element\n",
+    "seq1.addElement(2, elem2)\n",
+    "seq1.addElement(3, elem1)\n",
+    "\n",
+    "# set its sample rate\n",
+    "seq1.setSR(elem1.SR)\n",
+    "\n",
+    "seq1.setChannelAmplitude(1, 10e-3)  # Call signature: channel, amplitude (peak-to-peak)\n",
+    "seq1.setChannelOffset(1, 0)\n",
+    "seq1.setChannelAmplitude(3, 10e-3)\n",
+    "seq1.setChannelOffset(3, 0)\n",
+    "\n",
+    "# Here we repeat each element twice and then proceed to the next, wrapping over at the end\n",
+    "seq1.setSequencingTriggerWait(1, 0)\n",
+    "seq1.setSequencingNumberOfRepetitions(1, 2)\n",
+    "seq1.setSequencingEventJumpTarget(1, 0)\n",
+    "seq1.setSequencingGoto(1, 2)\n",
+    "#\n",
+    "seq1.setSequencingTriggerWait(2, 0)\n",
+    "seq1.setSequencingNumberOfRepetitions(2, 2)\n",
+    "seq1.setSequencingEventJumpTarget(2, 0)\n",
+    "seq1.setSequencingGoto(2, 3)\n",
+    "#\n",
+    "seq1.setSequencingTriggerWait(3, 0)\n",
+    "seq1.setSequencingNumberOfRepetitions(3, 2)\n",
+    "seq1.setSequencingEventJumpTarget(3, 0)\n",
+    "seq1.setSequencingGoto(3, 1)\n",
+    "plotter(seq1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Writing the Sequence to a file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "seq1.write_to_json(\"testdata.json\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bp_boxes.write_to_json(\"blue.json\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Reading the Sequence back from the file  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "seq = bb.Sequence.init_from_json(\"testdata.json\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (mpl.ratio !== 1) {\n",
+       "            fig.send_message('set_dpi_ratio', { dpi_ratio: mpl.ratio });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * mpl.ratio);\n",
+       "                canvas.setAttribute('height', height * mpl.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    resizeObserver.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / mpl.ratio,\n",
+       "        fig.canvas.height / mpl.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch (cursor) {\n",
+       "        case 0:\n",
+       "            cursor = 'pointer';\n",
+       "            break;\n",
+       "        case 1:\n",
+       "            cursor = 'default';\n",
+       "            break;\n",
+       "        case 2:\n",
+       "            cursor = 'crosshair';\n",
+       "            break;\n",
+       "        case 3:\n",
+       "            cursor = 'move';\n",
+       "            break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = 'image/png';\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.which === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.which;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which !== 17) {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    if (event.altKey && event.which !== 18) {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    if (event.shiftKey && event.which !== 16) {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data']);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / mpl.ratio;\n",
+       "    fig.root.removeEventListener('remove', this._remove_fig_handler);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / mpl.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function () {\n",
+       "    this.close_ws(this, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "    el.addEventListener('remove', this._remove_fig_handler);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager) {\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "    }\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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4qkTcOb4YWOq6HiSkT8HgoJDfE4fYyDiHUS9BIeFa22DQ0J9tlWtggxuyhhDJf7b5aZdjsjAm8awtkqq4OU0N62hxr82GYecMHWaSKo8UHbhlCGHSi9HGXjZ4WZnRzsc276xl3dyf8fJZnkwUPaJPUWaF7NeMP7h8NQsu6JLby+DmzLGUIn/drjJgwAy8KYxrK2UKng5zU1rqPGvTcbhdUxfeukleO2116C0tBSWLl0K7733niW0nSaSKg+UJdA8VJYhh0ovRxl42eHm+apyOFdx1JgmOp+MnTzd0rSb6i9pBqJegkJCIbNgHgSHBtbuoQxuyhhDJf7b4aYlEnqpLANvGsPaSqmCl9PctIYa/9pkHF7H9K9//SsEBQXB2rVrobq6OqCMQ7z8X7R2C1zr7IBJBf3fA7NDodKdByE0IhIK5lkzDqyMKUMx4G5Y0ReIV6dwvMIihkD+vHwrEFiqy4KXv0rO064hOpRExsRamiNWrj64G66cPxPQu4csWFsGxtRg56adgLEkc/Mm2O2q3/alJYcgLCIK8ucGJjd5gDPQ9IBdzHZuRG42QG6+2JilpSWHITwyEvLmDFxu2l0rHu3JODShuHr1atizZ0/AGId4bFe5txj2Fnfd68qeIO6y/9FD1QDBQXDzfSth8JBoHvzr04foF3BHextU7N4GB3Z17YaJxisoNBRu+do9gEGiRRQWvPw1Di9UV8DZ8iPGtKNi4yElt8AvMTCrSsWurUZb3D3MKpzPdG/RrwEFNGLB2s6wGCPyk/97Czra2oTyEueIz3JwWBjcsuo+CAkNszNtr21Z8PKXm3Yn7IgeuP9eCA0fbHfqHtuzYG1nYEyX+emf/gyd7e1SuBkyeDAsXXWfMP3AgpdT3LSzTjzbknEY4Mah/tLVDDcJxg6OMXPJPBiRls2Th0ZfLA+tnYGvXDgL1Qd2aS9HWXjNu2OJsADQLHj5o+RwV/X4zk2AHsd6GTulECKjre8a6u3Nu4cjMyZA3JixdpZTalsWrO1M6NKZU/Dlex8L56VuHOJ/F3zlVogZMdrOtAPSOMRdbOSjVD1w580QOyrZMaztDHzxVCVs+vBzqdxcfPcyGBI33M60A5KbQgT2o1MyDv00DnGHcc2aNb1a4y6e7HL1cp22cyhTyRUuniUsHZroF/DlszVQc3ifVLzm3LoY4pPThFCDBS9/jMP6c6fh1KE9xpwxRmHqlBm2ZLhaXweVe4qNPnA3NaNgXsDEPWTB2g5AF2tOwqa/fyb1BTx/2S3CQgux4OUPN+1grLe9fKYGao5I1gO3LYb4JOf0gB3czp88Dls+Xi+VmwtX3O41jqodWbCtyty0Kxuv9mQc+mkcmhfAKSWnByfWjcOpsyZDVGwCL35o/XS0tcKFqgrDoApo49D0Usiblw8RQ2O44tV6tREwhIu+JrNvXQQJyelcx9A7E6Xk0IEEHUn0YsVDuT9Bzf0mTZwKQxNGCsGGd6csWNsZ07w7gykJw6OG2OmyT9uWxiuAhpHOzUDc1eYBCO7S1h4pNXDIn1cAg4fyvSpj1gNOfyTawc1sHGIqTN5XZVDf4I6uzs2FK26D6OGj7Ezba1uWZ9mpd7oQgf3olIzDADcOGy9dgJP7dhgP1KxbFsDwsZl+UMF7k5arDVC+c7MxxvSFMwCDGYsoLA+tnXHNLwUROycNdeehqnRnt3G4dCFg+BYRhQUvq0qu6cplOLF7mzFdbYcvfy5gHmW7BVPqnTq01+gmclg8jJ3k3z1Gu3Ox2p4Fa6t99qyP8SQ3fbhW+xPehRVhOOs7wvoLeO4dSyBOUM5rFrysctMOvj3b6vE3dRzmL18Kw0aO4dW91g/mF6/aX6LMR6Id4c6dKIOtn35pcDNlUgFEDYu302WftnW1VXC67ICB10C98sAVVBudkXF4Hbz29nbA/z377LOwb98++POf/6x5L4eFsV3WdkrJNdZdgJOl3cbhbAGGSGvTVTi+Y6Px0BYsnAGjA9U4vB6UWeRLwWywi1gT/ZkX8QKuObofLp/uupOJZUT6OG7HYXiX8diOjdDe0mz0j0fLYRGRNtSYnKYsWNuZCToAbf7HF93G4Q3TYGj8CDtd9mlbf/40nDq4x3iW595+k7B7nyx4OaU3zcbhguW3QsxIvncvVftItEOksyfKYFsP49DfqAX9zUHGmojUm52dnfB///d/8PWvf90O1Mq0JePw+lJ4ukM4f/582LBhA9NiOaXkZCgg9FQ7vr2HcbigEEaPy2XCxWollheK1T571u+jgARcyO+zm3vzfGFBn1nwssJNDO9xtGg9XOvo0GDD3cKswoVcYxLiLgQeU+klPjldmIOTHa6Y27JgbWc8vLqx+aNu4zA5J4/7hXyzI8bc22+EuDGpdqbttS0LXla4yXOSdTUn4fSxg0J3qWSc6lgxduzgd7biKGz7bKPx4WLXOc3TXGTs5lrByyo3W1paIDIyEjqu6047eKvQloxDTqtglUichpVydIEeq8e2f9m9c7hgOoweN4mXCL36YXmh2BlYxkvB7CQ0K4CMQ3O6O9xN4b3WOp/0dcSUelnT53M5trbDDV9tRXMTA45v+Wid8QIWYhyavPXnOOwk4ZTeNOsBEffbVPtI9MXv/n4/W3EEtn22yeAmOqehkxrPIuPKj13j8IMPPvAqcltbG9xzzz1kHPIkRX99NTY2wv79+6Gurg5iY2MhJycHoqKiZA3PPI5TSs58r0XEpee2lmY4Vryh+/L2/AIYM34yMzZWKop+AaNH6JkeOwYiPOJ0r1z96Nrp0D9WuGl2GBFxtwj5cHJ/CTRePGdQY8zEKRCdkGiFKtLriuam+dJ/cm4+DOHsXCZDX9h9ActYWHT+OXP8UA/nB/6eseaPxJk3z4cRgtJGiubmmfLDUPT55m7jcOpM7o58Zg9yEffB7XITr5olJydrV87MBaOVVFVVkXEo+gH++9//Di+++KJ2rDt48GCIjo6G+vp6aG5uBjzufeyxx2DZsmWip8Hcv5UXMHOnDBXNx0QidgIwOG9Z0fpenn1jJgSocWh+Kdx1O3ejRE8X120czoURaeMYVtN6FZaXAis3WxoboLyk6wWABbPhYJo7EUXnrd53VNxwSMnJEzEUtz5ZsLYzmNk4FGGYq+YkwcpNO7h6aovOP2eOHzZ02qK77uDuNa/aR6IdDBGrorXdxmHatFncEyGYw4yp6Emflpam3SucPXt2HzjRNsGNKzpWtsM0H23nzZsHoaGh2sXOxYsXQ1JSd9YPTG23bt06+OMf/witra2wcWPXPQini1NKTsYFc7NxiOFfkiZMEQK56BewjJeC7u2rG4czbpoDI9PHO4YXKzdxd+Bi9QljnsNTs4R5WaNjStn2L6GjtcUYL7NwgbAMEjzAF81NGR6hMu4o61iz4MXKTR7r17MPPfuP/owuWnknd+cf1T4S7WB4+vghKF67ResCPelFGIeB4El/9913w9y5c+F73/teHzjRHhk3bhxUVFTYgVqZtkreOdy6dSvMmjXLJ0jbtm2DmTNn+qwno4JTSq7PAyXA+7C9rRXKtq0zvrLz5uZpYTZEFJYXip1xZbwUzFlrZtw4B0ZmqG0casZa8QYtpqVWBg2CrMIFEBIWbgfuftviPSZ0wtALT69oEZMWzU0ZHqEyohsEhHFYVQHIP904FJGNQ7WPRDvPBDrvFH/Rlf5SMw7zZsPgqKF2uuzTVsa7zC438V4hFty8cntR0jhE0Ddv3gxz5swJGPydMw674saJDGqLuV6PbvvCHcahhJeC2TgsvHE2JGZMEMJlFoOFhZv6caM+SUxbhQ4RIktz4xWoKOnajcASPiQa0qf5/igUOaf++mbB2s7cZHiEquYkwcJNO5h6a4vOP+cqjgo1DlX7SLSDo9k4TM+bwz1AO3nS21kh/m2VNQ4jIiJg7Nix8M1vflM7Xh45Uu0sCk4puT73NATk78Qk9Ue3dhuH02ZPFWY4iH4BS3kpXDd6dIPd6YwyLNzEVGJ4IVwveKdUVHaCnmqsfNdWaGmoN/4kYkeCl9oUzU0ZHqGB7EnPax2xH7zficf4xs7hPcu5O/+o9pFoB7/ao/th+/oirQvcOUzPnwPhkXyz95jz3ou4P69jwPIss+hNO5iq3lZZ4/DSpUvwpz/9CV577TXYu3cvLF26FL71rW/BrbfeCsHBwcrh6hSRZHh4dXZ0wJEtnxuKdOrsqcKcB1geWjuLL+OloDt2BIpxiOt7tGhdd2zD4GDInrEIgiQ8Z/oxv76mmINalPOOHd5gW9HclOERqpqThFN606wHbrznKxAVyzfjh74zrooesMN/DIy/o4dxKCJwPXnS21kh/m2VNQ57ilpaWgq///3vNWMRDUPcSXz44Ye1y5+qFKeUnIzYUJ2dHXBkcw/jcNYUSMnNFwK96Bdwn5fCvV/hngZKtXSDvrhpTmknIrahN7Lozk767yHhgyETYx4OGiSEX3Y6Fc1NGR6hqjlJ+OKmnfXqr60eiF033G6UoQcWzYRRWTcIEUk0N2uOlMKODcXGzmHG9HkQNphvViPypBdCDb87DQjjUJcO09thEMonnngCKisrlXIZd0rJyYgqj84Khzd/1r1zOGsypOSKyYcrWsnJeCmY0w06nYvaFzerDuyChgtnDSUiIvhyfxoK0z+io4ReRIRw8VtD9mgompsyPEJVc5LwxU0e6+apD7MeuOm+FRAZE8d1ONU+Eu0Ih9dOdmzYbhiH+AGHOdd5FvKk54mm/b4Cxjisra3VwtfgDmJNTY0WifyVV16xjwCnHpxScjLyUWJwz8ObPjWMwykzJ8PYSe4wDm+67y6IjInlxIKubvrkonY43WB/3ERno7Li9YAfAFiCQ8M0L2VMmyer6Lvf+ngxiUnCcnfbkUm4cSjBI1Q1Jwmn9CY6/1yoKjd0mhQ9EMA56U8d3gs7v9zRbRwKCDvlBk/6LVu2eIyBaEfvONVWaeMQ3cbff/99ePXVV+Hzzz+H/Px8zUHlvvvuUy5LilNKTkY6OCTnoY2fdBuHMybB2MnThXBW9Au4z0vhq3dBZDRf41C1dIP9cdOcLi92dAokZk4UsrbeOkWHJwyjo+dzDgoJhawZCyAoSK27xaK5KcMjVDUnCaf0ph5GST9WXvLVldzTwbkpJz1GxNi5sds4zJqxkHuYKzd40g8dOhSuXLkiVX+KGkxZ4/C73/0uvPnmm9odwwceeEAzCidMEBMOhAe4Tik5GengNOMQdw4PVmlQTZ6RC6mTC3nA1qcP0S9gGS8F1dIN9sfNyn074Oql7iPdsZMLue+kshAFXz5491EvKqbTE81NGR6hqjlJOKU39YDvhnH4tbu5p4NT7SOR5Tn0Vqf60B4o2bjT2DkUYRyqlm7QKW7aWSeebZU1DtErGb2T77zzTggJCeEps5C+nCKSjByhCBjeOTxy4GSXcViYA5h4XUQR/QKW8VJQLd2gN27qRqy+jniHCL0QnXAG0cNY6HMZmjBSWKB1f3krmptm41CER2igedL7u1a+2qHzD2ZL0o3Dm++/h3s6ONU+En1h0t/v1Qd3Q8mmkm7jcOYiCAkNs9Nln7Z9jMMl82BEWjbXMfTOWJ5lp97pQgT2o1NljUM/ZLHdBI+xH3/8cXjjjTe0vu6//354/vnnmYxTp4gkIx2cq4xDCS8F1dINeuNm3zAy6cKUsa+HsytDy3rAO5BY8M4j7k4Eh6iTiYDlheJLzv5+7+MRWjAPwiL4eoT2cZJw2IPWKb2Jzj91pyqFGoeqfSTa4abZOMyeuRiCOWcJCSRPesyfjNFTSkpK+hwjo1+EG4ryxuHRo0fhySefhF27dkFDQ0MvzC9evMh1DZ5++mntjuPHH3+s9YuxFVesWAE/+clPfI7jlJKTkQ5OMw63fA5H9ldqOEwqmKjl1hRRRL+ApbwUFEs36I2bFbu2At5B04vTAahryw7ApdquqwtYRmXnwLDE7rzqIvhmpU/R3JThERponvRW1sdKXbzfife1jZ3DVfdyTwen2pwzuDsAACAASURBVEeiFXzMdav2l8CuLbu1P2MQ7OxZi7l/uAWSJ/1DDz0Ea9eu1WyEqKioXnDhhpIbivLGYV5eHuTm5sK9994LkZG9v6Lnz5/PdQ2Sk5O1ncKVK1dq/b7zzjtG2BxfA3l6AeOR76XT3S87X33483t7Wxt0tLYITQOF8zqyZS0c3n9Cm+K4G1K472josutjjM9J9QcOn21QYWvpAA9Va3VvFvBSMKcbRFlCBw/2OTd/Kuh4TZk5xauHrydu6jtI+pjhUUMAU2I5Wa5evgiVe7vCZWCJHBYvzCveqpydHe2w7q8fQuvVRhifM9Zqc6b6bS0tcLi0K9c0voAzBXiEmp0kxuemQWi4mPzZOjenzcnzmj7SEzfRaazhYndoJSbwLFYy64FbVt3HPR2cOSe9DD0gSm+2NTcb+h+5OW72TdyD5JudpSZMSuPu9GJ+zxTML4ThqVke2dPfhk9cXBwcPHgQEhMTLTIvcKorbxzGxMRAXV0dBAkOrYFj4IKXlZVBZmamtoL47+zsbMBsLTiP/oonIumxtGTQQWQCeZz/ka1f9HpxiZJJlwMVkMiij3PLA/dxTwNlTjcoUhZdjv7CC3nkZuUxOF95zIAYFWRCSoZIyH32jSGTju/YCHiRXy8iLr77nIiHCmZPYn/6YGnTk/8iZDc7ScjgZt7cPK/3Rz1xE8Om1J/tdk5iwc3fOm7TAzLWUzMO59zEPZqA2TiUIUtBP+GF+jMOs7KyYM+ePcpFTfH3OfDUTnnjEOMZ/uAHP4BZs8QcY+qgVFVVQUpKCpw7dw4SEhK0P+O/R4wYAfhbUlJvY2X16tWwZs2aXpjiy61nccI4FGHsoEyYA7d0x0FNPBkPrcgxUAbtpTAI4PaHH+R+PII8KCtaD4f2lUvDy6pxeHzHJmhtajToKiLjgT+KSvcm19uOSB8H8Ulp/nTFrQ1mCCor2iD142hczlgYN3Mx93iTKMvRbeuMKyIinzPd8FLeOAwaBHc8/CAEBfN1fOzSA+vg0L7u3WBupDR1JOOjWh9jwuQMyJ6xkLso2olL0TojKoYMbloxDuvru6/gYDKOjz76SLMBRo4c2QuL6Oho7tg40aHyxiHu6OHxcU5OTp8t3F/+8pfcMNN3Do8dOwYZGV07KPhv/ELwd+fwfFU5XKzuOooVXY4eroYhccNhwbKlQobCy8Lr3/sIOtpaYdzEFCFjYKdHDnZ5RIscQzMOj5yCmOGJMPe2m4TIgt63mz78DDra24XKouM1deZk5t0ZdP7AwNO4O4NHuRHRw4R5n1sFV9890NsNHhIt7H4r69yunD8DeCG/5wsYg4WLKLieQSEhMPfWGyF6uJgjq8tna2Dzx+ugUxI38+bkwehxuR7h8rQ7g3dPEXMZpezIKYgePgrm3najkOFQjk3/+FyaHhCpN5Gb6CA2744l2rtGRMG4q5s/Wa/FPBUtC86/YEEh85UHPL3UIzn03Ajq+Tf8NzqruKEobxw++OCD8Omnn2oGovnOIQbH5lnwzuELL7wAd911l9btu+++Cz/84Q/h5Mkug6W/4pRDij4n0ZflcRy3jOEmWVjWpD9u4jEjHoOjEaZKKS/ZDBhyRS/p+XO4H/1bkVWPwagbh4vuugMw1I6IwrKePMaVMQ7LGKQ3eawm6WarKPrDTUzZy1LGjhVzJ5llbJ51lDcOMeI4eiyPGjWKp9we+0Kv5A8//FDbLsaCsRaXL1+utLcyGYf+0YJFOfjXc3crVcZw+gVsFcfzJ48DXsnQC96F9HZp3GrfVuujI8rRoq6dDDQOBwUHw+0Pf537fSuZz7FKH0dOc1OVZ9QqL8313SKH6tzEHUPMgOLp6BiPndFecSJOrF3+eGqvvHF4ww03AOYrHDZsmAj5e/WJcQ7xfmPPOIe4k8gShJuUHJ/lkaHkVFJAdlFjwctpblqVUfeo1duFRkRCZsE8q91wqY9HsDWH92l9oXEYGZcAN929nEvfnjphWU8eg8sYh2UMp7nJMke7eNMY1hBUBS9P3ER7oKioCN56660+Qn3ta1+DmTNnAmZ3c0NR3jj87W9/C3/729+0WIfmi5+TJk1SZg1IyfFZChmKgYxDPmslspcTe4oA77nqBTPy4N1I2QXjuzVcPGcYh8PTsmDWEr4htHrKNND4T3qTD6Nl8EbGGCrpZk/cxNB6r7/+Okyc2Df//KFDh2DVqlVaYGw3FOWNQ28hbFS7+ElKjs/jMNAUkF3UWPBympv+yIgBijF8jF5ix4z1enHcn/5Z2mCcumPFGwAdeLAcO3ZGc6zImz2NpblfdVjW06+OTY1kjMMyhtPcZJmjXbxpDGsIqoKXJ27Gx8fDhQvduejNkvn63RoSztZW3jh0Fh720UnJsWPVX00ZikGlr1O7qLHg5TQ3/ZFRCyBctB7genio4LBwyJo+n3tol/7mVldbBafLDhhVas61QuyoZJg2a6o/IjG1YVlPpo58VJIxDssYTnOTZY528aYxrCGoCl6euBkbGwvl5eWA/zUXjHiSlpamRTdxQ1HSOMSz+x//+McwYcIErxhjdPKf/vSn8OabbyqxDqTk+CyDDMVAxiGftRLdy8n9JdB4/UgXx0rOzYchsV0xSGUUzNaCoX70cqk1SvOaJuOQDX2WZ5n0JhuWvmqxYO2rD1+/yxhDJd3siZu33HILLFu2DB555JE+cL388svaFTiMruKGoqRxiJc9f/SjH2kZSxYtWgTjx4/XvIPQG+jw4cOwbt06bWv3Zz/7mZZWT4VCSo7PKgw0BWQXNRa8nOamvzL2dAbBPmJGjvEaL8/fMby1a2tp1o6U9RI6OALq27vC/ZBxyIZ2IHCTZY5s0nqvRWNYQ1AVvDzpzU2bNsFtt90GTz31lGZ7jB49GmpqauDtt9+G5557Tot2MmeOs2lIraHtvbaSxiFOF13GMaQMRiLHNDW4ZYtbuVOmTIE77rhDCzMjOqWeFZCdfgGr8kBZwcxTXRlyqPR1KgMvp7npr4w9w8hgH5jBAlPKBQUH+9slc7sL1RVwtvyIUT8+OR2qa7syypBxyAYjy7PsNDdZ5sgmLRmHdnHS26uyJt64iQbg97//fThxojvBRWpqKvz617/WDEe3FGWNw0ADmJQcnxWToRjIOOSzVjJ6MefZHTNhirDMIT3lMQfiTsubDQf3duWiJuOQbeVZnmXSm2xY+qrFgrWvPnz9LmMMlXSzL26WlZUZ6Xazs7N9wRdwv5NxyGnJfBGJ0zBeu5Hx4LplDJUUkF1esKyJ09y0IyOGkcFwMnrBzCRJE8U5hOA4TVcuw4nd24wx9RR+LFjbkVUWL2WNw4KX09xkmWMgrKlb5CBu2mUbv/ZkHHLCkpQcHyBlKDmVFJBd1FjwcpqbdmTEMDJlxeuho61N62ZQUBBkFS6E4NBQO9322xZD6GAoHb2MzJwIcaNTKH2kRcQDgZssc7Qodp/qNIY1BFXBK5D1pjXEPdcm45AHivjSGjRIuyfpVFHlgbIrvww5yDi0u0py25uNtVHZOTAsMUnIJDo7O6CsaAN0tncbo5mFCyAkNIyMQ4uIszzLpDctguqlOgvWdkeSMYZKutlpbtpdL7vtyTi0i+D19k4TScaD65YxVFJAdunHsiZOc9OujFcv10Hl3mKjm8iYOBg7ebrdbj22rz93Gk4d2mP81vMYmwVru5OSMYZK/HeamzLwpjGsPRWq4OU0N62hxr82GYecMHWaSKo8UHbhlCGHSi9HGXg5zU27MuKO/PEdG6GtucnoKqNgLoRFRNntuk/7PrEVc/JgSNxwrZ4MbsoYQyVZnOamDLxpDGuPqSp4Oc1Na6jxr03GISdMnSaSKg+UXThlyKHSy1EGXk5z066M2P7ciTI4f/K40VXcmFQYmTGeR9dGH63NV+H49o3G/zdnZZHBTRljqMR/p7kpA28aw9pjqgpeTnPTGmr8a5NxyAlTp4mkygNlF04Zcqj0cpSBl9PctCsjtteCUm//sjudXmgoZE5fwDXm4dmKo3ChqtyYbnxyGoxIG2f8fxnclDGGSvx3mpsy8KYxrGkAVfBympvWUONfm4xDTpg6TSRVHii7cMqQQ6WXowy8nOamXRn19tUHd8OV82eM7kaNy4VhI8dw6R4dUY4Vfwkdba1GfxnT50HY4EgyDv1EmOVZdpqbLHP0U3zX8UYGVirpZqe5aZd3dtuTcQgAtbW18O1vfxt27typ/Xv37t1aJhYrxWkiyXhw3TKGSgrICsc81WVZE6e5aVdGvX1D3XmoKt1pdBcRPQxSp8zg0v2lM6eg9kip0RfeM0zOyevVNwvWdicjYwyV+O80N2XgTWNYeypUwctpblpDjX9tMg4B4MyZM/CXv/wF8vPzobCwkIxDLzxT5aHl8Ri4RRYWOdyi5DTHlJ2boK3pqkEBNA7RSLRbTuwpgqb6S0Y3aBjqjij6H1mwtjsPGWOQcdi9SjLwpjGsPRWq4OUWvWkN/e7aZByakENC0M6hZzqp8tD6S/ae7dwiC4scblJy5pzHPDKmXL18ESr3bjfoERoRCRn5c7XYpW7kDBmHZBz6o0NZdI0//ZrbyBiHZQw36U1/1oWMQzIOmXnD8kAxd+bg7qRKL0cZeLlJyXW0t8Gx7RuNINWIX3r+HAiPHOI3lCdLd0Jj3Xmj/ciMCRA3Zmyf/oj/1iBmwctpbrLM0ZrUfWvTGNYQVAUvp7lpDTX+tV1vHLa1tUFHR4dX5MLDw3vtELDuHK5evRrWrFnTq1/KkGKfoDIUAxmH9tfJyR7MXsWYLQWzpvhTmhvqoWLXVqNpcGgYZE6f79ELWgY3ZYyhEv+dfgHLwJvGsPZkqoKX09y0hhr/2q43DpcvXw7vv/++V+QqKiogNTXV+J3VODR36DSRVHmg7FJUhhwqvRxl4OU0N+3KaG7f3tqihbXBvMtYMN9yet4cCIvo9ixmHdPsAT08NQsSUjI8NpfBTRljqMR/p7kpA28ag/Vp7KqnCl5Oc9Maavxru944tAoZGYfeEVPlobW6pp7qu0UWFjncqOTM+Zajh4+CMRMmW6KGOS1fUHCItmsYHBpKxqElJD1XDgRusszRLhQ0hjUEVcHLjXrTykqQcXgdrebmZu1fERERUFxcDJMmTYKwsDAICgpiwtNpIqnyQDGB1U8lGXKo9HUqAy+nuWlXRk/tMSg2ei5f63FlxKrnstlDGXcMcefQW5HBTRljqMR/p7kpA28aw5oGUAUvp7lpDTX+tck4vI6p2TMR/7x+/XpYsGABE+pOE0mVB4oJLDIO7cJktGdZd6e5yU1YU0fmu4fhQ6IhbcoM7ZjZV7l0uhpqj+43qoWEhQPma8bdQzIOfaHH9nsgcJNljmzSeq9FY1hDUBW83Ko3WVeDjENWpHzUc5pIqjxQduGUIYdKOycy8HKam3Zl9NYePZeP79jUK6vJ8LRsSEhO73dI3HUsL9nSy+M5MesGiB2V3G87GdyUMYZK/HeamzLwpjGsaQBV8HKam9ZQ41+bjENOmDpNJFUeKLtwypBDpZejDLyc5qZdGftrX3+uFk4d2mtUwV3DlNwCiIyJ9dgMnVgqS3dA0+U643cMoj12cmGfuIbmDmRwU8YYKvHfaW7KwJvGsKYBVMHLaW5aQ41/bTIOOWHqNJFUeaDswilDDpVejjLwcpqbdmX01b5qfwk0XDxnVAsOC4exkwr6xD7EUFN4lHz5zKlexmTa1FkQHuU7TqIMbsoYQyX+O81NGXjTGL6e4N6/q4KX09y0hhr/2mQccsLUaSKp8kDZhVOGHCq9HGXg5TQ37croqz2GtsFYhfhfvaCBOGb8JIgaFq/9CY+g0TC8cv5Mr+4SMydC7OgUX0Nov8vgpowxVJLFaW7KwJvGYHq8jEqq4OU0N62hxr82GYecMHWaSKo8UHbhlCGHSi9HGXg5zU27MrK0v1pfByf37TBiH+ptImJiISQ0DBovXex1xxB/j0lMgtEWgmfL4KaMMVTiv9PclIE3jcHyBHfXUQUvp7lpDTX+tck45ISp00RS5YGyC6cMOVR6OcrAy2lu2pWRtT0eLWNQaz04dn/tMC7i6HG5TJ7Nej8yuCljDJX47zQ3ZeBNY7A+wV31VMHLaW5aQ41/bTIOOWHqNJFUeaDswilDDpUUkAy8nOamXRmttMfA1jVH9kFbc5PXZvHJ6TB8bKYlw9BNnFFJFqe5KUPf0BhWnmAyDq2hJa42GYecsCUlxwdIGYpUpZejXdRY8HKam3ZltNoe7xfW1ZyES2dOQVvTVa35oOBgGBKbAGgYRgyNsdqlUjsafk3e1IiFN3bHYRnDaW6yzFEGDjRGNwKqrInT3LTLCbvtyTi8jmBLSws89thjsHbtWjh//jyMGTMGnnzySXj44YeZMHaaSKo8UExg9VNJhhxkHNpdpcBp397WCnDtGgSHhFreKTRLKYObMsZQif+kN/k8SzJ4I2MM4iYfPvDohYzD6yg2NjbCz3/+c3jwwQchPT1dS6G3dOlSePvtt2HJkiU+sSYl5xMipgoDTQExgWLTmHaam3ZlVKW9DG7KGINewOrtUtnluAzeyBiDuGmXCfzak3HYD5YrVqyAnJwceOaZZ3wiji9gKoQAIUAIEAKEACHgDgQwNupALWQceln55uZmyMzMhBdeeAFWrlzpkx+edmc6Ozqgvcn7xXifnQ6wCohV8eebNalzcjOFSr+/9BgMjo2FvLn5wsbZU1yq9T2lMFf4GPkLpkNQcLDHcZzmpkwcZGAd6GMgSWSuicrcFPZgSuxYlt5EnYml8KY5EBIRIUxClbkpTGgFOybj0MOi4NfCAw88AKdOnYIvvvgCgoKC+tRavXo1rFmzptffzV8ZrQ0NcLm8XMFlV3NKV6qrYd1rb2uTS4kOFTrJk/VtMHr2bChYOEPYOLoyFWno6mPMXrYEwoZ4zvLhyTiUyU2ZOMjAOtDHQMLLXBOVuSns4ZfYsSy9iToTy6Jv3AtDk5KESagyN4UJrWDHZByaFgUNvEceeQRKSko055SYGDbPRqdfwApyy/KUZCk5nBgZh/I+XGQq+0A33GRgRcahZdWkdANZepOMQ6VpwH1yZBz2gBQNw0cffRSKioq0HcPY2FhmwJ0+umOeqMIVZR2P6C9HOlaWc+VB5jFRoB/5ysAK+S9jHH0MOlYWq3Rl6U06Vha7jqr1TsZhjxVBw3Dz5s2wbt06iI/vysnKWjwZhw0NrVBRcZm1C9v1EhOjICIixHY/Tnawr3ivNvykwslCpyFjHJljFC7Ig+DgvtcfEERP3Ozo6ISmpnahGOudy8RBJG/cIgeui0xZrHKT9Kb1x1Lmeop8xlTnpvWVCdwWZBxeX7vKykpITU2F8PBwCAnpNrBWrVoFL7/8ss8V9vQCLi09B7/61W6fbXlVWLEiE5KShvLqzpF+ykoPaONm5d4gdHwZ48gc4+Zls2DIkDCPmHn7cCkvl/PhIhMHkbxxixxIEpmyWOUm6U3rqk/meop8xlTnpvWVCdwWZBxyWjsyDvkAKUPJyVZAIpWpjpfVFzDuzpBxaI2zMrgpYwzZ/LfKTTIOrfFS9nqK1GeyZbHKTesrE7gtyDjktHZ0rMwHSBnHI7KPLkQew+h4WT26o2Nl63yVwU0ZY8jmv1Vu0rEycRMRUFFvWl+ZwG1BxiGntaMsFHyAHGhR+O2ixoKX09xkmaMMHGiMbgRUWROnuWmXE6q0V2U9eeChiiwDnZtkHPJgs5dL/5y6HlDdyFAMCKiMcVQZw2klpwoOdh8kt8ihEv+d5qZdTqjSnrhpbSVY8Bro3CTj0BqnvNYe6ETiBKMUo02ll6Nd3AJBybHMUQYONAbtHNrlgKrt3fKMqaSbB/o7nYxDTk+7SCJduXAWLp2uhqb6Ouhob4fQ8MEwJG44xI5OgfBIz1kxOIklvRsZSk4lBWQXYBa8RHKTZf4sc2Tpp786NIY1BFXBSxQ3MWbt5bM1UH+2Bpqu1MO1zg4IHRwJQ+OHQ+yoFAgdLC79m7WV4FNblfXkIY0qsojiJg+MZPRBxiEnlEUQqb2tFWoO74PGuvMeZzkoKAjik9MhISVDi2XnhiJDMZBxKJcpMtaUxrC2pqrgJUJvtjZdhVOH9kBzQ71nvRkcDCPTxmkf124pqqwnDzxVkUUEN3ngI6sPMg45Ic2bSKjgTpbugLZm31kshg5PhDHjJgEai4FeZCgGMg7lskTGmtIY1tZUFbx4682m+ktQdaAEOtq68gD3V+KSUmFk+nhf1QLid1XWkwdYqsjCm5s8sJHZBxmHnNDmSaT21hY4sbcY2pqu9ppdcGiYdhzS0ngFrnV29votJjEJRmfncJLGuW5kKAYyDuWur4w1pTGsrakqePHUmy1XG6Byb3EfwzAkfDCg7kS9Cdeu9QJqeGqWdvIS6EWV9eSBoyqy8OQmD1xk90HGISfEeREJjb7K0h3QdLmue2aDBgEqsfgxqdruIBqPtWUHoOHC2V6zH5E+DuKT0jhJ5Ew3MhQDGYdy11bGmtIY1tZUFbx46c3OjnYo37W11wf1oOBgSMycCDEjRmvXblqbGqHmSCng7mLPMmbiFIhOSLQGoGK1VVlPHrCoIgsvbvLAxIk+yDjkhDovIp2rPAbnK4/1MgzHTJjcR3nhhevao/vh8plTRl00HFOnzIDBQ6I5SSW/GxmKgYxDuesqY01pDGtrqgpevPQmGn29dGFwMKTk5kNkdGwvYDo7OqD64C5orLtg/D04NBTS8+ZASFi4NRAVqq3KevKARBVZeHGTByZO9EHGISfUeRCpufEKVOza2uvoY2TGBIgbM9bjLHGX8eT+Erh6qVvRhUcNhbSpMwP2/qEMxUDGISfSM3YjY01pDMbFuF5NFbx46M2Gi+egan9JLwCSbpgGQ+NHeASlo70NTuwphtarDcbvGP0hOSfPGogK1VZlPXlAooosPLjJAw+n+iDjkBPyPIiE9wx7HicPTRgJSROn9jtDPGIuL9nc657NyMyJEBegnngyFAMZh5xIz9iNjDWlMRgXw2XGYWdnB5SXbOl1nBw3JhVGZvTvaIIf4id2b+t1dxuNQzQSA7G4hf8q6WYe7/RA5JI+ZzIOOa2eXSJhTC4MW6OXoJBQyMhnO+owt9WOSfLnQkhoGCfp5HUjQ8mppIDsIsuCl11uypgjjdGFAMt62sVK1jgsstjl5vmTx+HciTIDktCISEjPmw1BQcE+YTK3DYuIgrS8WUxtfXYuuQIL1nanJGMMN3HTLt5OtyfjkNMK2FFyeDx8vGRzr69fvEhtJQ5X5d7tcPXyRUMalq9nTqJz7WagKSC74LHgZYebduenkrK3KwsL1oEwhkprYoebGK7m2I6N0NneHbbGyu6fp13H/q7x2F1bke2Jm9bQZcHLDjetzUbN2mQcXl+Xl156CV577TUoLS2FpUuXwnvvvWdpxewQCbOfoHOJXrR7g9NmWQpsjQFfK3ZvM+4roqdeZsG8gLtkzfLQWloYL5VljKPKGHa4SVh3I6DKerppTexwE3cMcfdPL/7cG8TsU9UHdhl9oFNKxvR5Abd7SNy09lSw4GWHm9Zmo2ZtMg6vr8tf//pXCAoKgrVr10J1dbU041DbNdy5qVewa7xniPcNrZZTh/dC/dnagN49ZHloreJiro87BsVfbIVr1zphUsENdrvz2r5050EIi4iEvDn5wsZgwctJJYf8Llq3RbvbJRLrfTu6sM6f6yzWdhe6ZHOJFnIlN3+i3a76bV+689B1bopzwhDJTcwedXz7RsAQNnrBD2p/IjWc2FPUK7xNIO4esmBtl1Alm3dCy9WrMKlAAjcjIyFvdmBy0y7OqrQn49C0EqtXr4Y9e/ZIMw4vnTkFtUdKu3cNh0RD+rRZfvEDg8Di5Ww90CuGtsksXBBQdw9FKzl8mVTsLoL9JYc1jLMnJPmFNUujo4eqAe9/3rLqPmE7uCx4OWUcohFeuacY0HCTgXVQSAjc/LV7NKNHRGHB2s64aPB88n9vQUdrq1Be4hw1boaHw9L779M4KqKw4OUvN80hv1ic97zJ2FB3HqpKdxo/Y9BsPHUJpIxTLFjbWWPM1PXpG3/WHB9F6kydm5jsAfVmULDvu6P+yMWCl7/c9Gc+KrYh49Bh4xADt7b0yAHq766hLoZ59zDQMgCwPLR2HiQ97AW+HGUYLDjGvDtvhthRyXam7bUtC15OKTm8A4t3YWViPefWxRCfLCYQPAvWdhb58pka2PDeR8J5qb+A8b8LV9wG0cNH2Zm2dG7iR8ex7Ruho7XFGNvfXUO9A/Pu4ejxk7Tg2YFSRHPz4qlK2PTh51K5ufie5TAkNkHIErDg5ZTeFCKwH52SceincYg7jGvWrOnVGgNTWyn6y1NvExY5RPO0Q1L6W7S7hxgr8XoJtDs0LA+tv9hgO92zeyAZLE4pOScM8Zk3z4cRqVl2KGLL2LEzcF3NSdj498+kvoDnL7sFhiWK2T1neZb94ab5jnZUbIIW8NpOuXL+DFQf3G10MXhojBYvNlAKC9Z2ZMG7nVs+Xi+VmwtX3A7Rw8VkrmHByx9u2sFYtbZkHPppHJoX0h8ioTJCpaQXqx7K3shUuW9Hr8DYo8blwrCRY1Tjnsf5sDy0dgTB3ZmaI/uM3ay8uXl+3VPqbw6tTVe1bA26ATr71kWQkJxuZ9q2DBZ/uMljsvoLV8dh6uypEBk9jEfXRh9tLc1wqbbKwHrmknkwIi2b6xh6Z6K5ad6diR4xCsIjh3CVBeP7XTl32sBr3h1LLEVFsDIZFrz84SZendHyJF8vVjyUvc0fP+y1u9898tmPnVwIkTG9M6xYkV9mXRas7czHbBzGJCZB2OAIO132adt05bKWElbXF4G4q80VEIc7I+PQIeMQDYjjOzYao2Ncw6zCBVzuWJgzBuAlbTx2CYQiWsnpdzx1BSRi50S/w2QYh0sXQkJKhhD4WfDy5wXMY7L150/DqYN7DGU/TpOT4gAAIABJREFU9/abvGb78Xc8zJOLR4I61jOXzIURaeP87a7fdixY2xn44qkTsOnDtVoXeK/L7hUTT3OpP3caTh3qsSZ3LBEWMJ8FL6vcbLx0AU7u22GIhqctGA+WR0Hj/MzxQ0ZXQ4cnQtKEKTy6Ft4HC9Z2JoGe4Vs//dLgZsqkAogaFm+nyz5t62qr4HTZAeNZXvCVW4Ud7bPgZZWbXMFQoDMyDq8vQnt7O+D/nn32Wdi3bx/8+c9/1ryXw8LYAklbJdLZiqNwoarcoADek+L1UsOv4PKdmzWvR73YvZMji6ssD62duehHUoZxuHwp911V/QU24I1DCYYI7jZgpgsd6xk3zYGR6f1nx/CXP6K5eaG6Ajb/44tu47CfFHD+yiDDYNfnxoKXVb1ZfWiPtvOpl8SsG7jd50VntbLiL424iYHk0MeCtb+cwXZnT5TBth7GoYhdVbNuXrD8VogZKebeJwte3rhZWVkJJ06cgLlz52o2whtvvAFlZWWwZMkSmDkzcK4i+OIDGYfXEfJ0h3D+/PmwYcMGXxhqv1tRchjW49j2LwFT3+klc/p8QA8tXgVfNGfLjxjdYUBtPLZWvbA8tHZkkKGAzMbhrJvnAzoGiSgseFnhJs851p+rhVOH9go9wtTv2BrG4Y1zfKZO81dGFqz97RvbXaiqgM0fdRuHPI5LzfMxH/XPvf1GwID5IgoLXla4id7cx4o3GCnveJ626PKfPnYQ8O6nXkakj4P4JDEOTjwxZ8Hazni4mbHts66TLtzVlmEczhfw4a5jwIKXJ25i/ONVq1ZBZ2cnzJ49W4uJvG7dOm1jaf369fD222/D8uXL7UCtTFsyDjkthRUlZ778zONCtVkMGYqUE3S9umF5aO2Mi4ofXwC6MSHi6OLq5Tqo3FtsjDFQjUOz848Ir22zcVh442xIzJhghyJe24rm5vmqctjy0TrjBSzEOLwe9Fnn/5zbFgszfljwsqI38dj9zPGuEFRYRHzwmh36eB5bCyHl9U5ZsLYz/tmKI7Dts00GN1OnzIAIzveHZVz5sWscTps2DX7zm99om0GzZs2CDz/8EG699Vat2z/+8Y/w3//937Bt2zY7UCvTVnnjsLGxEfbv3w91dXUQGxsLOTk5EBUVpQyA+kSsKLmqA7u0i7d6GTNhihCvLPMRTCA4pohWchdrTsKZHsahCI+4q/V1Wny/7ntwzjpJWOEmzwfL7Pwj4n4nOlhUlGwxsC5cPEvYDrlobpov/Sfn5nMP5WH2IHc69I8VbpodUURdlcFMU81XLhuPwtjJ0yEyJo7no8G9L9HcPFN+GIo+39xtHE6dCRFDY7jKIUNf2DUO0QZBWwRLeHg4oH0SEhKi/f+2tjZITEyECxcucMXFqc6UNQ7//ve/w4svvqgd6w4ePBiio6Ohvr4empubAY97H3vsMVi2bJlTuPUZl1XJ4VFyWfEGI1B1cGgYZBbOF5KuyRzcNSImFlInFyqDmaeJiFZy+qVzwyPurtshOoFvuATVnCRYucmbGDJ2ArTA7zs3u9I4FHHp32wcBoonvf5M6RwNt5EswBfPdccIvR7eexs9bpKvZo7+Llpv4o5t0dpu41CEYd7npEFBT/qEhAQ4f/68ttaTJ0+GvXv3GuuOxiH+fvly94eFo6SwObiSxuG8efMgNDQUvv71r8PixYshKak7DhemtsMzftzCbW1thY0buz1+bWJhqznrCxiPjs5VHDXGwvs+IzPEXKDXwjPs2NgrNV9GwVwIi1Bv59XKF52dhdKPpnTjcNFdd/iVqrC/OajmJMHKTTu4emorw/nHbBxOXzgDRmXn8BZF60/0C1iGR2igetLXlh3QQhbpZWTmRGFe1uiYcrRoPVzr6NCGQ8eUrBkLIThETCYZHmQVzc3Txw9B8dot2lTxzqEI4zAQPOnxnuFrr70GWVl975DjcfJ3vvOdXgYjj7V1qg8ljcOtW7dq5/m+Ci6GKt5BrC/g4zs29fIiTs+bA+FRfGOZ9cQNj6rwpaMXDKkiyjnC13qx/C5ayemOOoZxuPJOGBo/gmVqzHVUc5Jg5SazgIwVZTj/6CGh9PUsWDgDRrvEOBRx6b+x7gKcLN3RHYMzAMIsdXZ0QFnReiOPsmasFS4UlvYP6V1zdD9cPt2VRQmL6ldyROtNvKeN+egN4zBvNgyOGsqoCdiq9TEOBYS+0mfCgpcnvXnq1CnteltkZN8UnbhRhcfM6KTihqKkcYjAbt68GebM4RO/SsZCsbyA9R0lfT54oRcv9oosrc1XtQT1ekGPaPSMVrWwPLR25o4eoXi5WjcmFt+9DIbEDbfTZZ+2qjlJsHCTKwDXO5Ph/KPz2zAOFxTC6HG5IsQRvnPYxyN0SiFERvMNwhyInvS60aAvKgYHHzN+spA11js1x1OMio2HlNwCoWPa6Vy03jQbhyI2NQLZk97O2qnaVlnjMCIiAsaOHQvf/OY3tePlkSNHqoqhNi+WFzDe28BjTb2IPBrpCdaJvcXQdLnrEi2WsQJeOrwWR7SS04/1hRqHijlJsHCT1/r17MdsHIrIeNDW3KSFheo2DqcLux8mmpsyPEID0ZPenElKhBe3mf94JUcLN9bSbPyUWbgAQsMHi3hUbPcpmpu1R/fD9vVF2jzxWDk9fw737D1XAtiT3vYCKtiBssbhpUuX4E9/+pN2vo+XPnGr9lvf+pbmNh4cHKwclL5ewJqyKd7QHdtw0CAtIwrmPhZdzBesRYSA4CWDaCWnH7MbxqGA5O4tjQ1QXqKOk4QvbvJaO3M/fZx/BORKxfR5+Fzp65k/v0DYrpJobsrwCA00T/qOtjYoK15vxDZEBz7Um3i0LLqYExVgkgJMVqBiEc1NPGbf0cM4zCiYB2ERfY9W7WATyJ70duRWta2yxmFPwEpLS+H3v/+9ZiyiYYg7iQ8//DCMGycmTZY/i+XrBazf9dH7joobDik5ef4MZblNXwWLqfoWSlGwVicrWsmZjcMb7/kK4JERz6Kak4QvbvKUvWdfMpx/NO//ovXdxuG8AhgzQcyRo2huyvAIDTRPev3eqs4rmR+2epgkfezwqKGQnjdb1ONiq1/R3Kw5Ugo7NhQbO4cyjMNA8aS3tXAKNw4I41DHD6OQf/DBB/DEE08AprDpuO5NpgK+vl7A5gvOGBpBVGogT3iYj2ZE5G3lsQ6ilRw656CBqO803XjvV7jnCDU7STjtQeuLmzzWzVMfMpx/zMZh3rx8YflwRXNThkdooHnSV+7bAVcvdceNE+Gk0x//y3dthZaGeqNKmgBHDB7Pn2hu1hzZBzs2bDeMQ94ZvbDjQPWk57F+KvYRMMZhbW2tFr4GdxBramrgnnvugVdeeUUZTPt7AXd2orfdhl45O7NnLoKg4K7gmTKKnlNVH2towkhAA1G1IlrJmY3Dm+67CyJj+F767+NB67CThGPGoQTnH8wEVLZtnWHs583NE8Zr0dyU4REaSJ70+pUBXUehMx3uWCGfZRVzGtK4pFRhubvtyCSam6cO74WdX+7oNg4F3L8MRE9685pt2bJFS6vnhqK0cYhBJd9//3149dVX4fPPP4f8/HzNQeW+++5TLktKfy9gc7q8ocMThe1ueCOlJwNVxdhdopWcfo9I3zm86at3cfcIVc1JwinjUIbzD16ZOLrtC1cahyI8QgPJk96cLi8+OR1GpGVLfe/qO9P6oCHhg7VoDzINVBaBRetNzJG+c2O3cYjvDt735QPRk968NkOHDoUrV66wLJnydZQ1Dr/73e/Cm2++qd0xfOCBBzSjcMIEMTlTeaxSfy9gcxo7p4500eMM7/DoRcXYXaKVHHqEYjgb3Thc8tWV3HOEquYk4ZhxeD3Gpkjnn472Nji6tds4nDZ7KqA3q4gimpsyPEJVSzfYHzfNaeycOtLFuJC4q6UXFdPpieYmvsNKNu40dg5FGIdmT/qZN8+HEal9g03zeLZZ8HJKb/KQj0cfyhqH6JWM3sl33nmnkbuQh8Ci+vBGJHx54YX5a52d2tBBIaGQNWOBkHR5vmQLhNhdLA+tLzn7+x09Qi9Wn+g2Dr92N/ccoao5STil5GQ4/2CA5CNbPjfW003GoYhL/4HiSd/a1AiYMEAvTjqDmJ1ihiUmCcvC469uE6038c56yaaSbuNw5iIICQ3zd7oe2/UxDpcMzJz0XEG10ZmyxqENmfxuisfYjz/+OLzxxhtaH/fffz88//zzTMaptxewnl9Wn5STiqVP7C6J4XRYF0W0ktNjTeq7WTfffw8MHhLNOj2meqo5SThlHJ6rPAbnK48Jdf4xG4dTZ02BlNx8pnWyWkk0N2V4hPbxpF80E0Zl3WAVCqb6LHh546bOHX0gzOqE2Z2cKOYP/ODQUMCYh0FB6oRUY8HaDnZm4zB75mLuGWoCyZMenWExekpJSUmfY2T0i3BDUd44PHr0KDz55JOwa9cuaGho6IX5xYsXua7B008/rd1x/Pjjj7V+MbbiihUr4Cc/+YnPcbwpuZOlO6GxritRN5aUSQXcvWN9Tq5HBX3nTP8T5nXG/M6qFNFKDj1C605VGgaLEONQMScJx4xDk2f4TfetgMiYOK5Uwx35w5s/M9Zz6qzJwjJZiOamDI/QQPGkN6cZzZg+D8IG842rZ4WIqkd7EM3Nqv0lsGvLbg0yDIKdPWsx91zTgeRJ/9BDD8HatWs1GyEqKqoXlXBDyQ1FeeMwLy8PcnNz4d577+2Tz3D+fL5p4JKTk7WdwpUrV2pr+8477xhhc3wttqcXsLaDVLwB4No1rTle4MUvTicvM+sX0nV5Bg+NgbSpM32JJ+V3fNGvf+8fgLsb428QY7Cis0hHW2u3cbjqXu45Qs1OEuNz07gHjNUX5ND+Cu2f02ZOgcTMiR7XyRM38d4lerCLLJhdAp8Bw/lHgGc47oYf3vSpMcb4nFQIi+ytrHnJqGM9IUdMIOS25qtwaF/XeuILWERGDnO6wQmT0gG9gEUUHa/8OXmAAaQ9FU/cNOsoGWlGfcnfJ9qDA06F3uaI+gb1Jq6tKG7iR8Xh0m5ujpt9EwRxTkZhdpaaMDlDWEYanZvT5xd63ZHu76M6Li4ODh48CImJib6oE7C/K28cxsTEQF1dHQQJjoiPY+CCl5WVQWZmprag+O/s7GzAbC04j/6KJyJdrDkJZ44dNJrhDh3u1Dldju/cDK1Xu3dhMwrmQliEmBeqFVnxjtqWj9cbL0crba3W1Q2WW1bdB+FRQ6w277e+2UkCX/Siii7HlJmTYewkz7lfPXETw6ZgejsZRaRnOM7/0MZPDONQBtayxhBx6d/sSS9Dlv7CC3niZp/TjcyJEDc6RQZVvY6hQjgyb5MzX0cQBZT+HCNnZBiHMrhZsHAGjM7OYf5w0StmZWXBnj17lIuawnPtlTcOMZ7hD37wA5g1axZPufv0VVVVBSkpKXDu3DlISEjQfsd/jxgxAvC3pKTeL/jVq1fDmjVrevWDuxg9y4k9RYD3KPSSOnUmd+cHf0DRHQX0tgljM2H42C6D2KmC2B3fsREO7C7TpiBSMWD/mqIbBHD7ww9yPx5BWcqK1vXaBRKFayAZh7d+Y5WQnQDMgSuDNz1fjqLXc1zOWNBioXK+14Z3NDH0z5EDXR8GIp8zHS8rxqGTaUZ9rak5kYEK0R46O9rhaNF6OLK/Utp64m4zfrjwPgEzxyyVwU0rxmF9fXcwdEzG8dFHH2k2wMiRI3tRJzqa7x12X7wU9bvyxiHu6OHxcU5OTp8t3F/+8pfccNF3Do8dOwYZGV0Xn/Hf+IXg784h7sxcPlcLTZfrtJ053KFToej3jvS5qDA3s6caKoZBnI8temJ/7EgNRA8fBfPuWCJkSerPnYaNH34GHR3tMG5CspAxsNMjh6q0vqfOmOw1HaPH3Znjh6HudFdb0QWxHho/EuYvu0XIUJiTdcMHnwDu2MrAWvQYwcEhMOfWxTBs5BgheKH37eaP10njZv7sPK8pDc3cRONV15uYmSQqNkGYg5FVcPukQFVgbpfP1ADeVe354SJKb6KuCQ4Jhfm3LwFMoiCiYD72rZ9ugI7ODinPcuGCGczXcfD0UjeIe24E9fwb/lulzG121kh54/DBBx+ETz/9VDMQIyN7X0jG4Ng8C945fOGFF+Cuu+7Sun333Xfhhz/8IZw86fv4rb/7CXgXpL2lhXsmDjuyq7arqR9z6kpu3p03Q+wocUaV6AvcuDaqjOGUQ4rOT1VwsPO8qLSeduVQSZb+uIlhd65d6+QeTcBf/FTc1URHEfw4MtKBCsgVL/M5VpmbmLKXpYwdO5almvJ1lDcOMeI4eiyPGjVKOJjolfzhhx9q28VYMNbi8uXLbXkrC5+0nwOodB8SHVHQccdwFAkaBLd94wHucbR6QjWQDBYyDv18SEzN3MIZlV/AfFZKXC96KCx9hJEZEyBujDPGAB7DHiveoMXQReMwKDQUbn/o69yPe8k47OYTfiBgBhRPR8d47Iz2Cu/jdnFs7r9n5Y3DG264ATBf4bBhw4RjhHEO8X5jzziHuJMYEuI7B7LTL2Cr4KjkSa0nXEcZUMmhB/XNX7vbqkiW6rvlRc8ih9PcZJmjpcXzUJnGsIagKng5zU1rqAGo5EmNx+944qLrzSEJI2DxXXdaFYm5vgzOqP7hgvZAUVERvPXWW31w+9rXvgYzZ84EzO7mhqK8cfjb3/4W/va3v2mxDs0XPydNmqTMGgSakkPgTu4vgcaL5wwMU3ILICo2Xjqm6G13+cwpQ8nFJafB3FsXC52HDEWnyhhOc1MVHOwSyi1yqP4CtrtOotv3icFYME9YqKr+ZKncux2uXu6K9Ysf1RgJY8aNc4SJL4P/qnMTQ+u9/vrrMHFi37Bhhw4dglWrVmmBsd1QlDcOvYWwUe3ip9MvYH/IqF9m1tvGJCZ5dev3p3+WNuYQEUeP1kDS+EmQN0dMlgt9TjIUnSpjOM1NVXBg4WN/ddwih+ovYLvrJLq9Ctlb9JBEuqzHj5+F0eNyYdqsqcLEl8F/1bkZHx8PFy5059k2g+3rd2GLI6Bj5Y1DATIL6dLpF7A/QulhEK51dGjNncj7bA4uW117FeKT04QqOZUUkD/r1rMNi8J2mpssc5SBA43RjYAqa+I0N/3hhDnvc1jkEMjIF7dj52mOF6or4Gz5EeOn2gsdMGzkaKF6UwZnVNLNnrgZGxsL5eXlgP81F4x4kpaWpkU3cUNR0jjEs/sf//jHMGHCBK8YY3Tyn/70p/Dmm28qsQ6BqOQQuFOH9kL9uVoDwzETp0B0gryo7+a0VBevhgNmRBD5BaySArJLXhaF7TQ3WeYoAwcag4xDuxzQ21fs3gbNVy4b3aVNmyXVq7pi11bt/qNeLrdHQ9jgCKF6U8ZzrJJu9qQ3b7nlFli2bBk88sgjfaj08ssva1fgMLqKG4qSxiFe9vzRj36kZSxZtGgRjB8/XvMOQm+gw4cPw7p167St3Z/97GdaWj0VitMvYH8xuHLhLFQf2GU0x/hVSRPFHU30nKenhPZXOmM1by8yDtlWlEVhO81NljmySeu9Fo1hDUFV8HKam9ZQ666N8fjOHD9k/CEuKRVGpsvJfoXpRct3bjbGDo8aCpdausK8idSbMjijunG4adMmuO222+Cpp57SbI/Ro0dDTU0NvP322/Dcc89p0U7mzJG7i+wvh321U9I4xEmjyziGlMFI5JimBrdscSt3ypQpcMcdd2hhZkSn1PMFXs/fA1XJdYWRWQ+YnxPLoKAgLfo9BjsVXS6dOQW1R0qNYYYlJkHt+a55iFRyKikguxizKGynuckyRxk40BjdCKiyJk5z019OOBnt4dyJMsAsV3oZnpYNJ6u6djFF6k0ZnFFJN3vjJhqA3//+9+HEiRPGGqSmpsKvf/1rzXB0S1HWOAw0gANVySHOtWUH4FJtd7aMUdk5gIaa6NLT2w7HSplUAEcOdgUcF6nkVFJAdjFmUdhOc5NljjJwoDHIOLTLgZ7tT5buhMa688afUH9FDRMb7UFPM4oOKXrJmD4P9u/qun8oUm/KeI5V0s2+9GZZWZmRbjc7O5sntZToi4xDTsvgi0ichhHSDYZDQENNLxjOBsPaiCzmFH6hgyMgo2Ae7N62R7iSU0kB2cWYRWE7zU2WOcrAgcYg49AuB3q293TygR/WIkvjpQtwct8OY4jImDgYO3m6MtmYeMiuir5wWm/ywNJOH2Qc2kGvR9tAJpKWFmr7l9De0mxIhEfLIWHhnNDp2435aCQhJQOGp2ZJUXJkHApbVo8dq6Ls7UrtFjlU4n8g603znWkZ0R4wjzKGINPLqHG5Wg5u4qa1p5sFr0DmpjU0PNcm45AHinhXb9Ag7Z5koJazFUfgQlWFMX0MqBo3JlWIOB6PRq4HkmV5aHlMSsY4qozhNDdVwcEub9wiBxmHdpnQ3b760B64cu608Qd05kOnPhFFM0YxXd710GODgoMhe8ZCCAoOIePQIuAsz7LTetOiSNyrk3HICdJAJ5I5LdTgIdGA4RlEFG9HI7JeWrLGYVFAdvFlGcNpbrLMUQYONEY3AqqsidPctMuJK+fPAIbj0svQ4YmQNGGK3W49tr90uhpqj+43fosZOUYLfO0mfaaSLIHOTbskJOPQLoLX27uBSOUlm6GlscFARFTsLm9HI7IUg6xx6AXcRSVVcLD7qLtFDpXWJND1pjnDE0Z7yJw+X8iVnBN7i6Hpcp1BY7xriHcOVVpPu8+YSrIEOjftrgUZh3YRdJFxaI66jx7LvC9YY8icsu2ej0ZkKQZZ46hiTDit5FTBwe6j7hY5VOK/09y0ywlsf/rYQair6YqygAVDyyQkp/Po2ugDP9rx410vugMf4qfSevIQWpXnzA3ctLMeZBzaQa9HWzcQqb2tFY7hnZbOTk0yvNOSVbiAa8xDswFqzucsQzG4SZmy4OU0N1nmaPcxpDGsIagKXk5z0xpqnms3N16BipItXg03HmP0MUBTswCd+PSiynrykFUVWdzATTvrQcahHfRcZhyiOOYj35GZEyFudAoXlDRHlJ2boK3pqtFf6tSZEDE0RqqSI+OQy3Iyd6KKsmeesJeKbpFDJf675QVsPvJNzsmDIXHD7VJOa9/Z0Q5lRRu0/2of7R6Oromb1qBmwcst3LSGTHdtMg4xCHRtLXz729+GnTt3av/evXu3lonFSnELka7W10HlnmJD9PCoIZCexycdUMPFc1C1v8ToG3Mop06Z0QtmlofWyrp4qytjHFXGcJqbquBglzdukYOMQ7tM6Nv+8tkaqDm8z/gBDUM0EHkUPLLGnUO9RA8fBWMmTJauN2Xwn7jJgzF8+iDjEADOnDkDf/nLXyA/Px8KCwsHtHGItCov2QItjVcMhvGK/I+GIRqIetFjdPWk8kBTQHYfYxa8yDi0i3JXexas7Y4kYwyVZHGam3bXS2+PjinHir+EjrZWo0sM6h8W0ZXz2E4xOwqOnVwIkTGxZBzaAJXlOXMLN/2FiYxDE3JIiIG8c4hw1NVWwemyAwYyUbEJkJKb7y/HtHbmC9XBoWGQWTgfgoKCpSs5lV6OtkBlNFicVnIsilgGDjRGNwKqrInT3LTLiZ7tzbFih41KhlFZN9gawnzaEh41FNLzZvfpU5X1tCXs9caqyOImbvqzLmQcknHYhzedHR1axpSeX8F2w9qY7zLGp2TAiNQsR5QcGYf+qAr/26ii7P2XoKulW+RQSRY3vYDbWprh+I6N3Q59HMLanNhTBE31lwzqest7T9y09nSz4OUmblpDp6u2643DtrY26LgeUd4TQOHh4Vp2E72w7hyuXr0a1qxZ06vLQM6QYsbm/MnjgCnu9OLpngsr4bQ8yjs3AVzPIINe0FossNAwMg5ZQfRSLxCUHMscbcLgGsNNBlZkHNplm/f2NUf3w+XT1UaF+OR0GJGW7deA5pz3IeGDIbNgnuaQYi4yeCNjDOKmX1QR0sj1xuHy5cvh/fff9wpeRUUFpKZ2p4ljNQ7NHbrtKwPjEeLuoe4hh/Km5c2GwVFDLRMRo/pjdH+9xI4ZC4kZEzz2M9AUkGUwTQ1Y8HKamyxzlIEDjdGNgCpr4jQ37XLC3L7lagOU7+yOR4ip7TIK5voVFPtk6Q5orLtgDDEyYwLEjRnrmN6UwRkyDnkz0v/+XG8cWoWGjMNuxM6UH4aL1SeMP/jjgafdNdy1pXvXMCgIMvLnAgZx9VQGmgKyyk9/dgycfgHLWFMawxqTVMHLaW5aQ42tNqbTw7R6xsfw6BRIzJzI1vh6rYa681BVutNoo93Rnj4fgoJ739HWK6iynpaE9FJZFVncyE0r60PG4XW0mpubtX9FRERAcXExTJo0CcLCwiDIwxa+J4DdSCQMin18+8Zeu4dWPZfNHsqxPhSlDMWg0teplYfVX2PaaW7KWFMawxqTVMHLaW5aQ42ttqcPYnQiCYuIYuoArydV7NraK2LEiLRxEJ+c5rW9KuvJJKCPSqrI4kZuWlkfMg6vo9Xz3qEO4Pr162HBggVMeLqVSOa7h2GRQyBt2sw+XsaeQLpy4SxUH9hl/MRyxCJDMZBxyERpbpVkrCmNYW25VMHLrXrTfPcwclg8jJ1UwLRIF09Vwpnjh4y6eMqSnj+nX52rynoyCUjGIQ+YhPdBxiEniN2q5NBzGZ1J2lu6dlaxYNqm4R48jXtC2dHept29aW9tMf6MbXqmfPIEvQwlR8YhJ9IzdiNjTWkMxsW4Xk0VvNyqNzXP5Z2b4FoPZ0hvnsY9V661+aoWZ7Znu9HjJ0HMiNH9LrAq62mNhZ5rqyKLW7nJukZkHLIi5aOem4lk3gGEQYO0uIdRw+I9ooLHIqcO7el174Z1x1GGYiDjkBPpGbuRsaY0BuNikHFoDSgbtc07gBilIW3KTMCsU54KBtLG7FTNDfXGz6w7jm7hv0q62c3vdBZak3HIghJDHbcTqRqNvXOnDSTwgjTeP/QA1AzrAAAMa0lEQVTkvWwOBouNPEX1p51DBmL5qMLyUnCamyxztIsEjWENQVXwcpqb1lCzVhs/kiv3FveKUxgaEQljJ02H0PDBvTq71tkJNUdKof5crfF3NCbTp+FdRd9ZVlRZT2sI0c4hD7xE9UHGISdk3azkECJ0Tjmxexu0NTf1MhAxx6e+g4hfvmfLjwDmAu1ZWI6h9foylJxKX6d26ceCl9PcZJmjDBxojG4EVFkTp7lplxO+2rc2NULF7iLobG8zqqKBmDRhCgweEq39DcOG1Zbt73XSgn9nOYaWqTdlcEYl3ex2bvriLhmHvhBi/H0gEKnpymXtSxi/cnuWyJg4CB08WIvJ1fOOIdbB8DdJN0zrFWi8P0gHmgJipJfXaix4Oc1NljnKwIHGIOPQLgf8ad/nWg52MmgQYFrS4JAQaLh4vpfxiD/7iupgnodbnjEyDv1hmJg2ZBxywtXpFzAnMXx2gwZg1cFdvS5Me2sUFRsPSROneY3N5amdDCWnkgLyCbiPCix4Oc1NljnKwIHGIOPQLgf8bX/5TA3UHC014r3210/MyNEwKjuX+YPaTfpMJVmc1pv+co1XOzIOOSE5kIh0tb4Oag7v63XEbIYxJjFJy4LiLWirN9hlGBIqKSC79GPBy2lussxRBg40BhmHdjlgpz3uINYeLdWOkb0VTLeHUR08hVbrb2y3PGMq6Wan9aYdrvFoS8YhDxS7klSDm3Ir+4IFQ9Xg3UJMi6ffQ8ScnxHRsVqw1iGxCb668Pi7DCWnkgLyC6QejVjwcpqbLHOUgQONQcahXQ7YbY/Xbi5UVcDlszXQ0daqdYd6E6/foGEYMTTGryHc8oyppJud1pt+EYFjIzIOOYE5kImECg/jIYaEhVveKTTDL0PJqaSA7NKPBS+nuckyRxk40BhkHNrlAM/2+FGNGwoh4eFMSQVo55Af+iw6yWm9yU9a/3oi49A/3Pq0GuhE4gQjsDy0PMaSMY4qYzjNTVVwsMsbt8ih0seR09y0ywlV2hM3ra0EC14DnZtkHFrjlNfaVu+IcBqWuiEECAFCgBAgBAgBAQgMpKtiZvjIOBRAKA8gu+Y+opu+ptwiix057LSV8OhYGsItsrhFDlw8O7LYaWuJOBIqu0UWt8hhl5sSKOP4EGQcSlgCeqAkgOzHEG5ZFzty2GnrB+RCm7hFFrfIYfcFTDgIfVz86pzWxC/YArIRGYcSlo0eKAkg+zGEW9bFjhx22voBudAmbpHFLXKQcdhNd7esqVvksMtNoYpMkc7JOJSwEKtXrwb8nxsKyaLeKtpZEzttVUPCLbK4RQ7khx1Z7LQlbopBgNZEDK4q9krGoYqrQnMiBAgBQoAQIAQIAULAIQTIOHQIeBqWECAECAFCgBAgBAgBFREg41DFVaE5EQKEACFACBAChAAh4BACZBw6BDwNSwgQAoQAIUAIEAKEgIoIkHGo4qrQnAgBQoAQIAQIAUKAEHAIATIOBQLf1tYGjz/+OLzxxhvaKPfffz88//zzEBISInBU6123tLTAY489BmvXroXz58/DmDFj4Mknn4SHH35Y68yXHL5+tz4j+y2ampogNzdXk+fSpUsBK8cHH3wAP/nJT6CsrAxiYmK0f3/nO9+xvSYqrpmnVSdudukKFdeLuEl6c6Bx0/6bKXB6IONQ4Fo9/fTT8P7778PHH3+sjbJ06VJYsWKF9oJXqTQ2NsLPf/5zePDBByE9PR2Ki4u1ub799tuwZMkS8CWHr9+dkPVf//VfYdeuXVBSUmIYh77m6et32XJ88skn8M1vfhNef/11mD9/PtTX18OZM2dg/PjxttdENVm9YUvc7NIVqq0XcROAuDnwuCn7HeDkeGQcCkQ/OTlZ2ylcuXKlNso777wDTzzxBFRWVgoclU/XaMTm5OTAM888A77k8PU7nxmx94IGIRq6v/zlL+Gee+4xjENf8/T1O/sM+NQsKCjQjEPcKTQXX3O1+zsfCcT0Qtx0XpcQNz1zm7jpbm6K0Whq9krGoaB1qaurg7i4OO04MDMzUxsF/52dna0ZK3hEqGppbm7W5vzCCy/A4sWL+5Wjs7NTKTnb29th+vTp2txxbsuXL9fw9rUeqsmBuxJDhw6FX/ziF/C///u/mgy4e/irX/0KwsPDba2JarJaeQ6Im87rEuKmZ8YSN93NTZXf2VZ0KGtdMg5ZkbJYr6qqClJSUuDcuXOQkJCgtcZ/jxgxAvC3pKQkiz3KqX7t2jV44IEH4NSpU/DFF19o/+1PDqyvkpzPPfccHDt2DF555RXYsGGDYRz6Wg/V5KiurtZ2bCdNmgR4tys+Pl7bQcRj5d///ve21kQ1WVmZTdxUQ5cQN/sylrjpfm6q+s5m1Z9W65FxaBUxxvr6ThUaKhkZGVor/HdWVpayO4eo4B555BHtnh46p+CXki859F0oFeTEOeBO5+7du7WdtZ7GYSDJgVzBncLY2Fht1xCPlrEcP35c44/+ceENc19r4ut3Fb+QiZtxmv5QQZcQN3u/BIibA4ObKupFRnPEr2pkHPoFG1sj3PnB48277rpLa/Duu+/CD3/4Qzh58iRbBxJroYJ79NFHoaioSNsxRMNEL77k8PW7LDFee+01bXdtyJAh2pDo4XnlyhXNUPzHP/6h3f3sbz1UkUPHa+zYsZojgu41rhuH6JgyYcIEW7KoJmt/HCFugraLrJIuIW52MZa4ObC4KetdpsI4ZBwKXAX0Sv7www/ho48+0ka59dZbtWNO1byVcW5oGG7evBnWrVunHWH2LL7k8PW7QIh7dX316lW4ePGi8bdt27bBt771LThw4IB2nP/ss8/2ux6qyKEL8O///u+aExMatmjgouFbU1MDn3/+ucah/rhl93dZa8YyDnETfK43C4486xA3u9Akbg4sbvJ8hlTvi4xDgSuEO1c/+MEPesU5xK9/1eIcovd0amqq5ujQc26rVq2Cl19+WduB608OX78LhLjfrnseK+s7iYEkR0dHhxZv8g9/+IMm58KFC+HFF1+ExMRE22ui6pqZF5S42R3nUCVdQtwELeoE6c2uE5qBwk2n3mVOjEvGoROo05iEACFACBAChAAhQAgoigAZh4ouDE2LECAECAFCgBAgBAgBJxAg49AJ1GlMQoAQIAQIAUKAECAEFEWAjENFF4amRQgQAoQAIUAIEAKEgBMIkHHoBOo0JiFACBAChAAhQAgQAooiQMahogtD0yIECAFCgBAgBAgBQsAJBMg4dAJ1GpMQIAQIAUKAECAECAFFESDjUNGFoWkRAoQAIUAIEAKEACHgBAJkHDqB+gAd86233oL33nsP8L/+FszM0NTUpGU7oUII8EKAuMkLSeqHNwLETd6IUn8sCJBxyIIS1bGNQGdnJ2RlZcH7778POTk5fvfX0NAAGRkZsHfvXi1TCBVCwC4CxE27CFJ7UQgQN0UhS/36QoCMQ18I0e9cEMA8wKtXr4adO3fa7u8b3/iGZmg+9dRTtvuiDggB4iZxQFUEiJuqroz750XGofvXWAkJ/+mf/gmGDRsGv/jFL7T5DBo0CH7729/Cb37zGzh58iQsWLAAXn/9dYiJiYGWlhZ45JFH4IMPPtDydiYnJ8Orr74KBQUFWlus99JLL0FxcbESstEkAhsB4mZgr5+bZ0/cdPPqqi0bGYdqr49rZjd9+nT4zne+Aw8//LBhHKJBiPdpwsPDYdGiRXDnnXdqu4u/+93v4H/+53/giy++0IzFsrIyiIiI0IxELCUlJTBr1izNiKRCCNhFgLhpF0FqLwoB4qYoZKlfXwiQcegLIfqdCwJ4DPzcc8/BypUrDePw448/hltuuUX7/+hoUlRUBH//+9+1XUKs+4c//AEKCwshKCio1xzQWMzOzobGxkaIjIzkMj/qZOAiQNwcuGuvuuTETdVXyL3zI+PQvWurlGSevoB3794NU6ZM0eb5wgsvaJ7MGzZsgPb2du34+e2334aqqiptR/G//uu/ICEhgXYOlVpVd0yGuOmOdXSjFMRNN65qYMhExmFgrFPAz9LT3RlvxmFPYc+cOQNf/epX4YYbboAXX3xR+4nuHAY8HZQSgLip1HLQZHogQNwkOjiFABmHTiE/wMbF4+JnnnkGduzYoUmODinejMN169ZBXFycFvKmubkZ7rnnHhg3bhw8//zzWtuHHnoI0tPT4cc//vEAQ5HEFYEAcVMEqtQnDwSImzxQpD78QUAzDv1pSG0IAUKAECAECAFCgBAgBNyJwP8HFdh4G7TBKfoAAAAASUVORK5CYII=\" width=\"718.8889079329414\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotter(seq)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Test if the Sequences are identical"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "True\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(seq == seq1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Ekstras\n",
+    "Example of how read and write blueprint from/to Sequence json file if needed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def readblueprint(path: str, element: int = 1, channel: int = 1):\n",
+    "    tempseq = bb.Sequence.init_from_json(path)\n",
+    "    return tempseq.element(element)._data[channel][\"blueprint\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def writeblueprint(\n",
+    "    blueprint, path: str, SR: float = 1e9, SeqAmp: float = 10e-3, SeqOffset: float = 0\n",
+    "):  # -> None\n",
+    "    if blueprint.SR is None:\n",
+    "        blueprint.setSR(SR)\n",
+    "    elemtmp = bb.Element()\n",
+    "    seqtmp = bb.Sequence()\n",
+    "    elemtmp.addBluePrint(1, blueprint)\n",
+    "    seqtmp.addElement(1, elemtmp)\n",
+    "    seqtmp.setSR(blueprint.SR)\n",
+    "    seqtmp.setChannelAmplitude(1, SeqAmp)\n",
+    "    seqtmp.setChannelOffset(1, 0)\n",
+    "    seqtmp.write_to_json(path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "writeblueprint(bp_boxes, \"boxes.json\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (mpl.ratio !== 1) {\n",
+       "            fig.send_message('set_dpi_ratio', { dpi_ratio: mpl.ratio });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    var resizeObserver = new ResizeObserver(function (entries) {\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * mpl.ratio);\n",
+       "                canvas.setAttribute('height', height * mpl.ratio);\n",
+       "            }\n",
+       "            canvas.setAttribute(\n",
+       "                'style',\n",
+       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
+       "            );\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    resizeObserver.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.mouse_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    rubberband_canvas.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / mpl.ratio,\n",
+       "        fig.canvas.height / mpl.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch (cursor) {\n",
+       "        case 0:\n",
+       "            cursor = 'pointer';\n",
+       "            break;\n",
+       "        case 1:\n",
+       "            cursor = 'default';\n",
+       "            break;\n",
+       "        case 2:\n",
+       "            cursor = 'crosshair';\n",
+       "            break;\n",
+       "        case 3:\n",
+       "            cursor = 'move';\n",
+       "            break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = 'image/png';\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function (e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e) {\n",
+       "        e = window.event;\n",
+       "    }\n",
+       "    if (e.target) {\n",
+       "        targ = e.target;\n",
+       "    } else if (e.srcElement) {\n",
+       "        targ = e.srcElement;\n",
+       "    }\n",
+       "    if (targ.nodeType === 3) {\n",
+       "        // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "    }\n",
+       "\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    var boundingRect = targ.getBoundingClientRect();\n",
+       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
+       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
+       "\n",
+       "    return { x: x, y: y };\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event);\n",
+       "\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.which === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.which;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which !== 17) {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    if (event.altKey && event.which !== 18) {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    if (event.shiftKey && event.which !== 16) {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data']);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / mpl.ratio;\n",
+       "    fig.root.removeEventListener('remove', this._remove_fig_handler);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / mpl.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function () {\n",
+       "    this.close_ws(this, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "    el.addEventListener('remove', this._remove_fig_handler);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager) {\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "    }\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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t3Go7F47++6faGJslPK2rDF+oYUtb5XXUkhkDBXtLrIwBeNdl30/QhxCHFpeHDbfukb9Ha06h4CQUMra/ICp3zNc7CuGvX+oCeE5R+zFpGRQUs46499KsLQkAdnJyJugsm2wzv3xz1qXVq/znqcPMsfozq0mCgqPoEeeflJmNV7jW/b9CHEIceiSOGQzjC+//LLDtWZ8On/fZtE+PpTJHrVGRnvNl8j8jgx2d1BjRYnDP7Nzos2wubfXDooJOiY7GZkAgeEmsgVg1y/fhDg0TIyIiUNWHn3+s3iSYYCb7PsR4hDi0CVxOD92zRhIC82ixaVlU0LWagO3prlNWu9UUO+c/Q8DgkMou3An+fr5m7tjaL00ArKTkbSGe8BxzZUzVFFSCXHIwd4uDj9x/DnyCzDv7hAcXV6Wqez70Yw5fVlA512MBSnzgFjpnUO20fXc4/HYquTMzQ+Qr6/3v383OWHTtrexjY7oEcAW37BFOCggsBAB2cnIm6jXXP6QKq7e1rq0Lj+LVq71rveXRY5VV0MtDfd16zOHHz/+GezBagCw7PsR4hAzh1oYTkxMaP994xvfoOvXr9N//dd/aauXAwMDDYQpaRtEm+mxMnvHkL1rqBcfH+09w+DwSEP99Qajod4ubYPsuSVj01YKjYr1hu6hD4IJyE5GgpvrUXfVl/5MN0pnjt/csHkV5W7d69H2qFx5c+U16r/XOisOP/sssY36UZYmIPt+NFtOFx0vmDn8iOhC7xDu3buXTp8+bYi5mQJp0majmisfOizKiE/PoRUmPB7P0OAsYdRWfZN6Whp0C7bpd9YWa8yeLped1a6XnYy8iWfVxdN0s6x6RhxuWU25xXu8qXtC+9Jy+zr1tbfo4vDQc08Te80FBeLQkzEAcSiIvpnE4fz37YLCIymrYDuxff+sVqYmJ4i9H8W23LAXqwplq409b38hDo0Tq7rwJ7p5rUa7gG1lk1O82/jFFrO0n/9uf+fw4Gc+TYEhoRajwN9d2fejmXI6Pz3nV0AcOmdkyMIsgaSdFHLtokOf2HuGVt4IeqDrHjXduKozYSI5a/MOrzgZxlDwwsgQAdnJyFAjTGJ05/wpunW9VmvtxqK1lF24yyQtd38z7T/WZ8Xhp4jtv4qyNAHZ96NZcrqsOIE4FETWDIHEzk6uKz1HY0ODeq+xx98MivmLc0KiYigjf6v2LikKCDACspORN1G+fe4kVZbPHMW5sWidthMAysIE7K+22MXhI888hR+mBoJF9v1ohpxuAJPLJhCHLqNzvNAMgdTZWEsddXf0hrOXnrOLdnnlZte8w8q29WGPl6cmbPqlSas2UExyGq8r2HspAdnJyJuw3T77PlVW3NW6lF+8XjuFCGURcVhzi3qa6/V3Dj/2zJMUHBYBXE4IyL4fzZDTZQYJxKEguqoH0vjIMNWWnCE2e2gvKesLKDI+SRAB87thC1PYr3h7YXuNZRftxrYS5h9aIT2QnYyENFIRJ5Vn/o9u35hZ6LVpWx5lFmxXpGXqNaO9ppK6m+/OisOnj1lq1whXR0T2/ah6TneVm9HrIA6NknJip3ogNd64SoNd9/RehMeuoLS8QkG99w43bCsi9j7mSH+v3qGYlemUlLveOzqIXiyLgOxktKzGKXbxrQ//SHduNs6Iw+0btVOXUBYmcK/uNnU11uni8MCnjnr1CVWi4kD2/ah6ThfFcTE/EIeCCKscSIM9ndRYfkXvqY+fn/YOUGAwVsTNH/7RwX5tc+xZWNbb/1HQLeF1bmQnI28CduuDd3WxU7A9n9j+oSiLiMO7VdTVUKPz+ounnqDQqBjgckJA9v2ock53R3BAHAqirGogscfItVfP0fjw7CIUtp8h264FZWECrVU3qLd1ZtaDFbY4BTMfiBbZychbCLPvHPZY2b7AYvOOTZS+sdhbuie8Hx13q6jTQRwewUb8BijLvh9VzekG0AgxgTgUglHdE1K6m+upveaW3suZM4R34WD3JcZ9wjZOtdom4bOLU1auzaeohJWCogVuzEhAdjIyI5OF2jw1NUm3z7w3RxwWUPrGIm/pnvB+MGHIBKJdTD987JMUFhMnvB5vcyj7foQ4xPF5Qu4ZFQOJiRx2xuncFbhYhGJsuOcvTmEru9lGvr5+/sYcwMrrCMhORt4CjG0sz1Yr28XOlp2b8X7zEoNr30XCzmv/scMUHhPvLeEgrR+y70cVc7o0mAs4xsyhINoqBtL8x6Oh0XGUkY/HO0aGnC1OqSs9T2OD/bp5XFo2JWStNnI5bLyQgOxk5C3IJidsdOfcSV0cFu4upNT1m72le8L7wRajsEUpujj8y8eJLRhEWZqA7PtRxZzuzpiAOBREW7VAWnBhxZYd2D+LY7znnybDTk7JKdqNc085GHqTqexk5C2s2BOLqvOnIA4NDijbxoZtZ2MXhw898ShFxCcavNq6ZrLvR9VyurtHGuJQEHHVAqn+2iUa7uvWe4ctWVwb6OZb16i/o1W/ODIhmVLWbnLNGa4yNQHZycjUcOY0nm0oz85Wtoudoj3FlLIO98xi49vd0kDt1Td1XvuOfIIiV2D/WWf3g+z7UbWc7oyH6M8hDgURVSmQBjrbtePg7AWbObs+yOOjw1R7xXHzcKufRe06TXNfKTsZmZvObOttoyNUfenPutgpfnArrVyT7y3dE94P+/vNdjG978jHKXJFsvB6vM2h7PtRpZzuibGDOBREXZVA0rauKTlL4yNDes8Sc9dT7Mp0QT21nhv7JrX2nmNrG+vFAOux7GTkLVTZD6qaSx/MEYfbaOWajd7SPeH96G1rotY7FTqvBw8foqhE7IzgDLTs+1GVnO6Mg6zPIQ4FkVUlkOavsg0MCdM2vGbvy6G4RoC9YM9WfU/axnUH7AV7vBfkGk+zXiU7GZmVy/x2sx+m7H6xz4Rt3bedklfneUv3hPejt72ZWm+X67z2Hj5I0YkpwuvxNoey70dVcrqnxg3iUBB5FQKJbSFRzUTM+JjeK2xdI2aA7e8F2b0FhIRSTuEuiG4xeE3hRXYyMgUEA40cGx7UXsWwi8Nt+3fgCMoluPW1t1DL7euz4vDxRyg6KdUAaWubyL4fVcjpnhxhiENB9FUIJPtO+/YuhURG48B7QeO70EkziTnrKDYlQ1ANcKM6AdnJSPX+G23f6NAA1ZWchTg0CIwteGML3+xies+jB4gtIERZmoDs+1GFnO7JGIA4FETf04HEVghWX/6Apicn9R5lbNqGMzoFjS9zM9B1j5puXNU9soU+OcV7yM8/QGAtcKUqAdnJSNV+87bLvo2WXexsf3gXJeas5XVjGfv+jjZqvlWmi8Pdjx7AO+IGRl/2/ejpnG4AgVQTiENBeD0dSPM3vGbvw2HjWUGDO8dN/fXLNNzbpf9LXHoOJWSuEl8RPCpHQHYyUq7DLjZopL+X7pZd0MXOAwd2U0LWGhe9ef9l9t0l7GJ69yceptiUTO/v+DJ7KPt+9HROXyaeZV+uvDgcGhqiiooK6unpoZiYGMrLy6OwsLBld1y0A08GkvaOT8lZounpmW75+GiLUIJCw0V30/L+Rgb66G7peZ2Dj58f5RbvIXa8Hop3E5CdjLyF3nB/D9WXXZwjDvfgZKElBnewu4MaK0p0XrsO7ae4tCxvCQdp/ZB9P3oyp0uDxuFYWXH429/+ll5//XU6ffo0BQcHU2RkJPX399Po6Cjt3buXXnzxRXr88cc5uirX1JOB1HjjKg123dM7iA2v5Y51060yGuhoA2+5mJXzLjsZKddhFxvENt9nm/DbZ8J2fGwvrcDs+qI0B3s6qbH8is5r56GHKD4t20X61rlM9v3oyZyuwigqKQ737NlDAQEB9JnPfIb2799PqamzK7eampro1KlT9B//8R80Pj5OH3zwgQocyVOBdN8Rb5jJkh4P82dq2TZB2YW7KDAkVHrdqMBzBGQnI8/1TGzNQ71d1HD98qzYObiP4tNzxFbiRd6GerqooRy8eIdU9v3oqZzOy0GWvZLi8Ny5c7Rjxw6nfT5//jw98MADTu3cYeCpQLp77SKN9PXoXWS/0PFFLH/E2aa1bPNae8GxevKZe7oG2cnI0/0TVf99M2EQh0uixUyra5En+370VE53jYb4q5QUh6ybZ86coV27donvsSSPnggk+7sq9i75BQZRbvFu8vXzl9RLuLUTsI2NUg1bHT41pUPJ2rKDgsMjAclLCchORt6CDe/Q8Y2k/emP/TH8Ax/bi0VuBhDKvh89kdMNdNttJsqKw5CQEMrIyKDPfe5z2uPlxMREt0FxpSJPBFLd1XPEto2wF+y758rIuX7N/GP1wmNXUFpeoesOcaXSBGQnI6U7z9G4+atvd318P8WlYoHFYgixupsjuOaYyr4fPZHTXSMh5yplxWFvby/953/+J73xxht07do1OnjwID3//PN06NAh8vPzk0NjGV7dHUj9nW3UfLNMb3FAcAhlF+0iX1/12CwDq9KXTtps2t6SUxM2vZ0Zm7ZSaFSs0u1G41wjIDsZudYq9a6yfzfNbs3yF9gsfolhwr6QrsWw7PvR3TndNQryrlJWHM7tcnl5Of34xz/WxCIThmwm8fjx47RmjTp7Z7kzkKanp7Wta8aHB3VM7OxSHLkk70ZZzHNnQw2xk2nsBafSuH8M3FWj7GTkrn7IrgcnfvARvu9EmYd3UlLOOj4nFrSWfT+6M6erOHymEId2cBMTE/T222/TV77yFaqvr6fJOaeBeBquOwPJflC7vc+BIWHavoZs1SyKewlMTU5qs4dzz7NO3bCFIuIS3NsQ1CadgOxkJL0Dbqqg714LtVTirGCjuMeG2D61OIvaKC+7nez70Z05nbfv7rA3jThsbW3Vtq9hM4gtLS107Ngx+tGPfuQORobqcFcgsQUQNVc+JNvoiN6ulHWbKHJFsqF2wkg8gZ6WBmqrvqk7DgoLp6wtO7XtjVC8h4DsZOQtpOw/Xu2Plfc+/gieaiwxuOMjQ1Rz+UN965+t+7YTexKEsjQB2feju3K6quOstDi02Wz01ltv0U9+8hN67733qKioSFug8tRTTyl3Soq7Aul+IRJBbJUshIjnbjFNsJecIdvIsN6IlWvyKSpxpecahZqFE5CdjIQ32EMO2RZPbKsnuzh88PAh3AtLisNhbecDO6/ifdtpJcSh0+iVfT+6K6c77aiHDJQVh3/7t39Lv/jFL7R3DJ999llNFK5bp+57GO4IJPYIk32JTIyP6eGCR5geunPmVWt/lGb/54CQUMop3IVH/WoMj5BWyE5GQhqpgJOe1kZqq7oxKw4/eYiiEvBDabGhYU+Bqi/9eVYcPriV2I9LFMwcejIGlBWHbFUyW5382GOPkb+/+vv2uUMcdjXV0b3a23q8YPGDJ28dx7rZIiG2tdDY0ID+QVLuemJHGaJ4BwGIQ2Pj2N3SQO3VN3Wxs+/IJyhyRZKxiy1oxX7sV134k86raE8xsVeFUCAOPRkDyopDT0JxpW7Z4nBywqa9lzJpG9ebl76xmMJi4lxpLq6RQGCg6x413biqe/YPDKKc4j3kq+DWSxK67/UuIQ6NDXF3811qr6nUxc5DTzxKEfFq71NrrGdyrCZs41R1/pTOq3BPEaWuK5BTmRd5lX0/ys7pqg+F8uLwzp079NJLL9HVq1dpcHB26xYGtru7Wxm+sgNp/pYpodFxlJFfrEz/0ZAZAnfLLhDb1NZeErLXYANgLwkO2cnISzCR/QmH/R26/X/5OLEN4lEWJsD2S71z/uSsONxdSKnrNwOXEwKy70fZOV31AVZeHBYWFtLGjRvpySefpNDQUAeee/fuVYavzEBivyzZrKHDZssF2yg0MkaZ/qMhMwSGeruo4fplHYdfQIA2e+jnHwBEJicgOxmZHI/e/M7GWuqou6OLHYjDpUd2anKCbp99X+e1ZedmnLRk4GaQfT/KzOkGuudxE+XFYVRUFPX09JCv4nv4yQwkHNPm8fuEqwEN5ZdpqKdLvyY+I5dWZORy+YCxegRkJyP1epWjokYAACAASURBVOxai+xPOewzhw8f+yRef1kCJVtoePvse7o43LxzM6XjGE6nwSf7fpSZ0512TgED5cUh28/wi1/8Iu3YsUMBXIs3QVYgsZeV2SbL03M2/GZb1wSHRyrNw8qNs5+Vamfg6+dPOVv3kH9AoJWxmL7vspOR6QF91IGO+mrqrK/Wxc7DT36SwqLxbvRi48u2wqo883+z4nDHJmLvk6MsTUD2/Sgrp5tlXJUXh2zWkD0+zsvLo6QkxxVv3/3ud4VyZvsqfulLX6Kf//znmt+nn36aXn31VUOrpWUFEttcme1taC9ss2usZBM67FKcNd0spYHOdt13bGomJWavlVIXnLqHgOxk5J5eyK/l3t0q6mqo0cXOXzz1BIVG4RWYpcjf+uBdnVfBA5vwPrmBMJV9P8rK6Qa6poSJ8uLwueeeoz/+8Y+aQJz/ziHbHFtk+frXv65tuv3OO+9obg8ePEhHjhyhr33ta06rkRFI46PDVHvlDLFfllrx8dGOyQsKDXfaHhh4loD9vFR7K9jRhuzdw4CgYM82DLW7TEB2MnK5YYpdaH8Nxv5Y+cCnjhLbdgtlcQK3Pvwj3bnZqBls2r6RMjdtAy4nBGTfjzJyupkGVXlxGBERQWzFcnKy/OPh0tLStJnCo0ePamP4q1/9Sj/H2dmgygikljsV1NfWpFcdlZSKnfOdDYRCn7fcvk597S16i6KT0yh51QaFWoim8BA48+4pGh8eprzNq3kus5ztcF+3tmLfLg4/9vQxvAbjJArYY+XbN2aeEK3flENRiSmWixveDleU3iEfXx/ad/jjvJcaspeR0w1VrIiR8uJww4YNdPbsWYqOlvvLkz2+jo2NpaqqKsrNnVk8wP6+evVq6u3tJbYwZqkiOpDGhtlh7GeJpqe1arWZp6LdFBAcokjooBnOCIyPDFNtiePMLxvDwBDHVffO/OBzzxNg27Oc+f1JrSGr16V6vkEmaAHEofFBqjz7Ht2uqEd8GUem/fjw8fOjx57/LMdVxk1F53TjNathqbw4/MEPfkD/+7//q+11mJjouJFqfr64I4YaGxspPT2dOjo6KD4+Xhsd9veEhARin6WmOiaEEydO0Msvv+wwiuyUDFGl6VYZDXS06e7YSRvsxA0UcxG4753RhGRKWYvTD8w0itpWUpc+oMqKu0jeHANnF4eHnnsaP2qdcKu6eJpullUjvjjjC+KQAxinqfLicLEtbJiqn5yzgpez3/eZ22cOq6urKScnR/uc/X3VqlUemTlkh9ezVX8TY6Par6Pc4j3ETtxAMRcB29iodh62/t4oEWUV7qTgsAhzdcTCrb1Xd4e6Gmv1x6SYOTQWDEwchkRF04GnZl7TQVmcAGam+aMDM4f8zHiuUF4c8nRmubbsncPXXnuNnnjiCc3Vr3/9a/ryl79MDQ2zq4UXq0PGFPTU1CT1tjbS1NQUxadlL7d7uN5DBNprK6m7aWbWiZXwuARK27DFQ61BtTwE5m4lZZ8J2/fEJ/BDzQDE8pJKbQHWlh047cMALrr850s0YRujTVvzjJhb3ubapQryIR/a/vAuKSxk5HQpDZXkVElx+OlPf5q++tWv0rp16xbt9s2bN+kf//Ef6Re/+IUwNGxV8u9+9zv6wx/+oPk8dOgQHT582GOrlYV1DI48SsD+WJKdhGAvmQXbsYLTo6NirPK2mlvU0zzzLpg2ExYdQweenPnxiLI0AdmrSb2NP3jxjahsXhCHPj4+0yJfluMb3wWtf/nLX9I//MM/aAtEHnroIVq7di1FRkZSf38/VVZW0qlTp6irq4v++Z//WTtWT1Rh+xyyDbfn7nPIZhL9/f2dVmH1QHIKyOIGOBvbfAFgGx2hmisf6q8E3KlsoqRVG2jbvgfM1xkPtFh28vZAl6RWCV58eGXzsnpOV3LmkIUI06tsBu/tt9+msrIy7Qi9mJgYKigooEcffVSb1VPpSD2rBxLfbW09azZrWH3pA5q0jeudZ6cghMXg5AhVo6G16ob2Woe9NLWNUFxqJh6TGhww2cnbYDNMYwZefEMlm5fVc7qy4pAvTDxvbfVA8vwIqN8C9tL5vdrbekODI6IoazNmoVQcufnbELGtpPonIrV3DfEOnbERk528jbXCPFbgxTdWsnlZPadDHPLF46LWVg8kQRi92s3U5KT2mJKtQLeX1PWbKSLecYsmr4Zgks4ttIF5a8fMrC/EobFBlJ28jbXCPFbgxTdWsnlZPadDHPLFI8ShIF5WddPT2khtVTf07geFhVPWlp3EvohQ1CAwNsQ2oD+jN8Z+9GF5yS2IQ44hkp28OZpiClPw4hsm2bwgDhVckMIXImpYWz2Q1BgF9VvB9jusKTlDtpFhvbEr1+RTVOJK9RtvkRbO34A+NiWTEnPWkuxk5G14wYtvRMFLLV5Wz+mYOeSLR8wcCuJlZTd991qopfK6jiAgJJRyCndpRySieJbA6GA/1V09NztrOGcDeiRvvrEBL/DiI8BnLTu+IA4xc8gXkYtYWz2QhEC0iBO2Ep8JkLGhAb3H7GhEdkQiimcJNFaU0GB3h96IuLRsSsharf2/7GTk2Z6Lrx28+JiCl1q8rJ7TMXPIF4+YORTEy+puBrruUdONqzoGtgo2p3gP+fr5WR2Nx/o/0t9Ld8su6PX7+gdox1b6BQRAHLowKhA7fNDASy1eEIeYOeSLSMwcCuEFJ6QJESZI7CUhew3FpWYBjYcINJRfpqGeLr32FZmrKD595px1zBzyDwrEDh8z8FKLF8QhxCFfREIcCuEFJ0RDvV3UcP2yjoLNULHZQz//mZkqFPcRuH8sAimneLfDWCB5840HeIEXHwE+a9nxBXEIccgXkRCHQnjByQyB+bNV8Rm5tCIjF3jcTKCu9DyNDvTptSZkraG4NMdZXNnJyM1dll4dePEhBi+1eEEcQhzyRSTEoRBecDJD4L733Pz8KWfrHvIPCAQiNxHo72ij5ltlem2Lvf+J5M03IOAFXnwE+KxlxxfEIcQhX0RCHArhBSezBJpultJAZ7v+D7GpmZSYvRaI3ECA7TtZW3KWxkeG9NqSV+dRdFLqfbXLTkZu6K5bqwAvPtzgpRYviEOIQ76IhDgUwgtOZgmMDg1QXclZ/R/sJ3IEBAUDk2QC80+sCQwNp+wtOxbccxLJm28wwAu8+AjwWcuOL4hDiEO+iIQ4FMILThwJLHSWb/KqDcAkkYB21vXlD2hifEyvJWV9AUXGJy1Yq+xkJLGrHnENXnzYwUstXhCHEId8EQlxKIQXnDgSGB8Z1s7zZY85teLjQzlFuykwJBSoJBHobKyljro7uveQyGjKLNi+aG1I3nwDAV7gxUeAz1p2fEEcQhzyRSTEoRBecHI/gbbqm9TT0qB/EJmQTClrNwGVBAITtnGqufwhTU3YdO/p+cUUFh0HcSiIt+zkLaiZyrgBL76hkM0L4hDikC8iIQ6F8IKT+wnYxka1x5z67CERZRXupOCwCOASTKC9tpK6m+7qXsNiV1B6XuGStchORoK76HF34MU3BOClFi+IQ4hDvoiEOBTCC04WJjBftITHJVDahi3AJZCAbXSEaq586CjCt+yg4PBIiEOBnCF2+GCCl1q8IA4hDvkiEuJQCC84WZiA9rjz0gc0NTmhG7D34Nj7cChiCLTcLqe+9mbdmdHH90jefPzBC7z4CPBZy44viEOIQ76IhDgUwgtOFifQUV9NnfXVukFoVCxlbNoKZAIIjAz00d3S87ontm1QdtEuCgx2vvBHdjIS0D2lXIAX33CAl1q8IA4hDvkiEuJQCC84WZwAmzWsvvQBTdrGdaPU9ZspIj4R2JZJ4O61izTS16N74dlwHMmbDz54gRcfAT5r2fEFcQhxyBeREIdCeMHJ0gS6m+upveaWbhQQEkrZhTvJ19cP6Fwk0N/ZRs03Z4/J8wsIpJzi3eTnH2DIo+xkZKgRJjICL77BAi+1eEEcQhzyRSTEoRBecLI0Ae1Yt6vnaHx4UDdMyF5DcalZQOcCgampSe2YPNvIsH51Yu56il2ZbtgbkrdhVJoheIEXHwE+a9nxBXEIccgXkRCHQnjBiXMCg90d1FhRohv6+gdQTtEu8g8Mcn4xLBwIdDXV0b3a2/q/LXVM3mLoZCcjbxsy8OIbUfBSixfEIcQhX0RCHArhBSfGCDSUX6Ghnk7dOGZlOiXlrjd2Maw0AgtteJ2WV0jhsSu4CCF5c+HCzCEfLvBSjBfEIcQhZ0gubG71QBICEU7uIzA6NEB1V88RTU/PfObjQ1lsTz5sjG04WuafPBMWE0fpG4sNX283hDjkQwZe4MVHgM9adnxZPaf7sDI9bc88fIMD61kCVg8kxII8AqLEjbwWqutZpLiWnYzUpehay8CLjxt4qcXL6jkd4pAvHhe1tnogCcIINwsQWOixKLa2MRYq9dcu0XBft24cnZRKyavzjF08zwrJmw8beIEXHwE+a9nxZfWcDnHIF48Qh4J4wQ0fgfkLKgKCQyi7cBf5+mFrm8VI9t1roZbK6/rHy13QIzsZ8UWE+tbgxTdG4KUWL4hDPFbmi8hFrK0eSEIgwsmiBBba2iYuPYcSMleB2gIEJidsVHvlDE2Mj+mf8m5dM98tkjdfqIEXePER4LOWHV9Wz+mYOeSLR8wcCuIFN/wEhnq6qKH8sn6hdvRb4U4KDAnjd+blV7TXVlJ30129l0HhkZRVsJ0YM1eL7GTkartUvQ68+EYGvNTiBXGImUO+iMTMoRBecOIagaZbZTTQ0aZfHBYTT+kbi1xz5qVXjQ0NUu3Vs7MrvIkoY9M2Co2KWVaPkbz58IEXePER4LOWHV8QhxCHfBEJcSiEF5y4RsA2Nko1Vz6k6clJ3UHKugKKXJHkmkMvu4ptvNBw/bLDIpSoxBRauWbjsnsqOxktu4GKOQAvvgEBL7V4QRxCHPJFJMShEF5w4jqB+YtT/IOCtcfLRs8Idr1m9a/sbWui1jsVekOXuwhlbo+RvPnGH7zAi48An7Xs+II4hDjki0iIQyG84MR1AmxxSl3pOWKPT+0FJ6eQtvik5soZmpqw6VyWuwgF4tD1OJWdvF1vmZpXghffuMjmBXEIccgXkRCHQnjByfIIsL372B5+c0vGpq0UGhW7PMcmvrrpZikNdLbrPQiJjNbeNWRf8iKK7GQkoo0q+QAvvtEAL7V4QRxCHPJFJMShEF5wsnwC809OCQgJpewtOy2592F/Zxs13yzTobJVyVmbd1BQWPjyQX/kAcmbDyV4gRcfAT5r2fEFcQhxSK2trfQ3f/M3dOXKFe3vpaWlVFBQwBWpVg8kLlgwFkJA28uv5CxNjI3q/mJTMykxe60Q/2ZxstCehvEZubQiI1doF2QnI6GNVcAZePENAnipxcvqOR37HBJRe3s7/fd//zcVFRXRtm3bIA757lFYe5DAYHcHNVaUzLbAx4cyC7ZTSESUB1vl3qpb7lRQX1uTXmlgaDhlbXmAfH3Fnh6D5M03ruAFXnwE+KxlxxfEIWYOHSKSBQRmDvluUlh7lkDL7evU196iN4I9Ss3cLF4cebaXC9fO3jFk7xrOLRkF2yg0cnl7Gi5Um+xkpCLf5bQJvPjogZdavCAOIQ4hDvnuSVgrRmDCNq49Xp6cc1RcTEoGJeWsU6ylYpvDVidr/baN645l9hvJm2/8wAu8+AjwWcuOL4hDLxeHNpuNJudsGDw//IKCghxWMxqdOTxx4gS9/PLLDu7YBrwoIOAJAvMXZLA2pG0sovCYeE80xy11Nt64SoNd9/S6tMfJbMbUT+zjZHsFspORW6C5sRLw4oMNXmrxgjj0cnF4+PBheuuttxaNurq6OsrMzNQ/NyoO5zu0eiDx3dawlkGg5XY59bU36679A4Moq3An+QcEyqjOoz7nb3bNViezbWtkvmuJ5M035OAFXnwE+Kxlx5fVczoWpMyLR4hDvhsU1uoQmJqcoNqr58g2Mqw3KiI+kVLXb1ankQJaMjo0QHfLLjgcIbgicxXFp+cI8L64C9nJSGrjPeAcvPigg5davCAOvXzm0Gi4jY7ObAcSEhJCFy9epPz8fAoMDCRfX19DLqweSIYgwUg6geH+npnNsee84pCQvYbiUrOk1+2OCpgAriu9QOPDs6fDaJtd528lNnsosyB589EFL/DiI8BnLTu+rJ7TMXP4UTwudIrCn/70J3rwwQcNRazVA8kQJBi5hUDH3SrqbKiZrcvHRxNPoVHiV/C6pUNzKmmuvEb991r1f2FnJ7NtawKDQ6U3RXYykt4BN1cAXnzAwUstXlbP6RCHfPG4qLXVA0kQRrgRQICdvdxQUULDvV26N+39wy07iP1p1tLT2khtVTccms8embNH5+4oSN58lMELvPgI8FnLji+r53SIQ754hDgUxAtu5BJg27zUXT1H7E97CY2Oo/S8QumPX2X0jJ0l3VB+hZjwtRd3nwYjOxnJ4OZJn+DFRx+81OIFcYh3DvkichFrqweSEIhwIpTAcF8P1V93fP8wOimVklfnCa1HtrPx0WG6W3rBYT9Dd71nOLdvSN58Iw1e4MVHgM9adnxZPadj5pAvHjFzKIgX3LiHQFdTHd2rve1QWULWGopLM8cCFXZucv21izQ2NLsAxVOPyGUnI/dEhPtqAS8+1uClFi+IQ8wc8kUkZg6F8IIT9xGYf/YwqzllfQFFxie5rxEu1DQ1NUlNN0ppqKdTv9od+xku1lQkb75BBC/w4iPAZy07viAOIQ75IhLiUAgvOHEfgYUWqDCRlbahkMJi4tzXEI6a2GlDbGXyQEebw1Up6zZR5IpkDk/iTGUnI3EtVcMTePGNA3ipxQviEOKQLyIhDoXwghP3Epi02bSNo8dHhmZn4fz8KD2vSMktblrvVBA7BWVuYZtcs82uPVWQvPnIgxd48RHgs5YdXxCHEId8EQlxKIQXnLifwPjIMN29dpEm56xg9vXzp/T8YqnHzvH2tK3mFvU01ztcFrMynZJy1/O6EmovOxkJbawCzsCLbxDASy1eEIcQh3wRCXEohBeceIYAO3qu4folYjOJ9sI2kk7bsMXjM4jsUTLbx3D+jCF7jLxybT4ttFG9OykiefPRBi/w4iPAZy07viAOIQ75IhLiUAgvOPEcgdHBfqq/fpmmJmYFInsHkW0oHR67wiMNY4tPWm9XUH/H7OknrCFhsSsobf1mJfZmlJ2MPAJeYqXgxQcXvNTiBXEIccgXkRCHQnjBiWcJsDOYG8tLiJ1VrBcfH0rMXkOxKZlubRzbqLvpZimN9Pc61MuEKltV7evr59b2LFYZkjffMIAXePER4LOWHV8QhxCHfBEJcSiEF5x4ngCbQWSnjkzaxh0aE5WYor3f5+snX5QxQchWJdtGRxzaELEiiVLW5CsxY2hvmOxk5PmIENsC8OLjCV5q8YI4hDjki0iIQyG84EQNAmz1MhOI88VZYGg4pazNp+DwSCkNZe8Xsg26O+5WEU1PO9TBFp8k5qzz+DuG8zuO5M0XCuAFXnwE+KxlxxfEIcQhX0RCHArhBSfqEGCPdZtvXSN2fvHcwt5DZI+Y49Ozia1qFlXYjGVr1Q0aHehzdMkea+eso9iV6aKqEupHdjIS2lgFnIEX3yCAl1q8IA4hDvkiEuJQCC84UYsA2yi7vbaSeloa7msYO66O7S8YmZC8rPf/2FY6nQ011Hev5b7ZQlbHyjX5ym7KzaAgefPFLHiBFx8BPmvZ8QVxCHHIF5EQh0J4wYmaBAa67hHbgHr+e4istUzAsUe+bGuZwJBQQx1gj4+Heru07WkGOtvvE4XMCVuRvHJ1nuZf5SI7Gancd1faBl581MBLLV4QhxCHfBEJcSiEF5yoS4A9Zm6vqbxvW5m5LWbvIoZExWibZwcEhejCjs1A2sZGiM0SshXRw73dCwpN5ssvIJASstdQdGKKujDmtAzJm2+YwAu8+AjwWcuOL4hDiEO+iIQ4FMILTtQnMNzXQ+01t4i9IyiysHcZo5PTiB2H5x8QKNK1VF+yk5HUxnvAOXjxQQcvtXhBHEIc8kUkxKEQXnBiHgKD3R3U1Vh334IV3h6wk1iiEldSXGoWBQQF817ucXskb74hAC/w4iPAZy07viAOIQ75IhLiUAgvODEfgbHhQervaNPeHRwbGjDUASYIQ6NiKDI+iSLiE92yd6KhhrlgJDsZudAkpS8BL77hAS+1eEEcQhzyRSTEoRBecGJuAuxs5pGBXmL7JLJ3FCfGx4l8fLS9Cdmj4oCQUAoKDafgsAilNrJeDnUkbz564AVefAT4rGXHF8QhxCFfREIcCuEFJyBgNgKyk5HZeDhrL3g5I+T4OXipxQviEOKQLyIhDoXwghMQMBsBJG++EQMv8OIjwGctO74gDiEO+SIS4lAILzgBAbMRkJ2MzMbDWXvByxkhzBzyEXIvL4hDiMPlxKd+rdUDSQhEOAEBhQlA7PANDniBFx8BPmvZ8WX1nO7DyjQ7xgBlWQSsHkjLgoeLQcAEBGQnIxMg4GoieHHhwvGMfLik87J6Toc45AzIxcxZIKGAAAiAAAiAAAh4BwErz5tBHJoghq3+C8YEQ2TaJiK2TDt0pmg44ssUw2TaRiK+5A0dxKE8tsI84wYQhhKO5hFAbCEkZBJAfMmkC9+IL3kxAHEoj60wz7gBhKGEI4hDxIAbCeC7y42wLVgV4kveoEMcymMrzPOJEyeI/YcCAqIJILZEE4W/uQQQX4gHmQQQX/LoQhzKYwvPIAACIAACIAACIGA6AhCHphsyNBgEQAAEQAAEQAAE5BGAOJTHFp5BAARAAARAAARAwHQEIA5NN2RoMAiAAAiAAAiAAAjIIwBxKI8tPIMACIAACIAACICA6QhAHCo6ZDabjb70pS/Rz3/+c62FTz/9NL366qvk7++vaIvRLFUIjI2N0Ysvvkjvv/8+dXZ2UkpKCr300kt0/PhxrYnOYsvZ56r0E+3wPIGRkRHauHGjFme9vb2IL88Pide04O2336avfe1rVFVVRVFRUdrfP//5z+P7y00jDHHoJtC81Xz961+nt956i9555x3t0oMHD9KRI0e0GwQFBJYiMDQ0RN/61rfoueeeo+zsbLp48aIWP2+++SYdOHCAnMWWs89BHwTsBP7u7/6Orl69SiUlJbo4dBY/zj4HXRB499136XOf+xz97Gc/o71791J/fz+1t7fT2rVr8f3lpvCAOHQTaN5q0tLStJnCo0ePapf+6le/oq985StUX1/P6wr2IKD9sMjLy6NXXnmFnMWWs8+BEwQYASYI2Q+Q7373u3Ts2DFdHDqLH2efgy4IFBcXa+KQzRTOL87ix9nnoGuMAMShMU5uterp6aHY2FhtOj03N1erm/199erV2hcwm2JHAQGjBEZHR7U4eu2112j//v1LxtbU1BRizyhYC9tNTEzQ1q1btZhiMXP48GHtu8nZdxfiy8JBY7Dr7MlHREQEffvb36Z///d/1+KKzR5+73vfo6CgIHx/GeS4XDOIw+USlHB9Y2MjpaenU0dHB8XHx2s1sL8nJCQQ+yw1NVVCrXDpjQSmp6fp2WefpebmZjp58qT251KxxewRe94YCWL79M1vfpOqq6vpRz/6EZ0+fVoXh86+uxBfYsfBG701NTVpTzfy8/OJvXcYFxenzSCyx8o//vGP8f3lpkGHOHQTaJ5q7L++2ZdvTk6Odin7+6pVqzBzyAPS4rYsEb/wwgva4z+2OIXNODuLLfvMDmLP4sGzRPdZbLAZ6NLSUm0WZ644RHwhbpZLgM0UxsTEaLOG7NEyKzU1NVr+s0+OLPb9hO+v5dKfvR7iUBxLoZ7YLyf2yOaJJ57Q/P7617+mL3/5y9TQ0CC0HjjzTgJMGH7hC1+gCxcuaDOG7MvWXpzFlrPPvZMYemWUwBtvvKHN5ISHh2uXsNXtAwMDmlD8/e9/r70nvdR3F+LLKGnr2mVkZGgLT+w7LNjFIVuYsm7dOsSXG0ID4tANkF2pgq1K/t3vfkd/+MMftMsPHTqkPbrBamVXaFrvGiYMz5w5Q6dOndIey8wtzmLL2efWo4kezyUwPDxM3d3d+j+dP3+enn/+ebpx44b26ss3vvGNJb+7EF+IJ2cE/umf/klbhMl+bLAfHezHSEtLC7333ntaDlwqNzr73Fnd+HyGAMShopHAfo1/8YtfdNjnkP0axz6Hig6YQs1iK9ozMzO1l7fnxsszzzxDP/zhD7WZnqViy9nnCnUVTVGAwNzHyvaZRMSXAgNj4iZMTk5qe7P+9Kc/1Xqxb98+ev311ykpKQnfX24aV4hDN4FGNSAAAiAAAiAAAiBgBgIQh2YYJbQRBEAABEAABEAABNxEAOLQTaBRDQiAAAiAAAiAAAiYgQDEoRlGCW0EARAAARAAARAAATcRgDh0E2hUAwIgAAIgAAIgAAJmIABxaIZRQhtBAARAAARAAARAwE0EIA7dBBrVgAAIgAAIgAAIgIAZCEAcmmGU0EYQAAEQAAEQAAEQcBMBiEM3gUY1IAAC6hL45S9/Sb/5zW+I/elqYac6jIyMaCeEoIAACICAmQlAHJp59NB2EACBZROYmpqiVatW0VtvvUV5eXku+xscHKScnBy6du2adpIDCgiAAAiYlQDEoVlHDu0GARAQQoCd03rixAm6cuXKsv391V/9lSY0//7v/37ZvuAABEAABDxFAOLQU+RRLwiAgBIE/vqv/5qio6Pp29/+ttYeHx8f+sEPfkD/8i//Qg0NDfTggw/Sz372M4qKiqKxsTF64YUX6O2339bOeE1LS6Of/OQnVFxcrF3L7L7//e/TxYsXlegbGgECIAACrhCAOHSFGq4BARDwGgJbt26lz3/+83T8+HFdHDJByN4/DAoKooceeogee+wxbXbx3/7t3+hf//Vf6eTJk5pYrKqqopCQEE0kslJSUkI7duzQRCQKCIAACJiVAMShWUcO7QYBEBBCgD0GdhN54wAAATBJREFU/uY3v0lHjx7VxeE777xDjzzyiPb/bKHJhQsX6Le//a02S8hsf/rTn9K2bdvI19fXoQ1MLK5evZqGhoYoNDRUSPvgBARAAATcTQDi0N3EUR8IgIBSBBaaOSwtLaWCggKtna+99pq2kvn06dM0MTGhPX5+8803qbGxUZtR/M53vkPx8fGYOVRqVNEYEACB5RCAOFwOPVwLAiBgegILvXO4mDic29n29nb61Kc+RRs2bKDXX39d+wjvHJo+HNABEACBmXevfXymp6enQQMEQAAErEiAPS5+5ZVX6PLly1r32YKUxcThqVOnKDY2VtvyZnR0lI4dO0Zr1qyhV199Vbv2s5/9LGVnZ9NXv/pVK6JEn0EABLyEgCYOvaQv6AYIgAAIgAAIgAAIgIAAAv8Pm0JK4lyXfOAAAAAASUVORK5CYII=\" width=\"718.8889079329414\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "bp_one_two = readblueprint(\"testdata.json\", element=2, channel=1)\n",
+    "plotter(bp_one_two)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/_sources/examples/Filter_compensation.ipynb.txt b/_sources/examples/Filter_compensation.ipynb.txt
new file mode 100644
index 000000000..31411502a
--- /dev/null
+++ b/_sources/examples/Filter_compensation.ipynb.txt
@@ -0,0 +1,3483 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Filter compensation with the ripasso module\n",
+    "\n",
+    "The broadbean module gets a helping hand from the ripasso module when it needs to compensate for transfer functions of transmission lines.\n",
+    "\n",
+    "The ripasso module lets us apply filters and their inverses to signals.\n",
+    "\n",
+    "The module has two built-in types of filter, namely an RC-circuit high-pass and an RC-circuit low-pass. The transfer functions are\n",
+    "\n",
+    "$$\n",
+    "H_n(f)=\\left(\\frac{2\\pi f\\mathrm{i}\\tau}{1+2\\pi f\\mathrm{i}\\tau }\\right)^{n},\n",
+    "$$\n",
+    "for the nth order high-pass and\n",
+    "$$\n",
+    "L_n(f)=\\left(\\frac{1}{1+2\\pi f\\mathrm{i}\\tau }\\right)^{n},\n",
+    "$$\n",
+    "for the nth order low-pass. The parameter $\\tau$ is one over the cut-off frequency.\n",
+    "\n",
+    "The inversion (filter compensation) is performed by mulitplying with the inverse transfer function in frequency space and transforming back to the time domain, e.g. for a given signal $s(t)$ and a high-pass filter of order n,\n",
+    "\n",
+    "$$\n",
+    "    s_\\text{filtered}(t) = \\mathcal{F}^{-1}[\\mathcal{F}[s](f)\\cdot H_n(f)](t)\n",
+    "$$\n",
+    "and\n",
+    "$$\n",
+    "    s_\\text{compensated}(t) = \\mathcal{F}^{-1}[\\mathcal{F}[s](f)\\cdot H_{-n}(f)](t).\n",
+    "$$\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib notebook\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "\n",
+    "from broadbean.ripasso import (\n",
+    "    applyCustomTransferFunction,\n",
+    "    applyInverseRCFilter,\n",
+    "    applyRCFilter,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def squarewave(npts, periods=5):\n",
+    "    periods = int(periods)\n",
+    "    array = np.zeros(npts)\n",
+    "\n",
+    "    for n in range(periods):\n",
+    "        array[int(n * npts / periods) : int((2 * n + 1) * npts / 2 / periods)] = 1\n",
+    "\n",
+    "    return array"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## RC Filters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Let's make some signals!\n",
+    "\n",
+    "SR = int(10e3)\n",
+    "npts = int(10e3)\n",
+    "\n",
+    "f_cut = 12  # filter cut-off frequency (Hz)\n",
+    "\n",
+    "time = np.linspace(0, npts / SR, npts)\n",
+    "T = time[-1]\n",
+    "\n",
+    "signal1 = np.sin(2 * np.pi * 5 / T * time) + 0.7 * np.cos(2 * np.pi * 1 / T * time)\n",
+    "signal2 = squarewave(npts, periods=4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Then we may high-pass them or low-pass them\n",
+    "\n",
+    "filtertype = \"HP\"\n",
+    "# filtertype = 'LP'\n",
+    "\n",
+    "signal1_filt = applyRCFilter(signal1, SR, filtertype, f_cut, order=1)\n",
+    "signal2_filt = applyRCFilter(signal2, SR, filtertype, f_cut, order=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        this.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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\" width=\"639.8499802953507\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# And inspect the result\n",
+    "\n",
+    "fig, axs = plt.subplots(2, 1)\n",
+    "axs[0].plot(time, signal1, label=\"Input signal\")\n",
+    "axs[0].plot(time, signal1_filt, label=\"Filtered\")\n",
+    "axs[0].set_xlabel(\"Time (s)\")\n",
+    "axs[0].set_ylabel(\"Signal (a.u.)\")\n",
+    "axs[0].legend()\n",
+    "\n",
+    "axs[1].plot(time, signal2, label=\"Input signal\")\n",
+    "axs[1].plot(time, signal2_filt, label=\"Filtered\")\n",
+    "axs[1].set_xlabel(\"Time (s)\")\n",
+    "axs[1].set_ylabel(\"Signal (a.u.)\")\n",
+    "axs[1].legend()\n",
+    "\n",
+    "plt.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Similarly, we may pre-compensate for the filters\n",
+    "\n",
+    "# Note that we specify a DC gain for the inverse filters. This is because it is not possible\n",
+    "# to compensate for the true DC gain of zero of an RC high pass. Instead, we specify the\n",
+    "# gain of the high-pass filter at DC. The compensated signal will have a mean value of 1/DCgain\n",
+    "# times the mean of the input signal\n",
+    "\n",
+    "\n",
+    "signal1_comp = applyInverseRCFilter(signal1, SR, filtertype, f_cut, order=1, DCgain=1)\n",
+    "signal2_comp = applyInverseRCFilter(signal2, SR, filtertype, f_cut, order=1, DCgain=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        this.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"639.8499802953507\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axs = plt.subplots(2, 1)\n",
+    "axs[0].plot(time, signal1, label=\"Input signal\")\n",
+    "axs[0].plot(time, signal1_comp, label=\"Compensated\")\n",
+    "axs[0].set_xlabel(\"Time (s)\")\n",
+    "axs[0].set_ylabel(\"Signal (a.u.)\")\n",
+    "axs[0].legend()\n",
+    "\n",
+    "axs[1].plot(time, signal2, label=\"Input signal\")\n",
+    "axs[1].plot(time, signal2_comp, label=\"Compensated\")\n",
+    "axs[1].set_xlabel(\"Time (s)\")\n",
+    "axs[1].set_ylabel(\"Signal (a.u.)\")\n",
+    "axs[1].legend()\n",
+    "\n",
+    "plt.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        this.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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32ta3KdFXf56k3YsFQV3/9SxHzrcU01vd4d2LGQRCsD0d0XUlm6+LCI3D9lul6NvyC1RP7s5QRkysgBsPVxvAq6Jzg/b9fO1Y6WlxtoqE3ZNcC6k8sIq7VhIMZ7Vf4i50m9zY21CH7evp8tUxpgT0Hv/rQl9XAAAgNEUPf+AdYySrdOVHNhdYu0Lvp8hmSgA09+giISPbCHlLMciX46+AceyJUJGFoDex3KsBQI62pq1Y6WtsjlXOPbn9rlXa0dCCil9Y511QNfhnpq0Fd6aG2ut+T6N+wSz4+2nk/L4AAAAseycfZnj2KR89mXakVSVzvuadbI4HAppx0KWoABMf4NDtrBylmORLxSAcTcYDpv9uec7R6wtvl47Vlor3HSfY3+GXBNMU8N+7VhIAU0N+02be5rj/RF0nWjK3t2U1ByVRa9bo36b3GfEfe5BAACAsajdU2qdnNy6ebV2LFU73tlk7ZOS19dpx0KWoABMf2ujNoxfxhWAsVauLdvyvHastNbb3WF6XKc4L7F85C/asaAsFAxao0ON+wTjfTxPJY/3idlWluKF15nBcFglDwAAyF6eB/7bcUzS5p5m+v292rFUDYbDpjpqwbiyOVdox0KWoAAEMrAAjJ5gtj7nLIaWx0Hh0h879uv+3M9QrGQ5z8N3WYXbtvnfUHtfDIbDZvvcr8Y4275GJQ8AAMhOA4F+a/EP74pbtGOlhMKnl9mLxu3wasdCFqAABDKsAOzt7jDdrinOJebX3qkdKyOUb3nB+rCuKn1POxaU1FRsNQHXSY73wyH3J0xHyyHVXE0N+027+1TrUuDO9hbVXAAAIHsUv/yIddxcU7FVO1ZK8Pf1WOVo4dIfa8dCFqAABDKsACx89h5rrrpDdXu1Y2WEcChkDrrP5EwmTCgYNLvyLrH+rZW/v1k7mjHGmK0vPGivMnfPzdqxAABAliidd43jOKRy1qXakVKK56HbHfsn4DrJNDce0I6FDEcBCGRYAbhz1pccHydtRzUAACAASURBVCalrFYbV55Vv7ZGVoWCQe1YSDLv4zPtef/uv1U71t8MhsORf/tD8oVdEyLzgwIAACTQobq9JuSa4DgOKXjmbu1YKaXlUJ3pd01yHks++DvtWMhwFIBABhWAsVbaKn5prXasjFJTsdVeYCXJq71CV/2+CtPrmux4D9TmnGP8vd3a0RwaqitNn+tkR87deTOYDxQAACSUZ80djuOPbtcU09PVrh0r5RQsvcGxn1pZJAUJRgGYeqqPY9unkDcTZEwB6Fl5m7XSVqDfrx0r4+ydeaHzjObSG7QjIYmiL2kx7hPMTs+L2rFi8sZYpKToufu1YwEAgAwVDoVMQ86nnNOQ3P0z7VgpqbrcF+M4bYV2LGQwCsDUMziOLRzj/2P8MqIADA4ETJP7jKj56X6lHSsjeR91OfZzl2uK8ff1aMdCEpS8vi6t5tYbCPSb2pxzrIVK+nq6tKMBAIAMtOOdTdax0u7it7Rjpazy2V927KtdeZ/XjoQMRgGYetaOYdsgIqVytPTbOuRnGL+MKABLXnvC+rCt3lmoHSsjHa6vNuGoeU2KX1yjHQsJ5u/rMXU5n3a87s3u001XR6t2tBHF+t3gWXOHdiwAAJCBCpf8wPl9JPcCMxgOa8dKWcUvrY1RmL6tHQsZigIwvZ0vIj4R6RWR65WzpLOMKAC3zf+GNdcXEqd89uWO/b1t/rXakZBg3rV/sg7QCp+9VzvWqAbDYVM25wpH7l7XZNPcWKsdDQAAZJCernZrnmTvY7nasVJacCBgDrk/4Ty+XPIj7VjIUBSA6e+fRaRKRHpE5BzlLOkq7QvA5sZaM+Ca6LwsccMi7VgZrWDjUsf+Drgmmo6WQ9qxkCCNtVXWAW3lrEvTZkGNvTu81qhVpggAAADxVPjsvY5jjaDrRE44joFn7Z2O/dbvmmRaD9drx0KUTFighQIwM9wqkcuBH9IOkqbSvgD0PvIXa3RPql+WmO462ppNv2sSpWuWiL6cJeyaYKpK39OONS6FS3/seA5+1yTT1LBfOxYAAMgQ0VcclM77mnaktNByqM4EXCc5p2vJ/7N2LAwRDoVMXc7ZpmTe103xy4+k7UKbFICZ4fMSKQBrlHOkq7QuAAfDYVOTex7DxhUUL7jOuRLs7Mu0IyEBYo2e8y3/uXascWuorrRHCqfwAiYAACB9HKrbax0vbX3hQe1YaSP6ZHOj+0wTHAhox8IRZe8953h9Wt3TzOH6au1Y40YBmBkukUgB6NcOkqbSugCsLHjVmpdsp+dF7VhZofjlR6x933hgj3YsxNn2uVc7XuNu15S0vSzDt/zn1qXrB2t2accCAABpzvPwXY5jjC7XFOPv7daOlTZ2F79lfa/Y9sqj2rFwRNHi66MWt/nXtFzchgIwM/xFIgXgIe0gaSqtC0DPyv9x/DKqzTknLX8ZpaN+f6/pdE91Dtd/+C7tWIij6LN96b6CbmNtlXWJScGyG7VjAQCANDYYDpv9uedzfHGcdufNcOzDsjlXaEeCMaazvcX4o6Z+StfFbSgA098NItInImER2aicJV2ldQE4GA6byqLXTcGyG02P6xTmi0iygmU3Rp0NukA7EuIkHAqZPTMvdry+Te4zTG93h3a04+K79z+tUYDpeAkDAABIDXtK3rWvSPK+pB0r7UQvomLcJ5iaymLtWFnPt2Gh4zUZcE1M26uBKABTz5oxbPki8pyI1Emk+BsUkQERmZH8uBkhrQvAoXq62ln8I8nKt7xgfVBXl/u0YyEOil5YZb22mbDQS3NDjbWAjXfFLdqxAABAmvLe+wvHcUVDzlkmHAppx0o7/r4e0+aexnzNKSZ6ZOa2Bd/UjnTMKABTz6BESr2xbINHtg4R+YFG2AyRMQUgki8cCplD7k84LxF94DbtWDhOwYGAqc05x3kGNve8jJmM2bf8Jsdz63VNNh0th7RjAQCANDMQ6DetUaWVZ/XvtWOlrejpnXpcpzDAQ9H+iiJrQEDJ6+u0Yx0zCsDUUyMi+0fZ9olIqYg8KyK/FZGTNYJmEApAHBfv/bdGrdr1Sc56prlYl2Bk0kTM9fsqTChqpb50ntsQAADoKHl9nXXMVFdVph0rbTUe2GMdo3mfmK0dK2t5V9zieC2a3aen9YAACkCAAhDHaV+ZzzrwKX9/s3YsHKPgQMDU5ZzteD335H0u4xbXiV7NrM398bSf3xAAACTX1oXfcRxPVM66VDtS2tu24JvWVSiZdhyaDmKObk3zK70oAAEKQMRBde6/Olc+u/un2pFwjAqfvccqdEvfSN+h/sOJVVx7n5ilHQsAcAw6WptM8YtrjPe+X5rSeV8ze2ZebKpmXmR2zvqSKVz6Y+N9PI/FBBB3PV3tps91snPOuvULtGOlvbL3nrOO0cre3aQdK+tse+VR63U4sLtEO9ZxoQAEKAARB578Pzs+HDrcU02/v1c7FsYpMvrv047XcnfejIw961o672vWpN2hYFA7FgBgjCoLXzPFC68zAddJ1hfVWFtN7vnG9+Q809fTpR0dGaDoryut1VHbmxu1Y6W9wXDY1OSenzELT6SrbfOvzbjRrRSAAAUg4uBgza6MnjMuWxQ8c3eM0X/rtWMlzE7Pi7xvASAN1ewqMaVzrx5T6Rdra3VPMwVPLeakD45LdEGyfe7V2pEyhu/JuY59G3JNMI0H9mjHyhrNjQdM0HWi8wqvjUu1Yx03CkCAAhBxsnPWlxwfEsULv60dCeMwEOg39TlnZc3oP2MiZ5irZl7knL9y9uXasQAAwwgFg8b78F2m3zXpmMu/6M85FmzAsehsb7FGnhY8s1w7Vsbo6mg1Pa5TnPPPrfq1dqys4X3kL4593+uabLo727RjHTcKQIACEHHiW7/A8UHhd00yXR2t2rEwRjFH/725QTtWwsVa8XhfmU87FgAgSkdrk9k+96phy7yA6ySzfe5VxrP696Zg41JT+Oy9xvtYjilc+mNz2D192L/X4zrFFD3/gPbTQ5qJPn4IuE4yHW3N2rEyiu+em62Ru0wxlHixLsEuXPIj7VhxQQEIUAAiTtqbG82AayJnQtNQKBg0B3LPdbx2u/I+n9Gj/z7Q7+81ze7Tne/bZT/RjgUAGKKuqszU5pwTs8Brdp9uvI/lmo7WpmH/fjgUMmXvPRe5RHOYItD74O+y4nMP8RE9j/C2+ddqR8o4NRVbrX+nRc+t0I6V8SqLXrf2+07Pi9qx4oICEKAARByVzP83x4fFjjlf0Y6EMSh+aa09+i+D5/6L5ln9B2v0alvTQe1YAABjTE1lsWlyn2F9ToVdE4x3xS2mt7tjXPe3451Nw5aJhUt+ZIIDgcQ8EWSMWCe9GUWaGOWzL486QX2JdqSMV3D3Tx37vC7n7Iw5OUIBCFAAIo62vvCg4wMj5JpgmhtqtGNhBIPhsNmT9znnJbC5F2TMB/1YNDceMIGoA3nP2ju1YwFA1qup2Gpa3dNijvrb6X3pmO+3t7sjMto7RglYtPh6FgfBiAo2LrFOHGbC/GipaNvL+da/0T0l72rHyli93R2m2zXFOTp67Z+0Y8UNBSBAAYg46uvpsibs9T6Wqx0LIyh7d5P95eevK7VjJV3hkh849sEh9ycYBQIAig7XV5tG9yetz6i9My80h+r2xuUxfOsXmJBrgj0ScOmPTTgUistjIPPsmPMVx/uleMF12pEyVnAgYA65P+GcqmXpDdqxMlbhpvuswRzx+n2bCigAAQpAxFnhkh86z9LNvFg7EkYQfRBbn3NWVhZfe0retb4Alrz2hHYsAMhKne0tZl/uBdbv5V15l8R9oYWS19cZf4xVhT0rb4vr4yAztByqs0rjrZvXaMfKaJ61d1ojLtubG7VjZaTy2V927Ovtc6/WjhRXFIAABSDibMfbT1sH0Qd2l2jHQgx7tr1jvVa+9Qu0Y6mJvhS6dN412pEAIOuEQyFTMu/rMcu/RF1muf3Np0zAdZI9EvDpZQl5PKQv3/r5jvdIr2uy6evp0o6V0Zoba62pWryP/EU7Vsap31dh/Q7MtHKbAhCgAEScBQcC1qqq3gd/px0LMRQvuM6aU8nf16MdS03BxqWO/RF2TTAHa3ZpxwKArOJd+yfrS2htzjkJX5yp5PV1Jug60fG4A66Jpvz9zQl9XKSX8tmXOadNWfTv2pGyQtHi6x37vSHnU8zVGWeeVb9x7ON296mm39+rHSuuKAABCkAkgPe+/7IuK82mRSXSwYHdJSYcdQmL5+G7tGOp6u3uMF1REx97HvytdiwAyBo73tlkXV7Z6p4WGZmSBL4Ni6zysdl9umluPJCUx0dqa2rYbx07bXvlUe1YWaGy8DV7qpbX12nHyhjBgYA57J7uvCro3v/UjhV3FIDpr3rItk85S7qiAETc7S5+2/qQrix6XTsWhihYeoPj9elyTTGd7S3asdT57rnZ+uI3EOjXjgUAGa/1cL1pcZ9mTUBf9t5zSc3hvf9W6ximfPbljDaC8T6eZx07ZdoIqVQ1GA6bqpkXZfT8dJpKXn3c+r1XXe7TjhV3FIDpb1BEwkP+i/GjAETcDYbDpjbnnIw/i5Sumhr2W3OpMNl5RHW5zzoAKn5prXYsAMhog+GwNS2FcZ9gPPl/TnqWcCgUKRaisjCdCSrzvuCcI3LJD7UjZZXCp5fZ0wNU7dCOlRGi513dlfd57UgJQQGY/gaHbBSAx4YCEAnheeh2xwdJi/u0rFxdNhV5Vv3a8dr0uyaZ5sZa7Vgpo3LWpY79s2POldqRACCjFf11pfXFvnTeNSYcCqnkaWs6aF0OF3JNiFyGiKzUeGCP/R59Y712rKzS19NlOtxTncX8il9px0p7h+r2WlMvFGxcqh0rISgAAQpAJEht1Q7rQGn7m09px8p6fT1dpt19qnN05t0/046VUgqfvdd67yZr/ikAyDbNDTXWl/o298fV592rLHjVDESNlq/NOYcVX7OU91GX473Q4Z5qAv1+7VhZJ/oS/U73x0xvd4d2rLTmWXOHY5/2uE4xPV3t2rESggIQoABEAu3Om+H4QCla/H3tSFnPt36BVW7VVBZrx0op/t5u+wwzl34BQEJsXfQ9e+qFF9doxzLGxF6R2HvvL7RjQcGemRc7R0gtu1E7Ulaq31dhLcRS8NRi7VhpKxwKmYPuM7NmYAAFIEABiASKniy51zWZs3SKwqGQNTdjKRMoxxS9GEij+0y1S9EAIFOVvbvJKtiKFv27dqy/CQ4EInNhRWUsf3+zdjQkUV1VmfUe2PHOJu1YWat03tccr8XemZ81g+Gwdqy0tP2tjdZ7e8+2d7RjJQwFIEABiARqbjxgzSlR9NeV2rGyVukb6ziAHaOq0vfYVwCQQP3+XnMg91zrssrWw/Xa0RwO7C4xftck58j53PO4/DOLRI8EbXVPY15rRaVvbrCO0Sp8L2vHSkvRiy/tnXlhRpepFIAABSASbPvcq6xJvaGjbM4VjteiOveCjP6QPx6D4bDZl3tB1CXs12vHAoCMEevyWt+GRdqxYvI+PtPK6ll7p3YsJEn08YBv+U3akbJaOBQydTmfdrwmWxd9TztW2mlurLXmOfU9OU87VkJRAKa2D4nIRSJys4jcLiJ/ERHXKBvGjwIQCRW9oMKAa6JpazqoHSvr7N3+vvXlpeCZu7VjpbToL3x+1yTT0dasHQtZKNDvN7VVO0zZe8+Z7W9tNOVbXjAN1ZUmFAxqRwOOSVPDftPrmuz4Hbs7b0bKTrUQCgbNnrzPWZ8J9fvKtaMhwWoqi7kEPAV5H8uxvl80N9Rox0or3ofvcuzDPtfJprO9RTtWQlEApq7/X0SqRSQ8zg3jRwGIhOrubDN9rpOz6uxSKipc8iPHa9DsPt30+3u1Y6W01sP19pnRDQu1YyFLtDc3Gu/jeaZszhXW5YdD51UtnXeN8W1YZLo727QjA2NWsOxGx3s55Jpg9pS8qx1rRHtK3rWmNdk+96uMpM9wntV/cLzmTe4zOPmSAjpam6zvF56H/qgdK20MhsOmLudsx/4rXPIj7VgJRwGYmmZLpMwbHMMWfTuMHwUgEm7rou86PmAqZ12qHSmrNDfUmEBUkcVB0tgUL/iWY7/tyvu8diRkuEN1e03BshtNwHVSzNJvuK3bNcV4V9xiOloOaT8FYET7K4qsIi1dVlT13vsL699eyWtPaMdCggyGw6Ym9zzH6+2977+0Y+GI6BMJTe4zzECgXztWWijb8rz1u6zS94p2rISjAEw9X5Cjxd4rInKBiFw45M8+JCKTROTfRGTTkT9/V0SmaITNEBSASLiS156wPmQaqiu1Y2UNz6rfOPZ9v2tSyk2ynqpKXrcXTqmp2KodCxloINBvPGvuGHa031i3DvdU41u/gFFJSFml866xRrKmy6V7XR2t5rB7uiN/bc45lA4Zal+Zzy5JCl/TjoUjYk1vs3XzGu1YaaF44bedx7a552fFcQMFYOrJl0ipVy0iHznyZ+fL0QIw2q1HflYiIn+fhHyZiAIQCRfo95t296nOEWhMnp0UfT1dps39cedIi7t/qh0rbQQHAqbZfbrz7P/9t2rHQoY5sLvE7Jl58ajlXqd7qjnsnm66XFNGvW3p3KtNc2Ot9lMDHGKNOvGs/r12rHEpem6F9Ry8T8zSjoUE8Kz6teN1bnSfmRUlSTqpnHWp4zUqn32ZdqSU19Sw35rixvv4TO1YSUEBmHr2SKTo++2QPxupABQReSrG38HYUQAiKXzLb8rKM03afBsWMoLtOHnvv9Wx/5rdp5vgQEA7FjJE6Zsbhi30Aq6TTNGifzfbXnnUtDc3/u3vDIbDprmhxhT9daXZNv9a63LKD7ZD7k+YvTu8is8OOGowHLa+rLe4T0u7+SvDoZC1IEiHeyqX32eYyBxpzpVmOQGYeor+utL67Ksu92nHSmmeh/7o2F99rpOzZpE7CsDU0y2RMu+aIX92rhwtAD8a4+9858jPvQlPl5koAJEUFb6XrQ/ovdvf146V0cKhkDmQe65jn2+fe7V2rLQTawXAHW8/rR0LGcD35LyY5V3INcH4lt805ssi6/eVm60LvxOzBOx1TTalb25I8DMBRrfjnWes96dv/XztWMck1jENc8Nllj0l71qv8Z5t72jHQpRAv9+6UsO3/CbtWClrINBvTWOQLnOwxgMFYOrpl0jR99khf3aaHC0AT43xdy4+8vPmhKfLTBSASIpwKGQa3WdyJjWJSt9YbxdX7zyjHSstRY/2KFzyA+1ISHPex3JiFnY1ueeZ3cVvHdN9bn9ro/VF6IORhCWvr4vvEwDGIdbov4acT5lAv1872jGLnkNrwDXR1O8r146FOIke/V+fcxZXrqQo74O/s058dba3aMdKScUvrbWOEapKt2jHShoKwNRTJ5Gi7/Ihf/b3IhI88udXx/g735JIAdif8HSZiQIQSeNZeZvjA+ewe7oJBYPasTJW2ZwrnJdE5P4rB6/HyPt4nnVw2dvdoR0Lacr7yF9iln9bF37H9PV0Hdd9tx6uNztnfSlGCTjRlL5BCQgdsUb/FWxcoh3ruDRUV1qrdRct/r52LMTBYDhsnbT2rPq1diwM43B9tQm6TnQOMnjUrR0rJUV/N6jM+4J2pKSiAEw9L0uk6Ptl1J+XHvnzVTH+zpNydOEQjB8FIJKmemeh9QWgbMvz2rEyUqyV6wqfXqYdK201Nx6wLtUsev4B7VhIQ4Wb7otZ/nlW/z5uBX2/v9cULb7eeow+18lmd/HbcXkMYKwycfTfB7wrbnE8r7BrQuRYB2mtsvA16/fnvjLmlUtlxQuvc7xeje5Psjp3lFhT2hQ9t0I7VlJRAKae/yuRMu+JqD//05E/D4lIrkQWBrlERFbI0cuD70tezIxCAYik2pd7QdS8Ez/RjpSRCpf+2LGfW9ynGX9fj3astLZ97lcd+7SU+RQxTjve2WStvGfcJ0RGBMZZOBQyBUtvsB6rxX2aaaiujPvjAcPJxNF/H2hrOmi6oxbx2Tb/G9qxcJy89/2XNTUDV1CktlilbdFfV2rHSinee3/h2D9t7mlZ992AAjD1fLDib5eInDDkz/9JIiP8Pij7hm6DItIivIDHigIQSeV9+C7Hh0+n+2NZ9+GTaM2NB6zLkjwP3a4dK+0VPbfCsU+DrhNNc2OtdiykiQO7S2Ku9ut91JWwxwyHQpH5KqMec3/uZ7iEHUlTPvvLGTn67wOeh263/o0d6zye0BcKBk2T+4yoEdp/0I6FMajM+4LjdduT9zmK2yN6utqtYxDPytu0YyUdBWBq+opE5vo7KerPzxCR9yRS+A3ddohz0RCMDwUgkqqxtsqEoy6lLH5xjXasjBI9GXK/a5JpOcS/7+PV09Vuel2TneXNE7O0YyEN9HZ3mP25n7HLvxW/SvhjB/r91pw/xh2Zq4wvRki03cVv26P/nlqsHSuuujpaTZv7487pTeZcoR0Lx6j8/c3We7amslg7FsYg1gIXOz0vasdKCb4NC63pChr279KOlXQUgOnpbBG5XkR+JCIXKWfJBBSASLro0QCl867RjpQx/L3dps09Leoy6xu1Y2WM6HnVdufN0I6EFDcYDsecj6944XUmHAolJUNHW3PMAtK3YVFSHh/ZK3ql3Cb3Gabf36sdK+68j7qtf1/McZyefMtvcryO1bkXaEfCGIWCQdOQc1bUJfnXasdSFw6FTE3ueY79UjLv69qxVFAAAhSAUFDwzHL7UsqGGu1YGaHgqcX25X4VRdqxMsb2N5+y9u+B3SXasZDCfBsWWe+ZfbkXHPdqv+NVW7XDmqus3zWJ3w9ImPp95dbiSZ6H79KOlRD+3m5z2D3d8VzLZ1+uHQvjFBwImNaok6ietXdqx8I4eJ+YZY10q91Tqh1LVembG6zjkB1vP60dSwUFIEABCAUxL6VMwCT42WYwHDY1uec79uv2uVdpx8oowYGAaXGf5nzvPvg77VhIUXVVZdbvui7XFFNXVaaSJ9blUVUzL2KlRCSE756bHe+1btcU09HWrB0rYXzr51v/vip8L2vHwjjseGeT9Rpq/b7Gsenpajed7qnO0e7Lb9KOpWrHnCudAwNyP5O1U4BQAAIUgFASvUrt/tzzs/bDKF5ijU7b/tZG7VgZJ3p1wIacs3jvwhIKBk3lrEutf5PbXnlUNVf0+9e4meAe8dd6uN74XZOcJ0tW3KIdK6H8fT3WKEBOwqWXgmU3Ol6/PTMv1o6EY+B54DbH6+h3TTJtTQe1Y6mo3llofeZnyirsx4ICUM9yEZmawPv/gYjckMD7zyQUgFARa5Ll3cVva8dKa9vnXkWpmgR7tr1jvXcrC17VjoUU44la8TxVRiH4+3qskcJB14lmT8m72tGQQTyr/+B4jw24JppDdXu1YyVc9OWHkWObt7RjYQwC/X7T7j6Vq1MywOH6ajPgmug80fXQH7VjqShY9hPHfmhzTzP+3m7tWGooAPUMiohfRO4VkU/G6T4/KiI/EZEyEQmLiCtO95vpKAChIhwKWRP1+u65WTtW2uIMX/IMhsPmQO65zi8J9/5COxZSSE1lsQlEffmoy/m06e3u0I5mjImU2EHXidZIl1AwqB0NGaDf32tNlVC45IfasZLC39ttmt2nO557tk62n25K31hvHUcdrMm+VVIzReGSHzhey3b3qaanq107VlK1HKoz/dEjsbN82hoKQD2PSKSk+2DziMh/i8jHxnk/HxWRr4rIahFpO3JfgyKyV0Qui1fYDEcBCDWeh253fCh1uqcaf1+Pdqy0xBm+5Ip+7za7T6c8gTEmUhCXz77M8f4IuSak3ChRz+rf2yMU183RjoUMULjpPuu9VV3u046VNLFWBK4qfU87FkZRuOSHjtdsV94l2pFwHPaV+ax/h97HcrRjJZXnoT86nn/AdZJpbjygHUsVBaCuS0TkVYkUdoNytAysEZGnROTPIvJfIvJ9iZR83xKRn4vIryUycrBAIqMIP/h7gyJyWERuE5GPJO9ppD0KQKhp2L/L+nDeunm1dqy0wxm+5KvZVWK9d8u2PK8dCymg8Nl77S8d99+qHcsS6Peb/VGXAne5prAiO47b7rwZjvdVtq2G29vdYdqiVpLdtuCb2rEwAn9fj+mKWiXd+/hM7Vg4TiXz/83xmja5z8iagQb+3m57JPbSH2vHUkcBmBo+LyKPS6TMiy4DR9oGh2xFIvJLEfn/kpw9ns4QkcUisktEeiUyorFIRP4oIv+UwMelAISq8tmXOz6cSuderR0p7USPRuMMX3LsnXmhc/TU3T/TjgRlHS2HrC/+DTmfMn09XdrRYoo1F+vWRd/TjoU0tqvoDes9VfzyI9qxks6T/ydrP9RUFmvHwjC2vfKo47UKuyaYw/XV2rFwnCqLXrdHuq9foB0rKXxPzrWe+94dXu1Y6igAU8sJEhnht0ZEqsRZ8EVvPSLyuoi4ReRCjbBx9m0R6ZSjb8bobbeIfCpBj00BCFXRo2VCHHSNi7+vhzN8SqIXeWh3n2oGAv3asaCo4O6fWgfcpW+s0441oujL3oz7BFPpe0U7FtJU0eLrHe+lRvcnTXAgoB0r6bo6Wk2He6pjXxQsvUE7FoZRtOjfHa/VztmXaUdCnJTNucI6KZfpx2oDgX5z0H2m43mzInkEBWBqmywiF4nI1yWyou/3JDKv36clsy7xvUhE+iTyJuyWyKXPX5TIZc+rxFkC/ksCHp8CEKp6uztMj+sUx4eU5+G7tGOljYJn7uYMn5JYl7CXvrlBOxaUVJVuMWHXBOfIpwXf0o41qpZDdVZRsSvv86wgjnFrbqy1Fr/x5P9ZO5Yaz4O/jRqdP5ETnCmor6fL9LomO0eJPTlPOxbipOy956xjtcJn79WOlVCx5mEt3/KCdqyUQAGIVPCuRN6AQYkUf9H+KEffpDkJeHwKQKgrWHqD40PqQO65fPkcg8Fw2FTnXuDYd2VzrtCOlVV25V3iPKjMkpUu4RRZ+MM5nUGv4Lz1PQAAIABJREFUa7I5VLdXO9qYeJ+YZX1ZKHphlXYspBnPmjsc76F+1yTT1nRQO5aamPPzpuB8oNlu6+Y11pUozY212rEQJ4PhsHWsVpN7ngmHQtrREiIcClnz++7Ku4TvVUdQAELbJXL0DfjAMLf5sIhUHLlNu0RWPo4nCkCo2+l9yfryudPzonaslLfjnU1pd7lhpvE+nufY/92uKVkzwTSOKnntCevfoif/T9qxxizQ7ze1Oec48h90n8l7GWM2EOg3h93TueQ1im/5TdZnREdbs3YsDFG84DpOpGa4ktfXZc1Jruj5LI37BFPy6uPasVIGBSC0zZGjb8AvjHC7/zPkdl+PcwYKQKgbDIetL59Fi6/XjpXySud9zRo5malnNFNVU8N++7LPLJzwPpsNBPqt31+N7jONv7dbO9q4xPrS4GU6BoxR8UtrrfdPVel72rHU1VWVmVDUZwTTnKSO7s42448apVnw1GLtWIizwXDY7J35WcfrXJtzTsbNTzoYDlursO/P/QzfDYagAIS2Dy7/7ZGR5zX8ohx9o+bGOQMFIFKC91G3delQe3OjdqyUVVNZbH3ZypaVzVJN+ewvO16HrQu/ox0JSeR9YrY9suC5+7VjjdtgOGx2zvqS43l0uKeazvYW7WhIA9vnXuV471TmfUE7UsooXvhtx75pdp9u+v292rFgTOR39ZDXZsA1kWPPDFX88iPWZ3XBM3drx4qr7W8+FeN4ZIV2rJRCAQhtzRJ585WOcruJcvSNuiHOGSgAkRLamg6agOsk5+iTx3K1Y6Us390/c+yrdveppq+nSztWVvJtWOh4LfpcJ5uernbtWEiC7s420+b+uOP13503I23Ptu/Z9o59KfNDt2vHQoprqK603jeZPsn+eMT6d1WwcYl2LBhjSuZ93TmNyryvaUdCggyGw2bPzIutqS4C/X7taHExGA6bPXmfczy/hpxPZdwox+NFAQhN/yhH33wvjOH2PUdu6x3n40wbZZshFIBIEVsXfc/xwVWTex6T1sbQ3HjAmljcs/J/tGNlrbamgyboOtF5xvWvK7VjIQmiFz0w7hNMhe9l7VjHZduCbzqeT5driuloOaQdCynMs+o3jvdMp3tq2l0Cn2hlc66wLj9M1xMFmaKj5ZC1anXhpvu0YyGBYo2Qy5QVn0tefdw+EfP0Mu1YKYcCEJomy9E335NjuP3hI7ctG+fjmLFuFIDQVr7lBevDa6f3Je1YKcez6teOfRRwnWSaGvZrx8pq2+de7XhNts2/VjsSEqyjtcl0uj+Wca97dbnPmtfSs+rX2rGQogYC/abJfYbzC/U9/6EdK+Vsf2ujdXyz7ZVHtWNltYKNS62pZ7o6WrVjIYEGw2FTMetSx+ve5D4j7a+gCYdC1hyHdTlnM/ovBgpAaDpNjr75HhnD7WuP3HbvOB+HAhBpI/ZiIN/XjpVSujvbTKd7qvNSomU/0Y6V9QqfvSeqlJ1oOlqbtGMhgaJHPRn3CWZfmU87VlxEj8budU02rYfrtWMhBcVaPKa6PDP+HcRTrEUIds76knasrLZjzlccr0fxgm9pR0ISlL+/2fqdle4LXsVahIm5/2KjAISmZI0A5BJgpBXvoy7rjCwTMh/lfSzXsX/CrgmmZleJdqys19neYs1hmWmTS+Oo1sP1ptc12fF6b130Xe1YcXNgd4m9cukD/60dCymoNGr08668S7QjpazoBSeM+4TI/IBIuubGWut33NbNa7RjIUmiy98u15S0PckVHAiY/bnnR02hdL4JBYPa0VISBSA0JWsOwNGwCAhSSszFQB6fqR0rJQwE+s0h9yeiLjn8hnYsHLFt/jccr82OOVdqR0KCeO+/1fFahzKwiC9c8kPHc+x2TWFUKxwaD+yxLhdnzqnhBfr95rB7etRVDtdrx8pKvifnWqOc0/0yUIzd7uK3rTLet/wm7VjHJHohukiZvVo7VsqiAIS2FmEVYMASffnZgdxzWQzEmMiqilEf8pWFr2nHwhFFL6xyvDZB14lpe0YZw2tuPGD8UYvwFC75oXasuKurKrNHAa65QzsWUohn9e+tkri3u0M7Vkrz5P/Zsc8GXBPNobq92rGyTsWsL1LEZrmixddbJ/L2VxRpxxqXro5W0+I+zfE89s68kAWGRkABCG3vSuTN1yMiHxnhdl+Uo2/U3DhnoABEyinb8rxVdO145xntWKoGw2GzP/czjn1SMeuL2rEwRG93h3VZqG/9Au1YiLPo0X8Drommfl+5dqyE2Lrou47n2uaexigZGGMil51Fj2ZL1xE0ydTRcsj6nPA8cJt2rKxyqG6vdYxZ8toT2rGQZI21VdbJvO1zr9aONS7RiwIa9wmm7L3ntGOlNApAaJsjR9+AXxjhdv9nyO2+HucMFIBIOYPhsKmJms+iZN7XtWOpKn1jPQesaWDrwu84XqPy2V/WjoQ46mg5ZHpcpzhe40xehGfv9vet3zveJ2Zpx0IKiPWZVFW6RTtWWvDdc7Njv3W6p5qernbtWFnD+1iOtf/7/b3asaDA8+Bvrd9jpW9u0I41JrEKzGz/rjQWFIB63kzA9kZSn0F8XCJH34APDHObD4tIxZHbtIvIR+OcgQIQKcm3foHjQy3smpCxo2zGonz2ZY79UZN7PkP8U9C2l/Ot921zQ412LMSJ56HbrUuG6qrKtGMlVPQiD43uT5pAv187FpRFn+zYM/Ni7Uhpo3ZPqTV3om/dHO1YWWN33gznSZylN2hHgpKernbT5D7D8X6ozznL+Hu7taONKnqEftB1YsbNRZwIFIB6BkUkfOS/x7uFh/w3HX1wGXBQIpf6RvujHH2T5iTg8SkAkZJ6utpNp/tjzpEnK36lHUtFpe8V6wwlK8ymJn9vtzVCjBFTmaG7s810uKdm3bxRFb6X+f0Dh47WJmuxLt+Tc7VjpZWS+f/m2H91OWezamcS1O8rZ4oZOBQ8s9x6T3hW/UY71oh2vPOMldl3z83asdICBaCet0XkrQRs6egiEemTyJuwW0T+JCKXishVIrJSjr5Bd4vIvyTg8SkAkbK8K25xfLh1uaZk5WUy2+d+1bEfDrunc7lKCita/H3H61U561LtSIgD76Nu64C7utynHSspoifMr8k9n4WZsphv/XzH+yHgOsm0Nzdqx0or5VtesH6fbHvlUe1YGc+79k+Ofd7qnmaCAwHtWFAUDoVMxaxLo36nTTQ1lcXa0WLy9/WYupyzHXk73FNZdG6MKACRKr4tIp1y9M0Yve0WkU8l6LEpAJGy6vdV2JfJrJ+vHSupdhe/bc/B9fhM7VgYQcnr66zXrLG2SjsWjoO/r8e6TGjb/Gu1YyVNrPnetr/5lHYsKIm+hLJ44XXakdLOYDhs9s680LEfy2dfph0r41XnXsCoKVj2VxSZAddEx3tj5+zLUnKqHc9Df7RH/21YpB0rbVAAIpWcISJLJFL29Upkvr8iEblDRP4pgY9LAYiUFn2ZTLaNPNk2/1rH829xn8YqnCku0O83nVGXinofdWvHwnGInpPUuE8wu4re0I6VNJFVyJ0LM22fe5V2LCioqdhq/VsofWOddqy0VLjpPmtfVpW+px0rY+2vKLL2907vS9qxkCI8K2+zT7in2BQu+yuKTH/Uwh+78i5JyaIyVVEAAhSASHE73tlkjzx5a6N2rKTYu8NrH4w8fJd2LIxBwdIbHK/b7rwZ2pFwjIIDAdOQc5bj9Sybc4V2rKQreGqx9ftof0WRdiwkmeeB/3a8B5rdp3MJ5TEK9PutkcVFi7+vHStjRa/4etg9neIEf9PX02V91vtdk1JmYY2BQH9ksaUh+UKuCWbv9ve1o6UVCkCAAhApbjAcNjVRI0+y5ct38cLrHM+73X2q6e5s046FMdj+1karLKnfV6EdC8dg6+Y11mtZ9t5z2rGSzt/bbdrc0xz7oWDZjdqxkEShYNAcdk93npS6/1btWGnNs/ZOx/4ccE00h+urtWNlnMFw2DTkfMr53s3SheUwvLJ37UEHe/I+ZwYC/drRYl76y+/f8aMATA9/JyIni8hpInL6KBvGjwIQKS/WyJM9Je9qx0qomoqt1vyHnjV3aMfCGA0E/h97dx4fVXX2AfyxKr5IBdmlBgkiYAU3qi0u1VrFpaAWl6p9xVrRVm19bUVatXYmC/ui7Moioixu4Aq4gAEEMtkTkpAEwhKyGEL2dTLJ3HnePyaZzJ0zSWYmd+bcmfl9P5/zUWbu3PvMcmb55dxzmoWwJH7Dq7LLAh/kxf5SGM0ZTtMQOHMdQdNsGIiJx8PIobhPhM/iE4eTZJcV1KrO/MhNhkHqz4rVf5ddVsjJTfgWp1uDR0wrpguvFdmrAh9J3SvMUVgQPY7NTQ1S6wpGCAD1axARRRPRISJqJSLFg2aVUmnwQwAIumduauBy4yWqD76UhffJLsuvkhdNVd3fWuNFXFtdIbss8ELCsmmq5/BYzNWySwIv5SbtEn4IpGxfK7ssacpLCtji8iMEf5gIHymL7hdGxkDPuX5W1BiHcWN9jeyyQkrCsieE8CRc/5ADXTM31nNB9BXCZ7+suU5rKk7zj8ZRqlpaDRfy0bR9UuoJdggA9elGIjpN9lDP5kVTZBQbAhAAQlCI3/CaMO9F8fFs2WX5xYnsBGH0n2ntP2WXBV7KOvCl8AXy1BF9zCUDnkldoD4Nv9Q4KuznO0t642FhDrhmc6PsssDPairPCJPPJ3w4V3ZZIaEgL134rEj4cJ7sskKGpdnMNa4Lc72LEfnQuaNp+4QRd7XGYQGfykWxWjl93p3iqb/4TeAzBID6M5CIyske6NWRfVVcA3UEfH8mohlE9AHZV8pViOgHIvpTWwPvIQCEoFBTVc71hqHqL8jLnpBdll+4rvxbbxjKNRWnZZcFXrK2tgojV+PfmSm7LPBQ8fEctroG8VjN2T7huMuPkeQv3pJdFviZ60rYFsMAri4vlV1WyMiYN0n1+BZGXY4FKjSS9u1G4T2r5GSe7LJA50ybY4TXzfHoq7iupjJgNcS/87JQQ86sG3QxJ2GwQgCoP0ayh31mIhrXdtk4cj/CbxgR7Wm7fH6gCgxBCAAhaJjeek6Yf6q8tFB2WZo6krpHnHsEoVHQSlj+Z5x2FKRMK58Wgnichm+XPftm1WOTG/sr2SWBn+XFXq96zlMXTpFdUkhxt/hA+q4tsssKCa4LquXMukF2SRAEbIoiTHvAxr6cOec3bGk2+/34SZ+tEI5dYRzOZ0pO+v3YoQwBoP4kkD3QW+l0WWcBIBFRbyI62nbdb/1eXWhCAAhBo6z4hDj/1NuhNVl25pxbVfevynhxQP/aCNpyN/H4iewE2WVBN2qqyrnBMEQ9+g8rRjqkfv2u8LrOzzgguyzwk8L8TN3MhxWqbIrCx6OvUj3G2bN/LbusoFdTVS6euv7xQtllQZBoqKvmguhxwvtf0hsP+XWEbua+z4XfO1ZDP/sfCqBHEADqTwXZw7ypTpddQR0B4NlubvNc2/Uf+7260IQAEIJK4puPqj4QGw2DQ2YVSndzxuGUw+CmWK182jhSHVpLXk0Oumd6/7/CF2+cMtahxdLMZcZI1WOUuOSPsssCP3E9Da3SGIFT0Pwg8dNlCNY1lrj1TZdT1/tjShXwSlF+FlcaI9yEgH9ga2ur5sfL+uFzNruE1mzEnKtaQQCoPy1kD/omOF12KXUEgBe6uc31bdef8nt1oQkBIASVwvxMbjVcqA7J3npOdlk9ZlMU+2l0TverzBjJ5sZ62aVBD5lW/VX1vBZFjcVpwDrWYmkWQttQX3XcF/HvzFQ9Rk2GQVxTVS67LNCYTVG4MOpy9Q/R5X+WXVZIajY3CvPGJr3xkOyygprrdAVp8++RXRIEoSOpe7jRMFgI5VIW/V7TRbAyvv/AbfiHMxC0gwBQf6rIHvT90umyC6kjALzGzW1+TR3zBoL3EABC0El64w/CKMCK08H9+k3duV78a99HC2SXBRpwN69jfsZ+2WVBJ5K/Wi08X3nJ38suS3fKSwqEVRJNm2NklwUaO5K6V+gPucm7ZZcVsuLX/0sYsYY5v3xTWpjPistCTqlfvyu7LAhSGd9/IJyWy8a+nDtrYo/nI7cpCpu2zBIWHmsPGf0x0jBcIQDUnySyB30PuVz+Y9vl/3Rzm1fJHgBW+Le0kIUAEIJO8fFscRTgqr/KLstn5qYGLokarbo/xVGjAzLJMPifTVGE5zf+7edllwWdcB2JmztrouySdCtl4X2qxworl4Ye18VwiqLGYASzH1Wd+VEYARS/5v9klxWUTO+9rnoca40XsbmpQXZZEMTSd3/AFsMAIaQrM0byobhPfNpnTeUZTl14r7BPe/h3P7e2WDS+F+ENAaD+LCf3q/quJ3vIV0pEo50un0gdowa/DkSBIQgBIAQl17kAmwyDuLz0lOyyfOI63xgb+9pHBELIiF/9d9Xz+6NxFH5E61B+xgHxC/gO9MXOZB/cITxemfs+lV0WaMTa2iqckmpa+0/ZZYW8hKWPqx7zauPPuKmhTnZZQcWmKHwyerzqccQ8paCFzL3b3J4OzMa+nLz4AS45kevRfqytrZy49U3hPdb59H+Ef9pDAKg/U8ge9OW7XD6eOuYHbCGiZCLKIaJW6jg9+O7AlRlSEABCUCo+niOcfpawbJrssrxWcbqI6wxDVfcjZ9YNCIdCzLFDB3EaXRBIXPKY8Fd9LHbQOXc/sjHHVujI3Pep8L516ki67LJCXkFuKqYE6SF3p65nH9guuywIEccyTVxqHOU2uLMY+nPKwvs44/sPuKGuWnU7m6JwQV46x294jUuiLnN7ezb25fh3XsbvAD9BAKg/5xLRBiLaSEQjXa6bTvbwz+am/TdwJYYcBIAQtBKX/FH1gWk19OOCnBTZZXklYdkTwgf/kdS9sssCjbmbSN+08hnZZYGTmorT4ql378yUXZbuJXw4T3gfLi3Ml10WaMB1vt2jMRNklxQ2MubejtPre8D1u1VJ1GV4/EBTFaeL+NDc33Ya4rGxL7cY+nNR1BjOi72ej8Vcw7XGi7rcvtr4M0795n3Zdy2kIQAMPmOJaC4RfUlEO4loKRFdJ7Wi4IcAEIJWWfEJbjIMUn14ZsybJLssj+Vn7Bcm/E1e/KDsssBPTGv/KYwuww8S/TBtNApf3MtLCmSXpXt1NZXcYBgijF6A4GZurOd6l9Hppk3RsssKG5n7PhfCgfTdH8guKyiYmxq41jgM70ngdzZF4YSPFwnvlb609Hl3clnxCdl3KeQhAARAAAhBLn7tP4QP0az9X8guq1vW1lY+Enudqu4mwyCMnAlhBTkpwmv1sOlr2WUBMytWKxe7LNSSsuj3sssKGgnLpqkeu1LjpVi1MMil7Finek4VQz+sRhtANkXhE9FXqb/bzLlFdllBIXn7GuGztuRknuyyIIRVlhWzadVfuNnlLAJP2tGYCZy5d5vsuxA2EAACIACEIFdfW8UVxuGqD9NjMdfo/sdnwkfzxTk/1v9LdlngZyeir1Q95wnLn5RdEjBzxvcfCf0xJ+Eb2WUFjaPpPwiPX8b3H8kuC3ogbf7dCJ8kS/x0qdCvjh06KLss3Ts09za8dkGKmorTbNoym3NnTRTmKXc9AyRxyR85N+FbzPUXYAgAARAAQghI+Hih8OFq2jJbdlmdKi8tFOYBORX9c242N8ouDfwsfv2/VM97hXE4VnnTgYx5d6iel+PRV+FLuZfyY65VPYZYDCR41VScZovLj9fET5fKLivsNJsbhRVCk954WHZZulZamM+K69QqX6ySXRaEoYa6as5N3s0pO9Zx4tY3OOmz5ZwR9zGXnMzD9wuJEADq3wVEdBUR3UREt3jQwHsIACHotbZYhJUo6wxDdTt/V8rC+4LytGXoucL8TPG5/+Fz2WWFteLj2cIPxsRPFssuK+gkfLRA9Ri2Gi7U7XswdM31j2rNhoFcW10hu6ywFP/OTNVzYcHcpF2Kf/ffwnfBpoY62WUBgE4gANSvZ4gonYisRKR42KxSKg1+CAAhJByO3ykEK3qcw8t1XiU2YuGPcOM6Uipx6f/KLimsmVb9VfV81Bov4sb6GtllBZ26mkpuNAxWT2uw4VXZZYEPDs++SfU8pi6cIruksFVZVizMKxa/5kXZZemSTVG4KGqsepqNpY/LLgsAdAQBoP6cTUSfU0eoZ/OiKRLqDQUIACFkJL3xByFcOxT3ieyyHMpLC7nKeLGqvhrjMC4vLZRdGgSQ6b3XVa+BauPPuMXSLLussNTUUMc1LqtFmlY+I7usoJX45qOqx7IkajRWug4ypaeOCp+jad9ulF1WWEtc8kfV81FlvBij2tw4bPpaeO3mJu+WXRYA6AgCQP35G3UEeqVENIeIHiSi24joVg8aeA8BIISMyrJi4cd8mTGSayrPyC6NbYoiTKrOxr6c/NVq2aVBgJWczNN1UB1OkrYtEZ6LwvxM2WUFrdzk3cLjmbkPp7gHk3iXP1DUGodhflrJTuYkC/0q4eOFssvSHdc/AhdEX4G51gBABQGg/iSSPfzLJqL+kmsJFwgAIaQkfrLYzSm2D8guixM+mCPUlbpgCr6chqm82OtdJnb/g+ySwo5NUYTTsQ/N/a3ssoKaTVGEla5TFt4nuyzwwonoqzBFgQ4dmnu76nk5Ff1zjK51UlN5hs0up0qb3ntddlkAoDMIAPWnjuyn8j4iu5AwggAQQopNUew/4l3nA9yxTlpNR9P2scUwQFVPpTGCK8uKpdUEcpk2RQvzzmGUTWDlJu0S3ifSd22RXVbQM22ZJSxagPe64HAiO0HoE9kHtssuC5g5c+828f1q9weyy9IN0+ZY4X2n4jR+1wCAGgJA/WkPAK+RXUgYQQAIIaes+ATXupwKXGcYyoVHMwJeS01VOZdEjUbQACplxSeElWfTv9ssu6ywkrz4AZf56i5ja2ur7LKCXk3FaXEkzkaj7LLAA/Fv/131vJ02jsQoM52wKQqfjB6ven5yZt0guyxdsCkKF0SPU//Rd9H9sssCAB1CAKg/qWQPAH8ru5AwggAQQlLyV6uF0O1E9JUBXd2zxdLMmXN+I9Rheuu5gNUA+nV41o26O1U9XJSXFgqjcnG6mHaSFz+onlcx6nJMd6BzitXKpcZL8VmlY4mfLhO+T+QkfCO7LOkOx+8UHpesA1/KLgsAdAgBoP7MJPscgG/ILiSMIACEkGRTFOFHqP2vwr8PyA9Rm6JwwrInhOPnzpqIFV+BmZkTPpyrem00GIZgZccAiX/336rHvtkwkKvO/Ci7rJDh7gd5bsK3ssuCLrh7zo5lmmSXBU4szWY+bRypeo4y5k2SXZZ0rqO58QcHAOgMAkD9OY+I0onITES/llxLuEAACCGrsb5GmNCcjX3tpzn5WfyG14TjVhiHc2lhvt+PDcGhvLSQrS6nAafuXC+7rJDX2mIRfkRjERZt2RSFC6MuVz3GiW8+Krss6ELCsmmq5+tk9HiEKDrkOtcdG/vy8awE2WVJU3XmR3E096Yo2WUBgE4hANSnIUR0gIiaiWgB2ecD/B+pFYU2BIAQ0grzM7nOMFQ8DXdzrN+O6e4LutkwkPOSv/fbMSE4Zc25RR0ALpwiu6SQl/rN+0L/PJq2T3ZZIcf1jyCNhsHcUFctuyxww9Js5mrjz9R/KNvwquyywI3G+hquMl6M6SPamDYahNHc1eWlsssCAJ1CAKg/ilOzufy7u2aVUG8oQAAIIS8j7mNuNVzoJgSM0fxYps0xwnHYKHcVYtCvxE8Wq14nTYZBCEn8zDV0PRJ7neySQtKZkpPCCNfET5fJLgvcSP9us/CZVXIyT3ZZ0In4d2aqniuroR8XH8+RXVbAKVYrF0WNRRgKAB5DAKg/th40RUK9oQABIISFxE+Xug3m4t95WZPTnBSrlU2r/ur2GP4IGiE0VJeXcouhv/oHzFerZZcVsgpyU4X+mfTZCtllhayMeZNUj/XhWTfKLgncSFl4n+p5ypk1UXZJ0IWaitPcaBises4Slj0hu6yAy/j+A+H9HIuiAEBXEADqj7GHDbyHABDCRvyGV90GdKkLp/Ro1FXF6SI+NPe37gNGrCwK3Tg093bVayZt/t2ySwpZCcv/rHqsq4wRbG5qkF1WyEr7ZoPwnlh4NEN2WeCkrqaSzYaB6jDpo/myy4JuuP7BsdkwkMtLC2WXFVCZc36jegxORF+FeSsBoEsIAAEQAEKYiX/vdbdBXXHUaM7a/4VX+7IpCqfsWMflxkvch38bXvPTvYBQkvjpMtXrxmIYwDVV5bLLCjn1tVVc7zIfaPxq/y8IFM4szWauMka4POYvyC4LnCR9tlz1/LQY+mNF7CBwuugYW1xGj4fT+1lBTorwnStx65uyy/KKoihcW1vLRUVFfPz4cT569CgaGlo37fjx41xaWspms9mnfocAEAABIIShhA/msOIyN5Xz6Kujafu6/CuyTVH40J6tfHj2TW730WLoz0mfrwzgPYJgVlNVLqximPTZctllhZyED+cJ82b9WIB5zvzNtPIZ1eNeZoxka2ur7LKgjesoqvR5d8ouCTyUuOQx1XNXbxgaNgtguK5aXWW8mM2N9bLL8lhdXR3n5uZyTk4OGhqaj62kpIRtNptXfQ8BIAACQAhTh/Zs5VrjMLcBnv1UkivZ9NZznPzl25z1w+ecuXcbJ366jBOWP8mlxks7vV258RLOPrBd9t2DIJM2/27V6yhj7u2ySwopNkXhk9HjcKq1BCeyE4T3yYy4j2WXBcxcXnpKWKglefsa2WWBhwqPZgjPX/ya/5Ndlt/VVJzmJsOgoL3f7sK/3Nxc6SOr0NCCobmGgOXl3p0xgwAQAAEghLHi49mcM+uGTsM8b1vG3Nu54jT6EXgv+cu3hVGk4TKSIxCyDnwp9NfMfZ/KLitsHI39heqxT104RXZJwMymzbGq56XBMISbGupklwVeSF78gPAchvop3CbLrqZlAAAgAElEQVSXqVxaDP25rPiE7LI8oiiKKvwrLCzkhoYGr0cxAYQrq9XKFRUVqhDQYrF4fHsEgPpj8KH9l4hmEtFfiOg2Iuob8KqDGwJACGuK1coJH87jauPPfA7+ThtHcurO9Zh8GnxWX1slTMSfuPUN2WWFjNQFU1SPbWHU5axYrbLLChuup19bMM+cLhyJvU499cAbD8kuCbx06ki6OAowhOfZbLE0C2dhpCz6veyyPFZbW6sK/xD8AfimrKzM0ZcqKys9vh0CQP2xEZHSw9ZMRB8R0WUBrj1YIQAEYPtKiKZ3X+3y9F7XVhA9jhO3vsHN5kbZ5UMIcA2pMufcKrukkHC66Bi3Gi5UPbamLbNklxVWairPcLNLwI3nQK7C/EzhM+3Qnq2yywIfJC9+MGxGASZ9vlJ43eYm75ZdlseKioocoUVDA1agB/CV2WxWhemeQgCoPzanprj8213rbBuFiBqI6PbAlh+UEAACOFGsVj4cv5Pj173Eh+bexqeif85Vxou53HgJF0RfwakLJrPp3Vf5xOEkjPgDTaXuXK/6UWM19OPyUs+/1IB78Wv/oXpcGw2Duba6QnZZYSd50VTV83A8+iq8h0oUv26G6vmoMA7n1hbPT6MC/XA7F+DbobcisGK18sno8erwL/ZXssvyyvHjxx1z/mH0H4DvbDab43T6Y8eOeXw7BID6dAkRmcge5G0jovuJ6GIi6tXWLm677NO2bUxENJKI+hHRTUS0koha266rJqKBgS0/6CAABADQgaaGOm40DFaPktocK7usoNZsbuQK43DVY5qwbJrsssJS5r7PhZE7+Rn7ZZcVlmyKwkVRY9X9YsVTssuCHkh64yHhDx2VZcWyy9JU+q4twntI+q4tssvySvsiBkePHpVdCkDQ86U/IQDUnwuIKI+IWojoQQ+2f5DsYV8+2QPAdne1Xa6QfZ5A6BwCQAAAnXD9EZcfc63skoKa6+IqbOzLJw4nyS4rLClWK5caR6lDp+VPyi4rLB1J3SP0i7zk72WXBT1QmJ8pTnWw6q+yy9KMTVHso/2c7t/J6PFBN5crAkAA7SAADA3/JfvIvaVe3GZ5221iXC7fQB0jBKFzCAABAHTC3SgpBFa+c/3BmD37JtklhbX4dS+pno8a4zA2N2EerEAzrZiueh6KosbgdOwQkPTGH1TPa7NhIJeeCo2g6bDpa+GzMenzlbLL8hoCQADtIAAMDZlkH7X3Gy9u8xuyB33ZLpdPbbu8XIvCQhgCQAAAnbC2tnKZMVI9iuOt52SXFZSOpv8g/GBM3bledllhreRErvCcpGxfK7ussNLaYhFOi49f95LsskADxcdz2GLorw7J3nhYdlmayJh7u+p+lRpHcYulWXZZXkMACKAdBIChoZ7sAeAEL24zgexBX30nl1u0KS1kIQAEANCR+LefV/3QOWMcwdbWVtllBZ3ENx9VPY5lxsig/MEYarLm3KJeeXbubbJLCiuZe7cJIWzh0QzZZYFGElY8pXpuFUM/PpZpkl1Wj+Qm7RJes6Yts2WX5RMEgADaQQAYGqrIHgA+4cVtniB70Fflcvl1bZeXaVNayEIACACgIycOJwk/djL3bpNdVlCpLi9ls2GgepTT+n/JLguYOfmLVUJAESqnKQaDpDceVj3+R2N/Ibsk0FBlWTHXG4a6hOy3yy6rRzLn3CqsWN1YXyO7LJ8gAATQDgLA0LCX7KFdJhGd58H2/0NEWWQPDfe5XPcIuT81GNQQAAIA6Ex+zLWqHzzJix+QXVJQMb3/X9XjZzH05/LSQtllAdtXu65zCSgQzgZGU0MdNxiGqEdSbYqWXRZoLH79v4Q/ImXt/0J2WT45HL9THP0XxK9ZBIDB6+TJk47g6N1335Vdjs/27NnjuB979uyRXU6PIAAMDe2j+RQi2k9El3ex7c+J6IDT9q6jBte2Xb5Z+zJDCgJAAACdMW2OVf3gaTIM4vraKtllBQVrayuXRF2GAFXHEpZNUz0/JVGjg241z2CUsn2t6nG3GvpxeUmB7LJAY431NXzGOEL1XB+LuSboppKwKQofnn2TMJWDubFedmk+QwAol8Vi4S1btvC0adN47NixPGDAAD7nnHN44MCBPGHCBH722Wd5165drLhZFAkBoHeqq6v5u+++41mzZvF9993Hw4YNcxz31ltv1eQYCABDx+fUEeopRJRCRKuJaFZbW912Wfv1NiL6wmUf/Yiopu26aQGpOnghAAQA0JmK00XcarhQ9cMn8dNlsssKCum7tggjRnKTdskuC5wcSd0jjlA68KXsskJe+vy71FMLzLlVdkngJwkfLxL6WMJHC2SX5ZXMfZ+K9+HDubLL6hEEgPJs27aNIyMjncOfTtuYMWN4+/btqtsjAPROV481AkBwdQ4RraKOcE/ppLVf9zYRneuyj4FEdGtb6xOQqoMXAkAAAB1Kn3en6odP9uxfyy4pKBya+1vV45Yfcy3b3Pw1H+SxKQqfjB6PUZoBVF1eyi0uK8Tijwqhq7XFwieir1Q939XGn3F1eans0jxibW3lYzFXu6z8eyk3mxtll9YjCADliImJUQVQkyZN4uXLl/P333/PqampvGvXLl6xYgXfdddd/JOf/ISJiK+++mrVPhAAemfEiBGO4wwdOpSnTJmCABC6dQ3Zg8CjZA/7nFs+2YM/b1YLBvcQAAIA6FDKjvXC6IcfC/Jkl6VrhUczhMcs8dOlsssCN0ybolXPk9kwkGuqymWXFbISPlogPN51NZWyywI/yj6wXRxBt2ya7LI8krRtifhevvUN2WX1GALAwFu/fr0j8BkyZAjv3bu3y+2zsrL4jjvuQADYQwsXLuStW7dyYWHH/MuEABC8cB4RDW1rniwOAp5DAAgAoEPmpgauNV6ExRK8YFr5tDDiJZjniwpllWXFbHEZkZbw4TzZZYWsw7NuVD3WqQvvlV0SBEDKovuFVbePpv8gu6wuNdRVc7nxElXdJ6Kv5NYWi+zSegwBYGAVFxfz+eefz0TEffr04dzcXI9upygKb9y4UXUZAsCeIwSAALqAABAAQKcSlj6OxRI81FBXLa4u+/bzssuCLqQumKJ6vo7GTJBdUkj6sSBPGE2V9u3G7m8IQe900TFuNAxW97PYX+g6TDOt/afwes3cu012WZpAABhYM2bMcIQ9ixcv7tG+3AWA3333HU+ZMoWHDh3KvXr14sjISH722Wc9/k0dFxfHTzzxBI8cOZJ79+7NF1xwAY8fP55ffvllLikp8WgfBw4c4OnTp/OYMWP4ggsu4HPPPZcvvvhinjx5Mq9YsYKrq6tV23sSAFZVVfHEiROZiPicc87hTZs2eVRLdwgBIIAuIAAEANCpvOTvxcUSfvhcdlm6lPDBHGGkS8lJnDKtZxlxHwuv72OZJtllhZz4Da+pHuMa4zC2NJtllwUBEr/hVaGfmd7/r+yy3Co+ns1mw0BVrRlzb5ddlmYQAAaOzWbjQYMGOUb/1dXV9Wh/rgHgK6+80ukiF4MHD+acnJxO92U2m/nRRx/tciGSPn368Jdfdr44VlNTEz/22GPdLmhiNBpVt+suACwpKeHx48czEXHv3r2FxVB6ov24CAAB5EIACACgUzZFESZyT1n0e9ll6Y5itXJR1Fj1CKf5d8suC7phbW3l08aR6tOAVzwlu6yQ4/oekrj0f2WXBAHUbG7kgugrhDkgC49myC5NxaYofGjubao6Ww0XckFOiuzSNIMAMHCysrIcQc/dd/f8+4BzAHjjjTc6gqwtW7ZwSkoK7969m5944gnHNhMnTnS7H5vNxpMnT3Zsd++99/LGjRv54MGDbDKZeOnSpXzJJZcwEXGvXr04OTlZ2IeiKDxp0iTHPkaPHs1vvvkm79+/n1NTU3n79u382muv8WWXXeZVAHjs2DEeOXIkExH37duX9+3b1+PHzRkhAAxrcW3t+04u96W57gs8gwAQAEDHTJtjVT+ILIYBQbOSY6Ck79oijHDJPqDdX63Bf+LX/kMYnWZuapBdVsg4duig2DcO7pBdFgRYbuJ3rBj6qV4Hh2fdqKspJZK/Wi2OVFwxXXZZmvIksFAUG1fUN4dVUxSb5o/1pk2bHEHPf/7znx7vzzkAJCJ+5pln2GYT63766acd26SlpQnXr1mzhomIzz33XP7666/dHquqqorHjRvHRMQ33XSTcP3SpUsdx5g6dSo3Nze73Y+iKFxcXKy6rLMAMDMzky+66CLHCMbU1NSuHg6fEALAsNa+mq/i5nKFxFV/u2pKJ/sCzyAABADQsZqK09zsckqUaXOs7LJ0JXv2r9WnkcZczTZFkV0WeKD4eI7woz95+xrZZYUM06q/qB7bUuOlugp9IHBMK6aLAdumaNllMTNzTeUZYeGPMmMk19dWyS5NU54EFhX1zTzi39vDqlXUuw+wesI5JFu6dGmP9+ccAA4bNqzT0C0vL6/T49psNh41ahQTEc+YMaPL4+3cudOxH+fXi6IoHBERwUTEERERXF/v3UJn7gLAgwcPcv/+/ZmIePjw4ZyX55/pUwgBYFjbS0R72lpnl/vSwHsIAAEAdC550VRhRUQEXHbuRjglfbZcdlngBdcAN3POrbJLCgktlmauMA5XL4yz5v9klwWSNNbXcEnUaJcR5f05P2O/7NKEzzg29uXUb96XXZbmEAAGLgCcNWuWI+hZt25dj/fnHAC+8MILXW7705/+lImIX3zxRdXl2dnZjn2YTF3Pd9vQ0ODY9r333nNcnpqa6rg8Otr7AN81APzmm28cKyWPHTuWCwsLvd6npwgBIIAuIAAEANC5rP1fCD+OcpN3yy5LF5Le+IPqcSk3XsLN5kbZZYEXkr94Cwu4+EHG9x8I7xunjqTLLgskytr/hXAqcGHU5dxQV939jf3E3am/afPvDsk/ciEADI0RgCtXruxy2+HDhzMR8VNPqee03bBhQ7eLdrhr8+fPd+xj3bp1jsvj4uK8vh/OAeDf/vY37tWrFxMRT5gwgc+cOeP1/rxBCAABdAEBIACAzilWKxe7jNxIXPKY7LKkKy89xRbDAPUIp3dmyi4LvGRurOda40Xq53Fd16dHQfdSF96rekzzYq+XXRLoQPzbfxdPu1/8oJTArbQwn2uNw4R5QMuKTwS8lkBAABi4ANB5DsDXXnutx/tzXQW4KyNGjGAi4j/96U+qyxcsWOBTAOi8kMe8efMcl+fm5np9P5wDwPZ23nnn+XXkXztCAAigCwgAAQCCQPyGV1U/khoNg0NufiRvxa97SfWYNBsGcsVpfJYFo4TlT7rMVTeKra2tsssKWjWVZ4S5QxM+nCe7LNCBFkszH4m9TpwPcKMxoHU0mxvd1pGyo+ena+oVFgEJ3CIg/lwF2NcAcO7cuY59fPXVV5yVleVRKysrc+xDywDwgQcecPz/DTfcwHV1dV7vzxuEABB8NJCIBsguQiM/JaJbiOhlIvqYiE5SxwuyIEA1IAAEAAgCZ0pOcqvhQvUP+o8WyC5LGnNTA1caIzAqMkTkZ+wXgoDMvdtklxW0Ej5eKMz1VlNxWnZZoBPFx7O53jBU9RqxGvpxRtzHAashYenjbkYiPhCw48vgS2ABvrHZbDxo0CAmIu7Tpw/X1tb2aH9aBIDtKwATEe/f79vcm1qeArxnzx7VqMSbb77Z60VFvEEIAMELQ4loDRFVkH21X4WIqoloAxFdIq+sHttDnQ/3LQhQDQgAAQCCRNr8u1U/lk5Gjw/JeZI8kbj1TeHH44nsBNllQQ8ci7lGPRJo4X2ySwpaubMmqhdUWDBZdkmgM2nfbhTeQ+sMQzk/44Dfj53w4Vzh2EVRY7imqtzvx5YJAWBgzZgxw/HbevHixT3alxYBYHJysmMf8+b5NiI7LS3NsY+oqCivb+9uFeA5c+Y4Lrvlllu4sdE/8ygTAsCwF0FEP7a157rY7lIiKiZ76GdzaQoRVRLRNX6t1H/2UscLsJKIviWiekIACAAAbmTu3Sb8aMo+uEN2WQGnWK18KvrnWDk2xJi2zHYZtTaAq8tLZZcVdIrys4T3ifTvNssuC3Qo/t1/C6+VSmMEF+T5b7GY1J3rhYVIGg2D+XhW6P8BBwFgYBUXFztWuO3Tp4/Hp8wqisKbNm1SXaZFAKgoCkdERDAR8aWXXspms9mbu+PYR/siIxEREV6P2HMXADIzx8bGOi6/7bbbuKmpyevaukMIAMPe02QP8ZrJflpvZ5JIHfqdIiITEdU6XZZLROf4s1g/+QsRPUZElzldVkAIAAEAwA3FauXCqMvVI3sWTpFdVsClfvO+8KM1kKeugX/UVJwW5q0zbZklu6ygY1r7T9VjWGWMYEuz9z80IfTZFIVTFt0vvJ+WGSP9smL0obhPhIWb2NjXvhJwGEAAGHjr1693BD5DhgzhvXv3drn94cOHedKkSXz11VerLtciAGRmXrVqlWM/Dz/8MDc3d74ASm1tLS9fvly4fNmyZY59TJ06lS0Wi9vbK4rCJSUlqss6CwCZmY1Go+O622+/3aeAsiuEADDsvUP28O7rLraZQh0j/SqI6E6n63o77UMhokf8U2bAFRACQAAA6IRpc6zqh1Or4cKQXTHRHZuiCBPHH4++KmxPhQ41KYt+j+e2BxSrlUuiLlOHqCumyy4LdMzcWM/Zs38thHJVxgg+ktp1WOKN1G/eZ4uhv3Cc+Hde1uwYeocAUI6YmBjVVFt33nknr1y5kuPi4jgtLY13797Nq1at4smTJ/PZZ5/NROS3ANBms/HUqVMd+xo1ahQvWLCA9+7dy+np6bxv3z5evXo1P/bYY9ynTx8eOHCgsA9FUXjSpEmOfYwZM4aXLFnCBw4c4LS0NN65cycbDAYePXq0agVh5q4DQGbm119/XfU4dRVQdiU9PZ3fffddVWvf79ixY4XrfJl7EAFg8Ekie3D3UhfbfEAdAd+f3Fx/FhEdart+i9YFSlJACAABAKATNVXl3GgYrP6Bv/afsssKmOwD28XRI1++Lbss0Ejmvs+F5/do2j7ZZQWN7IM7xMcv/QfZZYHO1ddWuV2Rt9EwuMej82yKwqZNUWx1Oe2XjX05Ydm0sAr4EQDKs23bNo6MjOxs7n1VGzduHH/77beq22sVADIzt7S08HPPPcdnnXVWt7WMHDnS7T4aGxv5oYce6vb23gaAzMyvvPKKY5vf/e53nY4w7IrzaEJP2smTJ70+BgLA4HOG7MHd7V1sU0r2ALCKiM7tZJsX27Y5rGl18hQQAkAAAOhCwrJpqh9R5cZLwuYUv0Nzf6u67yVRl3Fri/dfTkGf3I1gS1j6uOyygkbim4+6LBQ0LqwCFvBdTcVpPhr7CyGkaw/q6moqvd5n1ZkfOXXhvW73mbz4Aba2tvrhnugXAkC5LBYLb968mR9//HEeO3Ys9+/fn8855xweMGAAT5gwgZ9//nmOi4tjm80m3FbLALBdZmYmv/DCC3zllVdyv379+Oyzz+Z+/frxNddcw9OnT+etW7d2OwIvLi6Op02bxiNHjuTevXtzr169ePjw4Xzvvffy6tWrua6uTrW9JwEgM/PMmTMd202ZMsXrEBABILjTTPYA8OpOro+kjtF/n3exn1vatqvWsjiJCggBIAAAdOFEdkJYjoI7duig+MP0w7myywKNxb8zU/UcNxiGcH1tleyydK++tkoYHRz/3uuyy4IgUl9bZV9QyU1gd8Y4gpM+W+HRH1xaLM2c8PEirjRGuA8Ulz7OitXq/zukMwgAAbSDADD4mMke7l3fyfV/oI4A8PUu9nNV23YtmlYnTwFpGwBGdNOuIwSAAABBJ3v2TaofVEdirwv5kT6u88NVGiO4qaGu+xtCUCkrPsGthgvVgcFHC2SXpXuJW98Q5gc9U3JSdlkQZCzNZmEkqXP70TiK49e9xEfT9nGzudFxuxZLMx9J3cumtf/kUuOoTm8f/87MkP+s6gwCQADtIAAMPsVkD/f+t5Prl1BHAHhXF/u5qW27Ok2rk6eAtA0APR56iwAQACB4pO5cL/ywyj64Q3ZZflOUnyXMIRW//l+yywI/SZt/DxYD8VJe7PWqxyx9/l2yS4IglvjpMm4yDOo0yGNjX24x9OcK43AuN14ihPaurdY4jNO/2yz7bkmFABBAOwgAg88Osod7n7q57iwiOkH2YM9CRD/tYj9/bNsuX+sCJSkgBIAAANCN1hYLl0SNVv/gn3en7LL8JunNR4TTQmsqz8guC/zk0J6tQoCQm7RLdlm6deJwkvB4hXvYAj1XlJ/Fh+be3mWw50lLm38Pl5cUyL470iEABNAOAsDg81fqGOE3zeW6mU7X7ehmP8vbtt2udYFtvJrAspP2pBfHKyCcAgwAAB4wbZkt/NAqyEmRXZbmivKzhNElpreek10W+JF9MRB1wJ30xsOyy9It08pnhPnasDgOaMGmKJy+awvnxf7S6+AvN/ZX9pW9gZkRAAJoCQFg8DmfiE6RPeRTiCiRiDYTUVrbv9sDwK5WCT6LiIqo+3kCeyLYA8DuYBEQAIAg1VhfwzXGYaofXIlLHpNdluZcR/81GgZzZVmx7LLAz+Lfe131vDcbBnJNxWnZZelOs7mRq4wXq0+PX/132WVBiLEpCucm72bTqr9wUdTYTkO/gugr2LRiOh9N/wGn7btAAAigHQSAwekGIqqljrCvvdna2tpubj/Z6bYT/VTj5Rq0fl4cr4AQAAIAgIfi17yo+vFlMQwIqVOt3I3+i3/7edllQQBUnC5ii6G/euTnpmjZZelOyo51QghTmJ8puywIcbXVFXwkdS9n7vucD+3ZyvkZ+xHQdwMBIIB2EAAGr9FE9AkRNVJH8HeSiF4i+wi/riS0bV/izwIDrIAQAAIAgIfKSwvZYhgQsqN/MPovvCUvmqoOtqIux6giF4fm3qZeDGj2TbJLAgA3EAACaAcBYPD7CRENJaL+XtymT1s7zy8VyVFACAABAMALiUv+qAoA6g1DQ2IkBkb/weH4ncLotqz9X8guSzdKTuax4rI6dvIXq2SXBQBuIAAE0A4CQAgVBYQAEAAAvHDqSLoQAsSv/YfssnosZdHvMfovzNkUhQuix6leB6kL75Vdlm7Er3tJ9djUGi9ic2O97LIAwA0EgADaQQAIoaKAEAACAICXXE+VrAvyUYBH038QRn5h9F94Mm2ZpXodtBj6h9Q8l75qsTRzmTFS9dgkLH9SdlkA0AkEgADaQQAIwegysq8Q7NwqyP6CrHBz3UV+qAEBIABACCjITRVGAZrW/lN2WT6xKQpnzbnFZWTTsKAONMF3NZVnuMkwSB0Gr3tJdlnSpX79rhCSHzt0UHZZANAJBIAA2kEACMHoSep4AXrSfuOHGhAAAgCECNdTZusMQ7mm8ozssryWuXebEGyY3ntddlkgUeKSx1SvhwrjcG42N8ouSyrXkDx31kTZJQFAFxAAAmgHASAEoycJASAAAGikICdFnAtwzYuyy/KKYrXysZhrVPfhtHEk5jULcyeyE4RQOOmzFbLLkqYgN1V4PLD4B4C+IQAE0A4CQADfIAAEAAghKQvvU4UCTYZBfKbkpOyyPJb02XIh2Ej8dKnsskAHsmf/WvW6yI+5lm2KIrssKUwrpqseiypjBJubGmSXBQBdQAAIoB0EgAC+QQAIABBCCnJT2eoyCjBxyR9ll+WR2uoKLjdeoqr9ZPR4tra2yi4NdCDt241COJyT8I3ssgKusb6G6wxDXRbI+bvssgCgGwgAAbSDABDANwgAAQBCTMLSx1XhgNXQj0/mJMsuq1umVX8VAp6MuI9llwU6YW1t5ZKo0arXR+rCKbLLCrjETxarHgPF0I9LTuTKLgsAuoEAEEA7CAABfIMAEAAgxJSXFHCjYbA6SJs3SXZZXSrISeEWQ39Vzenz7pRdFuiMaVOU6jXSariQS0+Fz49pm6IIc2TqvW8DgB0CQADtIAAE8A0CQACAEBS/boYwmu5Q3Ceyy3LLpijCiqYWwwAuys+SXRroTE1VuRBuh9Ppr4dNX4ujZL//SHZZAOABBIAA2kEACOAbBIAAACGooa5amE+vKGqMLhcKcLfwR/ya/5NdFuhUwvInVa+VGuMwbqirll1WQKQt+J3qvpdEjcYcmQBBAgFg8Dp58qQjOHr33Xdll+OzPXv2OO7Hnj17ZJfTIwgAAXyDABAAIEQlbVsiBmvvvCy7LJXy0lNcYxymqvG0cSQ31tfILg106tSRdOF1bdocK7ssvys+ns2KywI/ps0xsssCAA8hAJTLYrHwli1beNq0aTx27FgeMGAAn3POOTxw4ECeMGECP/vss7xr1y5W3KwujwDQO4cPH+YFCxbw5MmTecSIEXzeeedx7969OTIykh955BHesWNHj4+BABDANwgAAQBClGK1cu6siarAoNkwUFen1qYumCKEOem7tsguC3Qufd6dqtdMqXEUt1iaZZflVwkrnlLd5zrDUK6rqZRdFgB4CAGgPNu2bePIyEjn8KfTNmbMGN6+fbvq9ggAPffEE0949DjfddddXF3t++h9BIAAvkEACAAQwo5nJXCr4UJVcJA9+2ZWrFbZpXHKjnVC+Je8aKrssiAI5CR8I7x2kj5fKbssv3E396Fp1V9llwUAXkAAKEdMTIwqeJo0aRIvX76cv//+e05NTeVdu3bxihUr+K677uKf/OQnTER89dVXq/aBANBzt99+OxMRDxgwgP/yl7/wli1bOD4+npOSknj16tU8duxYRw0333yz2xGXnkAACOAbBIAAACHOtOovujtl8seCPK41XqSqqcoYwZVlxVLrguDhOrr1RPSVbPPxh4Temd7/r+q+Wg39+MeCPNllAYAXEAAG3vr16x2Bz5AhQ3jv3r1dbp+VlcV33HEHAsAeePLJJ3n16tXc3Ox+VH5jYyPffPPNjjree+89n46DABDANwgAAQBCXH1tFZcaR6kCBLNhIBfkpUupp7XFwjku4cWoGEkAACAASURBVA0b+3LyV6ul1APBKf27zW5WxP1Adlmaa7E082njSNX9TFl4n+yyAMBLCAADq7i4mM8//3wmIu7Tpw/n5uZ6dDtFUXjjxo2qyxAAaisrK8tRx7333uvTPhAAAvgGASAAQBjIOvClEJbkx1wrZVXg+LX/EMO/xQ+E7Ogt8A/FauWT0eNUr6PDs26UXZbmkj5fKfSX3OTdsssCAC8hAAysGTNmOMKexYsX92hf7gLA7777jqdMmcJDhw7lXr16cWRkJD/77LMe/6aOi4vjJ554gkeOHMm9e/fmCy64gMePH88vv/wyl5SUeLSPAwcO8PTp03nMmDF8wQUX8LnnnssXX3wxT548mVesWCHMsedJAFhVVcUTJ05kIuJzzjmHN23a5FEt3ho0aBATEV9xxRU+3R4BIIBvEAACAIQJ04rpQpCQuPR/A1pD2jcbhBpKokZjMQPwSeKny8RwLPE72WVpRrFaucAl5MyN/ZXssgDABwgAA8dmszkCpj59+nBdXV2P9ucaAL7yyiudLm4xePBgzsnJ6XRfZrOZH3300S4XyOjTpw9/+eWXne6jqamJH3vssW4X2jAajarbdRcAlpSU8Pjx45mIuHfv3sJiKFrq27cvExFfeeWVPt0eASCAbxAAAgCEiaaGOi6IvkIMAT9dGpDjn8hOEBYyaDH057zk7wNyfAg9lmazcHrsobm3yS5LM+4C8/TvNssuCwB8gAAwcJxPMb377rt7vD/nAPDGG29kIuJbb72Vt2zZwikpKbx7927V6rcTJ050ux+bzcaTJ09Wnf66ceNGPnjwIJtMJl66dClfcsklTETcq1cvTk5OFvahKApPmjTJsY/Ro0fzm2++yfv37+fU1FTevn07v/baa3zZZZd5FQAeO3aMR44cyUTEffv25X379vX4cetMWlqao44//OEPPu0DASCAbxAAAgCEkZM5yUIIZzEM4OyDO/x63NNFx/hHl3kI7YuRxPj1uBD6TJtjxFGACd/KLqvHbIrC+THXuix0cpUuVvAGAO8hAAycTZs2OYKe//znPz3en3MASET8zDPPsM1mE7Z7+umnHdukpaUJ169Zs4aJiM8991z++uuv3R6rqqqKx40bx0TEN910k3D90qVLHceYOnVqp4ttKIrCxcXqhdU6CwAzMzP5oosucoxgTE1N7erh6LGHHnrIUcfWrVt92gcCQADfIAAEAAgzyV+tFgKTWuNFfCI7wS/Hqzrzo9uRh0lvPoJ5/6DHzI31XG68RPXayppzi+yyeuxQ3CfiXJnb18guCwB85FFgoSjMDeXh1fzwPcA5JFu6tOdnOTgHgMOGDes0dMvLy+v0uDabjUeNGsVExDNmzOjyeDt37nTsx/n1oigKR0REMBFxREQE19fXe3U/3AWABw8e5P79+zMR8fDhwzkvz78rzG/dutVRwy9+8Qu3QaonEAAC+AYBIABAGDKtfFoIF84YR3BBToqmx6k4XSSMYmJjX86L/SU3mxs1PRaEL9PmWOE1dtjkfnRFsMiZdYPq/hRGXc7W1lbZZQGAjzwKLBrKhfeykG8N5Zo/1rNmzXIEPevWrevx/pwDwBdeeKHLbX/6058yEfGLL76oujw7O9uxD5PJ1OU+GhoaHNu+9957jstTU1Mdl0dHR3t9P1wDwG+++caxUvLYsWO5sLDQ6316Iycnhy+44ALHHINdzZXYHQSAAL5BAAgAEIasra2cNv8e4Yt4lTGC8zMOaHKMHwvyuDDqcuEYBdFXcGVZcfc7APCQubGey4yRqtdZ9uxfyy7LZ1k/fC6OmN22RHZZANADCAADFwD6cwTgypUru9x2+PDhTET81FNPqS7fsGFDt4t2uGvz58937GPdunWOy+Pi4ry+H84B4N/+9jfu1asXExFPmDCBz5w54/X+vFFSUsKRkZFMRHzWWWfxBx980KP9IQAE8A0CQACAMGVurOecWROFL+MNhiGc+vW7Pdp31v4vuNIYIey71DiKSwvztbkDAE4SPpgjvN6yD/hvBUN/sSkKH4m9zqXfXMqWZrPs0gCgBxAABi4AdJ4D8LXXXuvx/lxXAe7KiBEjmIj4T3/6k+ryBQsW+BQAOi/kMW/ePMflubm5Xt8P5wCwvZ133nl+H/lXWVnpmNeQiHjFihU93icCQADfIAAEAAhjNVXlnBf7S7dfyhNWPMUNddVe7c/c1MDxa//BVkM/YX8lUZdxUX6Wn+4JhDtzU4MwCvBI7HVBt2hG2rcbhb6TuPUN2WUBQA8hAAxcAOjPVYB9DQDnzp3r2MdXX33FWVlZHrWysjLHPrQMAB944AHH/99www1cV1fn9f48UVdXx9dff73jWLGxsZrsFwEggG8QAAIAhLn62irOnn2z2y/mpcZRnPjpUm6xuJ/wup21tZWTv3ybi6LGut3Piegr+UzJycDcIQhbCR/NF157wbRwhrW1lU9EX6mqvzDq8m77HwDoHxYBCdwiIDabjQcNGsRExH369OHa2toe7U+LALB9BWAi4v379/tUh5anAO/Zs0c1KvHmm2/2elGR7jQ1NfGtt97qOMbMmTM12zcCQADfIAAEAAA2NzVw0puPdPoX+jJjJJtWPsPp323movwsLi8t5ML8TE7ftYVNq/7Kp40jO71txrxJXFPp37llAJiZWyzNwryTJVGXBc2CM8lfvCUGmF+tll0WAGjAl8ACfDdjxgxH2LN48eIe7UuLADA5Odmxj3nz5vlUR1pammMfUVFRXt/e3SrAc+bMcVx2yy23cGOjNp+XLS0tfM899zj2/eyzz2qy33YIAAF8gwAQAACY2T73WMJH89lsGKjJaT0thv4c/+6/g+4UTAhu7k6hNW00yi6rW+bGev7ROMpl5OxV6D8AIQIBYGAVFxc7Vrjt06ePx6fMKorCmzZtUl2mRQCoKApHREQwEfGll17KZrP387oqiuJYZCQiIsLrEXvuAkBm5tjYWMflt912Gzc1NXldmzOr1coPPfSQY5/Tpk1jm83Wo326QgAI4BsEgAAAoFKYn2lfQbUH4V9e7C/5RHaC7LsCYcimKJwz6wbV67HWOIyrzvwou7Quxa//l9CP0r/bLLssANAIAsDAW79+vSPwGTJkCO/du7fL7Q8fPsyTJk3iq6++WnW5FgEgM/OqVasc+3n44Ye5ubnz6R1qa2t5+fLlwuXLli1z7GPq1KlssVjc3l5RFC4pKVFd1lkAyMxsNBod191+++0+BZTM9tOv//znPzv29eCDD7LVD3/IQgAI4BsEgAAAILApCmfEfcy5sb/yKvg7GvsLTvt2I0YtgVR5yd8Lr83EJX+UXVanyopPcKNhsKrew7NvYpsf5sYCADkQAMoRExOjWvX2zjvv5JUrV3JcXBynpaXx7t27edWqVTx58mQ+++yzmYj8FgDabDaeOnWqY1+jRo3iBQsW8N69ezk9PZ337dvHq1ev5scee4z79OnDAwcOFPahKApPmjTJsY8xY8bwkiVL+MCBA5yWlsY7d+5kg8HAo0ePVq0gzNx1AMjM/Prrr6sep64Cys689NJLjn2MHz+eU1NTu13oxBcIAAF8gwAQAAC6dDInmePXvcTZs2/mOsNQVUhRbxjK2bNv5vi1/8CIP9CVlEW/F0LA3KRdsstyK+mNh1R1KoZ+nJ9xQHZZAKAhBIDybNu2jSMjI1VBYGdt3Lhx/O2336pur1UAyGyfG++5557js846q9taRo4c6XYfjY2NqlNsO2veBoDMzK+88opjm9/97nedjjDs7v5703yBABDANwgAAQDAYzZFYXNjPVecLuKmhjrZ5QB0qqz4BDcYhqiCtWMxV3Nri3c/ZvwtJ+EbcbTi0v+VXRYAaAwBoFwWi4U3b97Mjz/+OI8dO5b79+/P55xzDg8YMIAnTJjAzz//PMfFxbmdq07LALBdZmYmv/DCC3zllVdyv379+Oyzz+Z+/frxNddcw9OnT+etW7d2OwIvLi6Op02bxiNHjuTevXtzr169ePjw4Xzvvffy6tWrua5O/T3NkwCQmXnmzJmO7aZMmeJVCIgAEEDfEAACAABASDJtNIoLgmyOkV2WQ7O5kQuir1DVV2cYyhWn8Z0MINQgAATQDgJAAN8gAAQAAICQ1GJp5hPRV6oCtkbDYC7Mz5RdGjMzx697SQwoN0XLLgsA/AABIIB2EAAC+AYBIAAAAIQsd6fY5s6ayNbWVql1ncxJZouhv7CIjt5OUQYAbSAABNAOAkAA3yAABAAAgJCWsPxJcaTd+/+VVk+zuZHzY65V1dNquJCPZZqk1QQA/oUAEEA7CAABfIMAEAAAAEJaQ101F0WNUQVuFsMAzs/YL6Ue01vPCYFk/Oq/S6kFAAIDASCAdhAAAvgGASAAAACEvJyEb1gx9FOFbiVRo7mm8kxA68jc97kQ/p2MHsfmxvqA1gEAgYUAEEA7CAABfIMAEAAAAMKCu5F36fPvYsVqDcjxS07mcZUxQhiJeDwrISDHBwB5EAACaAcBIIBvEAACAABAWGixNHPurIni6bdrXvT7sRvra/hYzNXiXISbY/x+bACQDwEggHYQAAL4BgEgAAAAhI3TRceEUXhs7MsJHy/y2zFbWyycNv8eqaMPAUAuBIAA2kEACOAbBIAAAAAQVjL3fc5Wl/kAWw0Xcuo372t+LMVq5aQ3HxHCv4LoK7iuplLz4wGAPiEABNAOAkAA3yAABAAAgLCT8PFCIZRrMfTnlB3rNDuGtbWVE5Y9IRyn1ngRFx7N0Ow4AKB/CAABtIMAEMA3CAABAAAgLMWv+T8hnLMa+nHCh/N6vO9mcyOnLLxP2H+zYSBnH9yhQfUAEEwQAAJoBwEggG8QAAIAAEBYsikKJyx9XAjp2NiXE5ZNY3NjvU/7LTmZx0dirxP22Wq4kNN3bdH4XgBAMEAACKAdBIAAvkEACAAAAGFLsVo5Yfmf3YaAhVGX82HT197t66MFXGscJuzLYujPqTvX+/GeAICeHT9+nHNycjg3N5dtNpvscgCCls1m49zcXM7JyeFjx455fDsEgAAIAAEAACDM2RSF49f+w20IyMa+nDFvEmcd+LLTFXvNjfWc/OXbfDz6Kre3bzAM4cx9nwf4XgGAnhQVFXFOTg7n5ORwQ0OD7HIAgpbZbHb0pcLCQo9vhwAQAAEgAAAAADMzJ29fw02GQZ0GgWXGSE5ZeB/Hr3mR4ze8yqa3nuOMeXdwo2Fwp7cpjLqcT2QnyL5rACBZbW2tKrTAKEAA35SVlTn6UmVlpce3QwAIgAAQAAAAwKEgN9Xt/H2+tOTFD3Jdjec/TgAgdCmK4jhtsT0EbGhoQBAI4CGr1coVFRWOPpSTk8MWi8Xj2yMABEAACAAAAKDS2mJh05ZZXGmM8Cn4K4gex1k/4JRfAFCrq6tThYDtcwIePXoUDQ2ti3bkyBFVv8nJyeHy8nKv+h8CQAAEgAAAAABuNdRVs2lTNJ+IvrLb0M9q6MfZs3/Nad9s6HSuQAAAdyEgGhqad62kpMTr0bMIAAEQAAIAAAB0yaYoXJCXzolb3+SE5X/m1IX3csa8SZyy6H6Of/t5Tv5qNVecxvcoAPCMoihcW1vLRUVFfPz4cemjq9DQgqEdP36cS0tL2Ww2+9TvEAACIAAEAAAAAAAAgBCGABAAASAAAAAAAAAAhDAEgAAIAAEAAAAAAAAghCEABEAACAAAAAAAAAAhDAEgAAJAAAAAAAAAAAhhCAABEAACAAAAAAAAQAhDAAiAABAAAAAAAAAAQhgCQAAEgAAAAAAAAAAQwhAAAiAABAAAAAAAAIAQhgAQgGgEtXWCpKQkLioqQkNDQ0NDQ0NDQ0NDQ0NDQwuZlpSU5BwAjpCawgBIch11dAI0NDQ0NDQ0NDQ0NDQ0NDS0UG7XEUAYQgCIhoaGhoaGhoaGhoaGhoYWLg0BIISl88j+4r+O7MNgI4KwOYeY1+mgHjQ0PTT0CzQ0dUOfQEMTG/oFGprY0C/Q0MQWCv1iBHVkH+cRAASlCOp4M4qQXAuAXqBfAKihTwCI0C8AROgXACL0CwDQBbwZAYjQLwDU0CcAROgXACL0CwAR+gUA6ALejABE6BcAaugTACL0CwAR+gWACP0CAHQBb0YAIvQLADX0CQAR+gWACP0CQIR+AQC6gDcjABH6BYAa+gSACP0CQIR+ASBCvwAAXcCbEYAI/QJA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\" width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# As a sanity-check, we may filter and compensate and compare\n",
+    "#\n",
+    "# Do we recover the original signals?\n",
+    "\n",
+    "signal1_check1 = applyRCFilter(signal1_comp, SR, filtertype, f_cut, order=1)\n",
+    "signal1_check2 = applyInverseRCFilter(signal1_filt, SR, filtertype, f_cut, order=1)\n",
+    "\n",
+    "signal2_check1 = applyRCFilter(signal2_comp, SR, filtertype, f_cut, order=1)\n",
+    "signal2_check2 = applyInverseRCFilter(signal2_filt, SR, filtertype, f_cut, order=1)\n",
+    "\n",
+    "fig, axs = plt.subplots(2, 1)\n",
+    "axs[0].set_title(\"Signal 1\")\n",
+    "axs[0].plot(time, signal1_check1, label=\"Check 1\")\n",
+    "axs[0].plot(time, signal1_check2, label=\"Check 2\")\n",
+    "axs[0].legend()\n",
+    "axs[0].set_xlabel(\"Time (s)\")\n",
+    "axs[0].set_ylabel(\"Signal (a. u.)\")\n",
+    "\n",
+    "axs[1].set_title(\"Signal 2\")\n",
+    "axs[1].plot(time, signal2_check1, label=\"Check 1\")\n",
+    "axs[1].plot(time, signal2_check2, label=\"Check 2\")\n",
+    "axs[1].legend()\n",
+    "axs[1].set_xlabel(\"Time (s)\")\n",
+    "axs[1].set_ylabel(\"Signal (a. u.)\")\n",
+    "\n",
+    "plt.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## User-supplied transfer function\n",
+    "\n",
+    "In an experimental situation, it is sometimes best to simply _measure_ the transfer function of the transmission line and then apply (the inverse of) that transfer function to the system.\n",
+    "\n",
+    "This is done with ripasso's `applyCustomTransferFunction`.\n",
+    "\n",
+    "In the following example, we invite the user to experiment with `tf_noise_amp` to see the drastic effect of low filter function values. In a real experiment, some care should be taken to provide a very smooth transfer function, either by heavy averaging or by curve fitting to a sane model (or both)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        this.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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width=\"640\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Lets first make some semi-realistic transfer function\n",
+    "\n",
+    "tf_points = 500\n",
+    "\n",
+    "tf_freq = np.linspace(0, 1000, tf_points)\n",
+    "tf_amp = np.zeros(tf_points)\n",
+    "tf_amp += np.hanning(2 * tf_points)[tf_points:][::-1]  # A high-pass\n",
+    "tf_amp += (\n",
+    "    0.1  # Note: a transfer function with very low values give unphysical compensation\n",
+    ")\n",
+    "tf_amp /= tf_amp.max()\n",
+    "\n",
+    "# and some experimental noise\n",
+    "tf_noise_amp = 0.02\n",
+    "tf_amp += (\n",
+    "    np.convolve(0.02 * np.random.randn(tf_points), np.array([0.5, 1, 0.5]), mode=\"same\")\n",
+    "    / 2\n",
+    ")\n",
+    "\n",
+    "# And then our favourite signal: the square wave\n",
+    "\n",
+    "sig_points = 1000\n",
+    "signal = squarewave(sig_points, periods=10) + 0.01 * np.random.randn(1000)\n",
+    "SR = 2000  # We pretend that the signal was sampled with this sample rate\n",
+    "time = np.linspace(0, sig_points / SR, sig_points)\n",
+    "\n",
+    "# Then we may apply the filter we made\n",
+    "\n",
+    "signal_filtered = applyCustomTransferFunction(signal, SR, tf_freq, tf_amp)\n",
+    "\n",
+    "# Or conversely, we may apply its inverse\n",
+    "\n",
+    "signal_compensated = applyCustomTransferFunction(\n",
+    "    signal, SR, tf_freq, tf_amp, invert=True\n",
+    ")\n",
+    "\n",
+    "# Finally, it's nice to visualise things\n",
+    "\n",
+    "fig, axs = plt.subplots(2, 2)\n",
+    "axs[0, 0].plot(tf_freq, tf_amp)\n",
+    "axs[0, 0].set_xlabel(\"Freq. (Hz)\")\n",
+    "axs[0, 0].set_ylabel(\"Transfer func.\")\n",
+    "\n",
+    "axs[0, 1].plot(time, signal, color=\"#ff9900\")\n",
+    "axs[0, 1].set_xlabel(\"Time (s)\")\n",
+    "axs[0, 1].set_ylabel(\"Sig. ampl. (arb. un.)\")\n",
+    "axs[0, 1].set_title(\"Input\")\n",
+    "\n",
+    "axs[1, 0].plot(time, signal_filtered, color=\"#339966\")\n",
+    "axs[1, 0].set_xlabel(\"Time (s)\")\n",
+    "axs[1, 0].set_ylabel(\"Sig. ampl. (arb. un.)\")\n",
+    "axs[1, 0].set_title(\"Filtered\")\n",
+    "\n",
+    "axs[1, 1].plot(time, signal_compensated, color=\"#990033\")\n",
+    "axs[1, 1].set_xlabel(\"Time (s)\")\n",
+    "axs[1, 1].set_ylabel(\"Sig.ampl. (arb. un.)\")\n",
+    "axs[1, 1].set_title(\"Compensated\")\n",
+    "\n",
+    "plt.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/_sources/examples/Making_output_for_Tektronix_AWG70000A.ipynb.txt b/_sources/examples/Making_output_for_Tektronix_AWG70000A.ipynb.txt
new file mode 100644
index 000000000..6fe524d0a
--- /dev/null
+++ b/_sources/examples/Making_output_for_Tektronix_AWG70000A.ipynb.txt
@@ -0,0 +1,1075 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Introduction\n",
+    "\n",
+    "The Tektronix AWG70000A series internally use `.seqx` files. The QCoDeS driver for the AWGs knows how to compile these files and broadbean knows what QCoDeS need to do so. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Step 1: Make a sequence"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# We make a sequence consisting of a bsic element with:\n",
+    "# a wait time, a ramp up, a sine, a ramp down, and more wait time\n",
+    "# And then we vary the sine frequency\n",
+    "%matplotlib notebook\n",
+    "import numpy as np\n",
+    "\n",
+    "import broadbean as bb\n",
+    "from broadbean.plotting import plotter\n",
+    "\n",
+    "sine = bb.PulseAtoms.sine\n",
+    "ramp = bb.PulseAtoms.ramp\n",
+    "\n",
+    "##########################\n",
+    "# settings\n",
+    "\n",
+    "SR = 25e9\n",
+    "t1 = 10e-9  # first wait time (s)\n",
+    "ramp_time = 5e-9  # the ramp time (s)\n",
+    "t_sine = 25e-9  # the sine time (s)\n",
+    "high_level = 0.1  # the high level (V)\n",
+    "sine_amp = 0.05  # the sine amplitude (V)\n",
+    "t2 = 150e-9  # the second wait time (s)\n",
+    "f0 = 1e9  # the base frequency of the sine (Hz)\n",
+    "\n",
+    "baseshape = bb.BluePrint()\n",
+    "baseshape.insertSegment(0, ramp, (0, 0), dur=t1)\n",
+    "baseshape.insertSegment(1, ramp, (0, high_level), dur=ramp_time)\n",
+    "baseshape.insertSegment(\n",
+    "    2, sine, (f0, sine_amp, high_level, 0), dur=t_sine, name=\"drive\"\n",
+    ")\n",
+    "baseshape.insertSegment(3, ramp, (high_level, 0), dur=ramp_time)\n",
+    "baseshape.insertSegment(4, ramp, (0, 0), dur=t2, name=\"wait\")\n",
+    "baseshape.setSegmentMarker(\"wait\", (0, t_sine), 1)\n",
+    "baseshape.setSegmentMarker(\"drive\", (0, t_sine), 2)\n",
+    "baseshape.setSR(SR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        this.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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\" width=\"639.85\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Check that it looks the way we expect\n",
+    "plotter(baseshape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Make it into a sequence\n",
+    "baseelem = bb.Element()\n",
+    "baseelem.addBluePrint(1, baseshape)\n",
+    "\n",
+    "# Add elements and vary the sine freq.\n",
+    "\n",
+    "sine_freqs = np.linspace(1e9, 2e9, 5)\n",
+    "\n",
+    "seq = bb.Sequence()\n",
+    "seq.setSR(SR)\n",
+    "\n",
+    "# We set each element of the sequence to wait for\n",
+    "# a trigger from trigger input 'A'\n",
+    "\n",
+    "for index, freq in enumerate(sine_freqs):\n",
+    "    elem = baseelem.copy()\n",
+    "    elem.changeArg(1, \"drive\", \"freq\", freq)\n",
+    "    seq.addElement(index + 1, elem)\n",
+    "    seq.setSequencingTriggerWait(index + 1, 1)  # 1: trigA, 2: trigB, 3: EXT\n",
+    "\n",
+    "# and set the last element to point back to the first one\n",
+    "seq.setSequencingGoto(index + 1, 1)\n",
+    "\n",
+    "seq.name = \"tutorial_sequence\"  # the sequence name will be needed later"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Step 2: Initialise the driver"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Connected to: TEKTRONIX AWG70002A (serial:B020397, firmware:FV:5.3.0128.0) in 0.57s\n"
+     ]
+    }
+   ],
+   "source": [
+    "# import and initialise the driver and ensure that the sample\n",
+    "# rate and channel voltage is correct\n",
+    "\n",
+    "from qcodes.instrument_drivers.tektronix.AWG70002A import AWG70002A\n",
+    "\n",
+    "awg = AWG70002A(\"awg\", \"TCPIP0::172.20.2.243::inst0::INSTR\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "awg.sample_rate(SR)\n",
+    "awg.ch1.awg_amplitude(0.5)  # this is the peak-to-peak amplitude of the channel\n",
+    "\n",
+    "# Now we must update the Sequence object with this information\n",
+    "seq.setChannelAmplitude(1, awg.ch1.awg_amplitude())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Step 3: Make output for the driver"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# If the sequence has been built correctly, it's a one-liner\n",
+    "seqx_input = seq.outputForSEQXFile()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Step 4: Build, send, load, and assign a .seqx file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# compile a binary .seqx file\n",
+    "seqx_output = awg.makeSEQXFile(*seqx_input)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# transfer it to the awg harddrive\n",
+    "awg.sendSEQXFile(seqx_output, \"tutorial.seqx\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# load it into awg active memory\n",
+    "awg.loadSEQXFile(\"tutorial.seqx\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# assign tracks from the sequence to the awg sequencer\n",
+    "awg.ch1.setSequenceTrack(\"tutorial_sequence\", 1)\n",
+    "\n",
+    "# NB: Each channel has an assigned resolution, either 8, 9, or 10.\n",
+    "# 8 means 8 bits for the waveform, 2 bits for the markers (i.e. 2 markers)\n",
+    "# 9 means 9 bits for the waveform, 1 bit for the markers (i.e. 1 marker)\n",
+    "# 10 means 10 bit for the waveform, no markers\n",
+    "#\n",
+    "# Since we want to have two markers, we make sure that the resolution is 8\n",
+    "awg.ch1.resolution(8)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Step 5: Play it"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "awg.ch1.state(1)\n",
+    "awg.play()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# force trigger the instrument to play the next part of the sequence\n",
+    "awg.force_triggerA()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# eventually shut down and turn off\n",
+    "awg.stop()\n",
+    "awg.ch1.state(0)\n",
+    "awg.close()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/_sources/examples/Pulse_Building_Tutorial.ipynb.txt b/_sources/examples/Pulse_Building_Tutorial.ipynb.txt
new file mode 100644
index 000000000..ae0c1a8d8
--- /dev/null
+++ b/_sources/examples/Pulse_Building_Tutorial.ipynb.txt
@@ -0,0 +1,1287 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Pulsebuilding tutorial\n",
+    "\n",
+    "## Table of Contents\n",
+    "\n",
+    " * [Lingo](#Lingo)\n",
+    " * [Blueprints](#Blueprints)\n",
+    "   * [Basic blueprinting](#Basic-blueprinting)\n",
+    "   * [Markers](#Markers)\n",
+    "   * [Modifying blueprints](#Modifying-blueprints)\n",
+    "   * [Special segments](#special-segments)\n",
+    "\n",
+    " * [Elements](#elements)\n",
+    " * [Sequences](#sequences)\n",
+    "   * [Tektronix AWG 5014 output](#Tektronix-AWG-5014-output)\n",
+    "     * [Delays and filter compensation](#Delays-and-filter-compensation)\n",
+    "   * [Sequences varying parameters](#Sequences-varying-parameters)\n",
+    "\n",
+    "## Lingo\n",
+    "\n",
+    "Let's settle on a vocabulary. At the highest level, we construct **sequences**. These sequences will eventually be uploaded to an AWG, e.g. the Tektronix AWG 5014. Each sequence consists of several **elements** than again consist of a number of **channels**. On each channel reside a **waveform** and two **markers**. The waveform and markers may either be added as numpy arrays or as **blueprint**. A blueprint is a set of instructions for making a waveform and two markers and consists of several **segments**\n",
+    "\n",
+    "That is to say, the food chain goes: segment -> blueprint -> element -> sequence.\n",
+    "\n",
+    "\n",
+    "### Segments:\n",
+    "\n",
+    "#### Intro to Normal segments:\n",
+    "\n",
+    "A normal segment consists of a _unique_ name, a function object, a tuple of arguments to the function, and a **duration**. \n",
+    "\n",
+    " * The name: can be provided by the user or omitted. If omitted, the segment will get the name of its function. Since all names must be unique, the blueprint _appends numbers_ to names if they occur more than once. The numbers are appended chronologically throughout the blueprint. See example below. Note that valid input (base) names are strings NOT ending in a number. Thus, 'pi/2pulse' is valid, whereas 'pulsepi/2' is not.\n",
+    " \n",
+    " * The function: must be a python function taking at least two arguments; the sample rate and the segment duration. If the function takes other arguments (such as ramp slope, frequency, etc.) sample rate and duration arguments must be the last positional arguments. Keyword arguments are currently not allowed. See example at the very end.\n",
+    " \n",
+    " * The arguments: are in a tuple of $n-2$ arguments for a function taking $n$ arguments, i.e. specifying everything but the sample rate and duration.\n",
+    " \n",
+    "* The duration is a single number giving the desired duration of the segment in seconds. Some responsibility for making this number sensible with respect to the sample rate rests on the user.\n",
+    "\n",
+    "#### Intro to  Special segments:\n",
+    "\n",
+    "A special segment has a (protected) name and a number of arguments. So far, two special segments exist.\n",
+    " \n",
+    " * `waituntil`, args [time (int)]:  When put in a blueprint, this function ensures that the _next_ segment starts at the absolute time `time` after the start of the element. It does so by filling any excess time with zeros. It fails if the previous segment will finish after time `time`.\n",
+    " \n",
+    " * `makemeanfit`. Not implemented yet. Will make the mean of the blueprint be a specified number. Will (eventually) exist in several versions, e.g. one achieving the goal by adding an offset, another by adding an appropriate DC segment at the end of the blueprint.\n",
+    "\n",
+    "### Intro to Blueprints:\n",
+    "\n",
+    "Consist of a number of segments. Has an associated sample rate.\n",
+    "\n",
+    "### Intro to Elements:\n",
+    "\n",
+    "Has a number of blueprints on each channel. Can have an arbitraty amount of integer-indexed channels, but the blueprint on each channel must have the same number of points and the same total duration as all the other blueprints.\n",
+    "\n",
+    "### Intro to Sequences:\n",
+    "\n",
+    "Have an associated sample rate. \n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#\n",
+    "# IMPORTS\n",
+    "#\n",
+    "%matplotlib inline\n",
+    "import matplotlib as mpl\n",
+    "import numpy as np\n",
+    "\n",
+    "import broadbean as bb\n",
+    "from broadbean.plotting import plotter\n",
+    "\n",
+    "mpl.rcParams[\"figure.figsize\"] = (8, 3)\n",
+    "mpl.rcParams[\"figure.subplot.bottom\"] = 0.15"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Blueprints\n",
+    "\n",
+    "## Basic blueprinting\n",
+    "([back to ToC](#Table-of-Contents))\n",
+    "\n",
+    "In this section we show how to construct basic blueprints. The units of the vertical axis is **volts** and the units of the horizontal axis (the durations) is **seconds**."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Legend: Name, function, arguments, timesteps, durations\n",
+      "Segment 1: \"ramp\", PulseAtoms.ramp, (0, 0.001), 3e-06\n",
+      "----------\n",
+      "Legend: Name, function, arguments, timesteps, durations\n",
+      "Segment 1: \"ramp\", PulseAtoms.ramp, (0, 0.001), 3e-06\n",
+      "Segment 2: \"mysine\", PulseAtoms.sine, (500000.0, 0.001, 0.001, 0), 2e-06\n",
+      "Segment 3: \"ramp2\", PulseAtoms.ramp, (0.001, 0), 3e-06\n",
+      "Segment 4: \"myfunc\", PulseAtoms.arb_func, (<function <lambda> at 0x000001B2945D0280>, {'ampl': 500000000.0}), 2e-06\n",
+      "----------\n"
+     ]
+    }
+   ],
+   "source": [
+    "# The pulsebuilding module comes with a (small) collection of functions appropriate for being segments.\n",
+    "ramp = bb.PulseAtoms.ramp  # args: start, stop\n",
+    "sine = bb.PulseAtoms.sine  # args: freq, ampl, off, phase\n",
+    "arb_func = bb.PulseAtoms.arb_func  # args provided in a dict\n",
+    "\n",
+    "# make a blueprint\n",
+    "\n",
+    "# The blueprint takes no arguments\n",
+    "bp1 = bb.BluePrint()  # Do-nothing initialisation\n",
+    "\n",
+    "# the blueprint is filled via the insertSegment method\n",
+    "# Call signature: position in the blueprint, function, args, name, duration\n",
+    "bp1.insertSegment(0, ramp, (0, 1e-3), name=\"\", dur=3e-6)\n",
+    "\n",
+    "# A sample rate can be set (Sa/S). Without a sample rate, we can not plot the blueprint.\n",
+    "bp1.setSR(1e9)\n",
+    "\n",
+    "# The blueprint can be inspected. Note that the segment was auto-named 'ramp'\n",
+    "bp1.showPrint()\n",
+    "\n",
+    "# more segments can be added...\n",
+    "bp1.insertSegment(1, sine, (5e5, 1e-3, 1e-3, 0), name=\"mysine\", dur=2e-6)\n",
+    "bp1.insertSegment(2, ramp, (1e-3, 0), name=\"\", dur=3e-6)\n",
+    "bp1.insertSegment(\n",
+    "    3, arb_func, (lambda t, ampl: ampl * t * t, {\"ampl\": 5e8}), name=\"myfunc\", dur=2e-6\n",
+    ")\n",
+    "\n",
+    "# ... and reinspected\n",
+    "bp1.showPrint()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# For easy overview, we may plot the blueprint\n",
+    "plotter(bp1)\n",
+    "\n",
+    "# The two bleak lines (red, blue) above the graph represent the channel markers.\n",
+    "# They are described below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Blueprints may be added together\n",
+    "bp2 = bp1 + bp1\n",
+    "plotter(bp2)\n",
+    "\n",
+    "# Segments may be removed from a blueprint. They are removed by name.\n",
+    "bp2.removeSegment(\"ramp2\")\n",
+    "plotter(bp2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of points in blueprint: 10000\n",
+      "Length of blueprint in seconds: 9.999999999999999e-06\n",
+      "Number of segments in blueprint: 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "# A blueprint has a handful of different lengths one may check\n",
+    "print(f\"Number of points in blueprint: {bp1.points}\")\n",
+    "print(f\"Length of blueprint in seconds: {bp1.duration}\")\n",
+    "print(f\"Number of segments in blueprint: {bp1.length_segments}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Markers\n",
+    "([back to ToC](#Table-of-Contents))\n",
+    "\n",
+    "All markers are OFF by default. Markers can be added to a blueprint (switched ON) in two different ways. Either a marker is specified by its ON time in *absolute time* or by its ON time *relative* to a certain segment."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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width=\"NaN\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Absolute time marker specification\n",
+    "\n",
+    "# The blueprint has a list of tuples for each marker. The tuples are (switch_on_time, duration)\n",
+    "\n",
+    "# create a blueprint\n",
+    "bp_atm = bb.BluePrint()\n",
+    "bp_atm.setSR(100)\n",
+    "bp_atm.insertSegment(0, ramp, (0, 1), dur=3)\n",
+    "bp_atm.insertSegment(1, sine, (0.5, 1, 1, 0), dur=2)\n",
+    "bp_atm.insertSegment(2, ramp, (1, 0), dur=3)\n",
+    "\n",
+    "# specify markers in absolute time\n",
+    "bp_atm.marker1 = [(1, 0.5), (2, 0.5)]\n",
+    "bp_atm.marker2 = [(1.5, 0.2), (2.5, 0.1)]\n",
+    "\n",
+    "plotter(bp_atm)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
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width=\"799.5333333333333\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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\" width=\"799.5333333333333\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Relative time marker specification\n",
+    "\n",
+    "bp_rtm = bb.BluePrint()\n",
+    "bp_rtm.setSR(100)\n",
+    "bp_rtm.insertSegment(0, ramp, (0, 1), dur=1)\n",
+    "bp_rtm.insertSegment(1, ramp, (1, 1), dur=1)\n",
+    "bp_rtm.insertSegment(\n",
+    "    2, sine, (1.675, 1, 0, np.pi / 2), dur=1.5, name=\"mysine\"\n",
+    ")  # This is the important segment\n",
+    "# make marker 1 go ON a bit before the sine comes on\n",
+    "bp_rtm.setSegmentMarker(\n",
+    "    \"mysine\", (-0.1, 0.2), 1\n",
+    ")  # segment name, (delay, duration), markerID\n",
+    "# make marker 2 go ON halfway through the sine\n",
+    "bp_rtm.setSegmentMarker(\"mysine\", (0.75, 0.1), 2)\n",
+    "\n",
+    "plotter(bp_rtm)\n",
+    "\n",
+    "# Even if we insert segments before and after the sine, the markers \"stick\" to the sine segment\n",
+    "bp_rtm.insertSegment(0, ramp, (0, 0), dur=1)\n",
+    "bp_rtm.insertSegment(-1, ramp, (0, 0.2), dur=1)\n",
+    "\n",
+    "plotter(bp_rtm)\n",
+    "\n",
+    "\n",
+    "# NB: the two different ways of inputting markers will never directly conflict, since one only specifies when to turn\n",
+    "# markers ON. It is up to the user to ensure that markers switch off again as expected, i.e. that different marker\n",
+    "# specifications do not overlap."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Modifying blueprints\n",
+    "([back to ToC](#Table-of-Contents))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
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\" width=\"799.5333333333333\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
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\" width=\"799.5333333333333\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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\" width=\"799.5333333333333\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# An essential feature of blueprints is that they can be modified\n",
+    "\n",
+    "bp_mod = bb.BluePrint()\n",
+    "bp_mod.setSR(100)\n",
+    "\n",
+    "bp_mod.insertSegment(0, ramp, (0, 0), name=\"before\", dur=1)\n",
+    "bp_mod.insertSegment(1, ramp, (1, 1), name=\"plateau\", dur=1)\n",
+    "bp_mod.insertSegment(2, ramp, (0, 0), name=\"after\", dur=1)\n",
+    "\n",
+    "plotter(bp_mod)\n",
+    "\n",
+    "# Functional arguments can be changed\n",
+    "\n",
+    "# They are looked up by segment name\n",
+    "bp_mod.changeArg(\n",
+    "    \"before\", \"stop\", 1\n",
+    ")  # the argument to change may either be the argument name or its position\n",
+    "bp_mod.changeArg(\"after\", 0, 1)\n",
+    "\n",
+    "plotter(bp_mod)\n",
+    "\n",
+    "# Durations can also be changed\n",
+    "bp_mod.changeDuration(\"plateau\", 2)\n",
+    "\n",
+    "plotter(bp_mod)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Special segments\n",
+    "([back to ToC](#Table-of-Contents))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
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width=\"799.5333333333333\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# The 'waituntil' segment fills up a part of the blueprint with zeros\n",
+    "\n",
+    "# Example: a square pulse, then waiting until 5 s exactly and then a new sine\n",
+    "\n",
+    "bp_wait = bb.BluePrint()\n",
+    "bp_wait.setSR(100)\n",
+    "\n",
+    "bp_wait.insertSegment(0, ramp, (0, 0), dur=1)\n",
+    "bp_wait.insertSegment(1, ramp, (1, 1), name=\"plateau\", dur=1)\n",
+    "# function must be sthe string 'waituntil', the argument is the ABSOLUTE time to wait until\n",
+    "bp_wait.insertSegment(2, \"waituntil\", (5,))\n",
+    "bp_wait.insertSegment(3, sine, (1, 0.1, 0, -np.pi / 2), dur=1)\n",
+    "plotter(bp_wait)\n",
+    "\n",
+    "# If we make the square pulse longer, the sine still occurs at 5 s\n",
+    "bp_wait.changeDuration(\"plateau\", 1.5)\n",
+    "plotter(bp_wait)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Elements\n",
+    "([back to ToC](#Table-of-Contents))\n",
+    "\n",
+    "Elements are containers containing blueprints. A valid element consists of blueprints that all have the same number of points and the same overall duration."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
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width=\"799.5333333333333\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Example 1\n",
+    "\n",
+    "# Create the blueprints\n",
+    "bp_square = bb.BluePrint()\n",
+    "bp_square.setSR(1e9)\n",
+    "bp_square.insertSegment(0, ramp, (0, 0), dur=0.1e-6)\n",
+    "bp_square.insertSegment(1, ramp, (10e-3, 10e-3), name=\"top\", dur=0.1e-6)\n",
+    "bp_square.insertSegment(2, ramp, (0, 0), dur=0.1e-6)\n",
+    "bp_boxes = bp_square + bp_square\n",
+    "#\n",
+    "bp_sine = bb.BluePrint()\n",
+    "bp_sine.setSR(1e9)\n",
+    "bp_sine.insertSegment(0, sine, (3.333e6, 25e-3, 0, 0), dur=0.3e-6)\n",
+    "bp_sineandboxes = bp_sine + bp_square\n",
+    "\n",
+    "# Now we create an element and add the blueprints to channel 1 and 3, respectively\n",
+    "elem1 = bb.Element()\n",
+    "elem1.addBluePrint(1, bp_boxes)\n",
+    "elem1.addBluePrint(3, bp_sineandboxes)\n",
+    "\n",
+    "# We can check the validity of the element\n",
+    "elem1.validateDurations()  # raises an ElementDurationError if something is wrong. If all is OK, does nothing.\n",
+    "\n",
+    "# And we can plot the element\n",
+    "plotter(elem1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Designated channels: [1, 3]\n",
+      "Total duration: 6e-07 s\n",
+      "Sample rate: 1000000000.0 (Sa/S)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# An element has several features\n",
+    "print(f\"Designated channels: {elem1.channels}\")\n",
+    "print(f\"Total duration: {elem1.duration} s\")\n",
+    "print(f\"Sample rate: {elem1.SR} (Sa/S)\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
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\" width=\"799.5333333333333\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# We can modify the blueprints of an element through the element object\n",
+    "\n",
+    "# Change the sine freq\n",
+    "elem1.changeArg(\n",
+    "    3, \"sine\", \"freq\", 6.67e6\n",
+    ")  # Call signature: channel, segment name, argument, new_value\n",
+    "\n",
+    "# make the second plateaus last longer\n",
+    "elem1.changeDuration(\n",
+    "    1, \"top2\", 0.2e-6\n",
+    ")  # In this blueprint, the second top is called top2\n",
+    "elem1.changeDuration(3, \"top\", 0.2e-6)\n",
+    "\n",
+    "plotter(elem1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Sequences\n",
+    "([back to ToC](#Table-of-Contents))\n",
+    "\n",
+    "Finally, we have reached the top level of the module: sequences. Unsurprisingly, sequences are containers containing elements. All elements in a sequence must specify the same channels."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "seq1 = bb.Sequence()\n",
+    "\n",
+    "# We fill up the sequence by adding elements at different sequence positions.\n",
+    "# A valid sequence is filled from 1 to N with NO HOLES, i.e. if position 4 is filled, so must be position 1, 2, and 3\n",
+    "\n",
+    "#\n",
+    "# Make blueprints, make elements\n",
+    "\n",
+    "# Create the blueprints\n",
+    "bp_square = bb.BluePrint()\n",
+    "bp_square.setSR(1e9)\n",
+    "bp_square.insertSegment(0, ramp, (0, 0), dur=100e-9)\n",
+    "bp_square.insertSegment(1, ramp, (1e-3, 1e-3), name=\"top\", dur=100e-9)\n",
+    "bp_square.insertSegment(2, ramp, (0, 0), dur=100e-9)\n",
+    "bp_boxes = bp_square + bp_square\n",
+    "#\n",
+    "bp_sine = bb.BluePrint()\n",
+    "bp_sine.setSR(1e9)\n",
+    "bp_sine.insertSegment(0, sine, (3.333e6, 1.5e-3, 0, 0), dur=300e-9)\n",
+    "bp_sineandboxes = bp_sine + bp_square\n",
+    "\n",
+    "# create elements\n",
+    "elem1 = bb.Element()\n",
+    "elem1.addBluePrint(1, bp_boxes)\n",
+    "elem1.addBluePrint(3, bp_sineandboxes)\n",
+    "#\n",
+    "elem2 = bb.Element()\n",
+    "elem2.addBluePrint(3, bp_boxes)\n",
+    "elem2.addBluePrint(1, bp_sineandboxes)\n",
+    "\n",
+    "# Fill up the sequence\n",
+    "seq1.addElement(1, elem1)  # Call signature: seq. pos., element\n",
+    "seq1.addElement(2, elem2)\n",
+    "seq1.addElement(3, elem1)\n",
+    "\n",
+    "# set its sample rate\n",
+    "seq1.setSR(elem1.SR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Help on method changeArg in module broadbean.broadbean:\n",
+      "\n",
+      "changeArg(channel:Union[str, int], name:str, arg:Union[str, int], value:Union[int, float], replaceeverywhere:bool=False) -> None method of broadbean.broadbean.Element instance\n",
+      "    Change the argument of a function of the blueprint on the specified\n",
+      "    channel.\n",
+      "    \n",
+      "    Args:\n",
+      "        channel: The channel where the blueprint sits.\n",
+      "        name: The name of the segment in which to change an argument\n",
+      "        arg: Either the position (int) or name (str) of\n",
+      "            the argument to change\n",
+      "        value: The new value of the argument\n",
+      "        replaceeverywhere: If True, the same argument is overwritten\n",
+      "            in ALL segments where the name matches. E.g. 'gaussian1' will\n",
+      "            match 'gaussian', 'gaussian2', etc. If False, only the segment\n",
+      "            with exact name match gets a replacement.\n",
+      "    \n",
+      "    Raises:\n",
+      "        ValueError: If the specified channel has no blueprint.\n",
+      "        ValueError: If the argument can not be matched (either the argument\n",
+      "            name does not match or the argument number is wrong).\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "help(seq1.element(1).changeArg)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
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\" width=\"799.5333333333333\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# The sequence can be validated\n",
+    "seq1.checkConsistency()  # returns True if all is well, raises errors if not\n",
+    "\n",
+    "# And the sequence can (if valid) be plotted\n",
+    "plotter(seq1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Tektronix AWG 5014 output\n",
+    "([back to ToC](#Table-of-Contents))\n",
+    "\n",
+    "The sequence object can output a tuple matching the call signature of the QCoDeS Tektronix AWG 5014 driver.\n",
+    "\n",
+    "For the translation from voltage to AWG unsigned integer format to be correct, the voltage ranges and offsets of the AWG channels must be specified (NB: This will **NOT** work if the channels on the AWG are in high/low mode).\n",
+    "\n",
+    "Furthermore, the AWG sequencer options should be specified for each sequence element."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
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+    },
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\" width=\"799.5333333333333\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "seq1.setChannelAmplitude(1, 10e-3)  # Call signature: channel, amplitude (peak-to-peak)\n",
+    "seq1.setChannelOffset(1, 0)\n",
+    "seq1.setChannelAmplitude(3, 10e-3)\n",
+    "seq1.setChannelOffset(3, 0)\n",
+    "\n",
+    "# Here we repeat each element twice and then proceed to the next, wrapping over at the end\n",
+    "seq1.setSequencingTriggerWait(1, 0)\n",
+    "seq1.setSequencingNumberOfRepetitions(1, 2)\n",
+    "seq1.setSequencingEventJumpTarget(1, 0)\n",
+    "seq1.setSequencingGoto(1, 2)\n",
+    "#\n",
+    "seq1.setSequencingTriggerWait(2, 0)\n",
+    "seq1.setSequencingNumberOfRepetitions(2, 2)\n",
+    "seq1.setSequencingEventJumpTarget(2, 0)\n",
+    "seq1.setSequencingGoto(1, 3)\n",
+    "#\n",
+    "seq1.setSequencingTriggerWait(3, 0)\n",
+    "seq1.setSequencingNumberOfRepetitions(3, 2)\n",
+    "seq1.setSequencingEventJumpTarget(3, 0)\n",
+    "seq1.setSequencingGoto(3, 1)\n",
+    "\n",
+    "# then we may finally get the \"package\" to give the QCoDeS driver for upload\n",
+    "package = seq1.outputForAWGFile()\n",
+    "\n",
+    "# Note that the sequencing information is included in the plot in a way mimicking the\n",
+    "# way the display of the Tektronix AWG 5014\n",
+    "plotter(seq1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[1, 3]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The package is a SLICEABLE object\n",
+    "# By slicing and indexing it, one may retrieve different parts of the sequence\n",
+    "\n",
+    "chan1_awg_input = package[0]  # returns a tuple yielding an awg file with channel 1\n",
+    "chan3_awg_input = package[1]  # returns a tuple yielding an awg file with channel 3\n",
+    "\n",
+    "both_chans_awg_input = package[\n",
+    "    :\n",
+    "]  # returns a tuple yielding an awg file with both channels\n",
+    "\n",
+    "# This may be useful to make one big sequence for one experiment and then uploading part of it to one awg\n",
+    "# and part of it to another (since physical awg's usually don't have enough channels for a big experiment)\n",
+    "\n",
+    "# To see how the channels are counted, look up the channels\n",
+    "package.channels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## Example of uploading the sequence (requires having qcodes installed, see https://github.com/QCoDeS/Qcodes)\n",
+    "\n",
+    "# from qcodes.instrument_drivers.tektronix.AWG5014 import Tektronix_AWG5014\n",
+    "# awg = Tektronix_AWG5014('AWG1', 'TCPIP0::172.20.3.57::inst0::INSTR', timeout=40)\n",
+    "# awg.make_send_and_load_awg_file(*package[:])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Delays and filter compensation\n",
+    "([back to ToC](#Table-of-Contents))\n",
+    "\n",
+    "In a real experimental setting, the signal transmission line may distort and/or delay the pulse sequence. The Sequence object can perform some compensation for this when making the `.awg` file."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# To delay channel 1 with respect to the other channels, set its delay\n",
+    "seq1.setChannelDelay(1, 0)\n",
+    "seq1.setChannelDelay(3, 123e-9)\n",
+    "\n",
+    "# To apply for a high pass filter with a cut-off frequency of 1 MHz on channel 3, we can do\n",
+    "seq1.setChannelFilterCompensation(3, \"HP\", order=1, f_cut=1e6)\n",
+    "# or, equivalently,\n",
+    "seq1.setChannelFilterCompensation(3, \"HP\", order=1, tau=1e-6)\n",
+    "\n",
+    "# Note that setting the filter compensation may invalidate the sequence in the sense that the specified voltage ranges\n",
+    "# on the AWG may have become too small. The function outputForAWGFile will warn you if this is the case.\n",
+    "\n",
+    "newpackage = seq1.outputForAWGFile()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
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\" width=\"NaN\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# For sanity checking, it may be helpful to see how the compensated waveforms look.\n",
+    "# The plotter function can display the delays and filter compensations\n",
+    "\n",
+    "plotter(seq1, apply_filters=True, apply_delays=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Sequences varying parameters\n",
+    "([back to ToC](#Table-of-Contents))\n",
+    "\n",
+    "The module contains a few wrapper functions to easily generate sequences with some parameter(s) varying throughout the sequence. First two examples where a Base element is provided and varied, then an example where an existing Sequence is repeated."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"NaN\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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\" width=\"799.5333333333333\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Example 1: vary the duration of a square pulse\n",
+    "\n",
+    "# First, we make a basic element, in this example containing just a single blueprint\n",
+    "basebp = bb.BluePrint()\n",
+    "basebp.insertSegment(0, ramp, (0, 0), dur=0.5)\n",
+    "basebp.insertSegment(1, ramp, (1, 1), dur=1, name=\"varyme\")\n",
+    "basebp.insertSegment(2, \"waituntil\", 5)\n",
+    "basebp.setSR(100)\n",
+    "\n",
+    "baseelem = bb.Element()\n",
+    "baseelem.addBluePrint(1, basebp)\n",
+    "\n",
+    "plotter(baseelem)\n",
+    "\n",
+    "# Now we make a 5-step sequence varying the duration of the high level\n",
+    "# The inputs are lists, since several things can be varied (see Example 2)\n",
+    "channels = [1]\n",
+    "names = [\"varyme\"]\n",
+    "args = [\"duration\"]\n",
+    "iters = [[1, 1.5, 2, 2.5, 3]]\n",
+    "\n",
+    "seq1 = bb.makeVaryingSequence(baseelem, channels, names, args, iters)\n",
+    "plotter(seq1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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width=\"799.5333333333333\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Example 2: Vary the duration AND the high level\n",
+    "\n",
+    "# It is straighforward to vary several things throughout the sequence\n",
+    "\n",
+    "# We make the same base element as in Example 1\n",
+    "basebp = bb.BluePrint()\n",
+    "basebp.insertSegment(0, ramp, (0, 0), dur=0.5)\n",
+    "basebp.insertSegment(1, ramp, (1, 1), dur=1, name=\"varyme\")\n",
+    "basebp.insertSegment(2, \"waituntil\", 5)\n",
+    "basebp.setSR(100)\n",
+    "\n",
+    "baseelem = bb.Element()\n",
+    "baseelem.addBluePrint(1, basebp)\n",
+    "\n",
+    "# Now we make a 5-step sequence varying the duration AND the high level\n",
+    "# We thus vary 3 things, a duration, a ramp start, and a ramp stop\n",
+    "channels = [1, 1, 1]\n",
+    "names = [\"varyme\", \"varyme\", \"varyme\"]\n",
+    "args = [\"duration\", \"start\", \"stop\"]\n",
+    "iters = [[1, 1.5, 2, 2.5, 3], [1, 0.8, 0.7, 0.6, 0.5], [1, 0.8, 0.7, 0.6, 0.5]]\n",
+    "\n",
+    "seq2 = bb.makeVaryingSequence(baseelem, channels, names, args, iters)\n",
+    "plotter(seq2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/william/sourcecodes/pulsebuilding/broadbean/broadbean.py:1425: UserWarning: Deprecation warning. This function is only compatible with AWG5014 output and will be removed. Please use the specific setSequencingXXX methods.\n",
+      "  warnings.warn('Deprecation warning. This function is only compatible '\n"
+     ]
+    },
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
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width=\"799.5333333333333\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/william/.pyenv/versions/3.6.0/envs/qcodesdevel/lib/python3.6/site-packages/matplotlib/pyplot.py:524: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
+      "  max_open_warning, RuntimeWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "application/javascript": "/* Put everything inside the global mpl namespace */\nwindow.mpl = {};\n\n\nmpl.get_websocket_type = function() {\n    if (typeof(WebSocket) !== 'undefined') {\n        return WebSocket;\n    } else if (typeof(MozWebSocket) !== 'undefined') {\n        return MozWebSocket;\n    } else {\n        alert('Your browser does not have WebSocket support.' +\n              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n              'Firefox 4 and 5 are also supported but you ' +\n              'have to enable WebSockets in about:config.');\n    };\n}\n\nmpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n    this.id = figure_id;\n\n    this.ws = websocket;\n\n    this.supports_binary = (this.ws.binaryType != undefined);\n\n    if (!this.supports_binary) {\n        var warnings = document.getElementById(\"mpl-warnings\");\n        if (warnings) {\n            warnings.style.display = 'block';\n            warnings.textContent = (\n                \"This browser does not support binary websocket messages. \" +\n                    \"Performance may be slow.\");\n        }\n    }\n\n    this.imageObj = new Image();\n\n    this.context = undefined;\n    this.message = undefined;\n    this.canvas = undefined;\n    this.rubberband_canvas = undefined;\n    this.rubberband_context = undefined;\n    this.format_dropdown = undefined;\n\n    this.image_mode = 'full';\n\n    this.root = $('<div/>');\n    this._root_extra_style(this.root)\n    this.root.attr('style', 'display: inline-block');\n\n    $(parent_element).append(this.root);\n\n    this._init_header(this);\n    this._init_canvas(this);\n    this._init_toolbar(this);\n\n    var fig = this;\n\n    this.waiting = false;\n\n    this.ws.onopen =  function () {\n            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n            fig.send_message(\"send_image_mode\", {});\n            if (mpl.ratio != 1) {\n                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n            }\n            fig.send_message(\"refresh\", {});\n        }\n\n    this.imageObj.onload = function() {\n            if (fig.image_mode == 'full') {\n                // Full images could contain transparency (where diff images\n                // almost always do), so we need to clear the canvas so that\n                // there is no ghosting.\n                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n            }\n            fig.context.drawImage(fig.imageObj, 0, 0);\n        };\n\n    this.imageObj.onunload = function() {\n        this.ws.close();\n    }\n\n    this.ws.onmessage = this._make_on_message_function(this);\n\n    this.ondownload = ondownload;\n}\n\nmpl.figure.prototype._init_header = function() {\n    var titlebar = $(\n        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n        'ui-helper-clearfix\"/>');\n    var titletext = $(\n        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n        'text-align: center; padding: 3px;\"/>');\n    titlebar.append(titletext)\n    this.root.append(titlebar);\n    this.header = titletext[0];\n}\n\n\n\nmpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n\n}\n\n\nmpl.figure.prototype._root_extra_style = function(canvas_div) {\n\n}\n\nmpl.figure.prototype._init_canvas = function() {\n    var fig = this;\n\n    var canvas_div = $('<div/>');\n\n    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n\n    function canvas_keyboard_event(event) {\n        return fig.key_event(event, event['data']);\n    }\n\n    canvas_div.keydown('key_press', canvas_keyboard_event);\n    canvas_div.keyup('key_release', canvas_keyboard_event);\n    this.canvas_div = canvas_div\n    this._canvas_extra_style(canvas_div)\n    this.root.append(canvas_div);\n\n    var canvas = $('<canvas/>');\n    canvas.addClass('mpl-canvas');\n    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n\n    this.canvas = canvas[0];\n    this.context = canvas[0].getContext(\"2d\");\n\n    var backingStore = this.context.backingStorePixelRatio ||\n\tthis.context.webkitBackingStorePixelRatio ||\n\tthis.context.mozBackingStorePixelRatio ||\n\tthis.context.msBackingStorePixelRatio ||\n\tthis.context.oBackingStorePixelRatio ||\n\tthis.context.backingStorePixelRatio || 1;\n\n    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n    var rubberband = $('<canvas/>');\n    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n\n    var pass_mouse_events = true;\n\n    canvas_div.resizable({\n        start: function(event, ui) {\n            pass_mouse_events = false;\n        },\n        resize: function(event, ui) {\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n        stop: function(event, ui) {\n            pass_mouse_events = true;\n            fig.request_resize(ui.size.width, ui.size.height);\n        },\n    });\n\n    function mouse_event_fn(event) {\n        if (pass_mouse_events)\n            return fig.mouse_event(event, event['data']);\n    }\n\n    rubberband.mousedown('button_press', mouse_event_fn);\n    rubberband.mouseup('button_release', mouse_event_fn);\n    // Throttle sequential mouse events to 1 every 20ms.\n    rubberband.mousemove('motion_notify', mouse_event_fn);\n\n    rubberband.mouseenter('figure_enter', mouse_event_fn);\n    rubberband.mouseleave('figure_leave', mouse_event_fn);\n\n    canvas_div.on(\"wheel\", function (event) {\n        event = event.originalEvent;\n        event['data'] = 'scroll'\n        if (event.deltaY < 0) {\n            event.step = 1;\n        } else {\n            event.step = -1;\n        }\n        mouse_event_fn(event);\n    });\n\n    canvas_div.append(canvas);\n    canvas_div.append(rubberband);\n\n    this.rubberband = rubberband;\n    this.rubberband_canvas = rubberband[0];\n    this.rubberband_context = rubberband[0].getContext(\"2d\");\n    this.rubberband_context.strokeStyle = \"#000000\";\n\n    this._resize_canvas = function(width, height) {\n        // Keep the size of the canvas, canvas container, and rubber band\n        // canvas in synch.\n        canvas_div.css('width', width)\n        canvas_div.css('height', height)\n\n        canvas.attr('width', width * mpl.ratio);\n        canvas.attr('height', height * mpl.ratio);\n        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n\n        rubberband.attr('width', width);\n        rubberband.attr('height', height);\n    }\n\n    // Set the figure to an initial 600x600px, this will subsequently be updated\n    // upon first draw.\n    this._resize_canvas(600, 600);\n\n    // Disable right mouse context menu.\n    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n        return false;\n    });\n\n    function set_focus () {\n        canvas.focus();\n        canvas_div.focus();\n    }\n\n    window.setTimeout(set_focus, 100);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items) {\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) {\n            // put a spacer in here.\n            continue;\n        }\n        var button = $('<button/>');\n        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n                        'ui-button-icon-only');\n        button.attr('role', 'button');\n        button.attr('aria-disabled', 'false');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n\n        var icon_img = $('<span/>');\n        icon_img.addClass('ui-button-icon-primary ui-icon');\n        icon_img.addClass(image);\n        icon_img.addClass('ui-corner-all');\n\n        var tooltip_span = $('<span/>');\n        tooltip_span.addClass('ui-button-text');\n        tooltip_span.html(tooltip);\n\n        button.append(icon_img);\n        button.append(tooltip_span);\n\n        nav_element.append(button);\n    }\n\n    var fmt_picker_span = $('<span/>');\n\n    var fmt_picker = $('<select/>');\n    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n    fmt_picker_span.append(fmt_picker);\n    nav_element.append(fmt_picker_span);\n    this.format_dropdown = fmt_picker[0];\n\n    for (var ind in mpl.extensions) {\n        var fmt = mpl.extensions[ind];\n        var option = $(\n            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n        fmt_picker.append(option)\n    }\n\n    // Add hover states to the ui-buttons\n    $( \".ui-button\" ).hover(\n        function() { $(this).addClass(\"ui-state-hover\");},\n        function() { $(this).removeClass(\"ui-state-hover\");}\n    );\n\n    var status_bar = $('<span class=\"mpl-message\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n}\n\nmpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n    // which will in turn request a refresh of the image.\n    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n}\n\nmpl.figure.prototype.send_message = function(type, properties) {\n    properties['type'] = type;\n    properties['figure_id'] = this.id;\n    this.ws.send(JSON.stringify(properties));\n}\n\nmpl.figure.prototype.send_draw_message = function() {\n    if (!this.waiting) {\n        this.waiting = true;\n        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n    }\n}\n\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    var format_dropdown = fig.format_dropdown;\n    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n    fig.ondownload(fig, format);\n}\n\n\nmpl.figure.prototype.handle_resize = function(fig, msg) {\n    var size = msg['size'];\n    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n        fig._resize_canvas(size[0], size[1]);\n        fig.send_message(\"refresh\", {});\n    };\n}\n\nmpl.figure.prototype.handle_rubberband = function(fig, msg) {\n    var x0 = msg['x0'] / mpl.ratio;\n    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n    var x1 = msg['x1'] / mpl.ratio;\n    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n    x0 = Math.floor(x0) + 0.5;\n    y0 = Math.floor(y0) + 0.5;\n    x1 = Math.floor(x1) + 0.5;\n    y1 = Math.floor(y1) + 0.5;\n    var min_x = Math.min(x0, x1);\n    var min_y = Math.min(y0, y1);\n    var width = Math.abs(x1 - x0);\n    var height = Math.abs(y1 - y0);\n\n    fig.rubberband_context.clearRect(\n        0, 0, fig.canvas.width, fig.canvas.height);\n\n    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n}\n\nmpl.figure.prototype.handle_figure_label = function(fig, msg) {\n    // Updates the figure title.\n    fig.header.textContent = msg['label'];\n}\n\nmpl.figure.prototype.handle_cursor = function(fig, msg) {\n    var cursor = msg['cursor'];\n    switch(cursor)\n    {\n    case 0:\n        cursor = 'pointer';\n        break;\n    case 1:\n        cursor = 'default';\n        break;\n    case 2:\n        cursor = 'crosshair';\n        break;\n    case 3:\n        cursor = 'move';\n        break;\n    }\n    fig.rubberband_canvas.style.cursor = cursor;\n}\n\nmpl.figure.prototype.handle_message = function(fig, msg) {\n    fig.message.textContent = msg['message'];\n}\n\nmpl.figure.prototype.handle_draw = function(fig, msg) {\n    // Request the server to send over a new figure.\n    fig.send_draw_message();\n}\n\nmpl.figure.prototype.handle_image_mode = function(fig, msg) {\n    fig.image_mode = msg['mode'];\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Called whenever the canvas gets updated.\n    this.send_message(\"ack\", {});\n}\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function(fig) {\n    return function socket_on_message(evt) {\n        if (evt.data instanceof Blob) {\n            /* FIXME: We get \"Resource interpreted as Image but\n             * transferred with MIME type text/plain:\" errors on\n             * Chrome.  But how to set the MIME type?  It doesn't seem\n             * to be part of the websocket stream */\n            evt.data.type = \"image/png\";\n\n            /* Free the memory for the previous frames */\n            if (fig.imageObj.src) {\n                (window.URL || window.webkitURL).revokeObjectURL(\n                    fig.imageObj.src);\n            }\n\n            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n                evt.data);\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n            fig.imageObj.src = evt.data;\n            fig.updated_canvas_event();\n            fig.waiting = false;\n            return;\n        }\n\n        var msg = JSON.parse(evt.data);\n        var msg_type = msg['type'];\n\n        // Call the  \"handle_{type}\" callback, which takes\n        // the figure and JSON message as its only arguments.\n        try {\n            var callback = fig[\"handle_\" + msg_type];\n        } catch (e) {\n            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n            return;\n        }\n\n        if (callback) {\n            try {\n                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n                callback(fig, msg);\n            } catch (e) {\n                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n            }\n        }\n    };\n}\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function(e) {\n    //this section is from http://www.quirksmode.org/js/events_properties.html\n    var targ;\n    if (!e)\n        e = window.event;\n    if (e.target)\n        targ = e.target;\n    else if (e.srcElement)\n        targ = e.srcElement;\n    if (targ.nodeType == 3) // defeat Safari bug\n        targ = targ.parentNode;\n\n    // jQuery normalizes the pageX and pageY\n    // pageX,Y are the mouse positions relative to the document\n    // offset() returns the position of the element relative to the document\n    var x = e.pageX - $(targ).offset().left;\n    var y = e.pageY - $(targ).offset().top;\n\n    return {\"x\": x, \"y\": y};\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys (original) {\n  return Object.keys(original).reduce(function (obj, key) {\n    if (typeof original[key] !== 'object')\n        obj[key] = original[key]\n    return obj;\n  }, {});\n}\n\nmpl.figure.prototype.mouse_event = function(event, name) {\n    var canvas_pos = mpl.findpos(event)\n\n    if (name === 'button_press')\n    {\n        this.canvas.focus();\n        this.canvas_div.focus();\n    }\n\n    var x = canvas_pos.x * mpl.ratio;\n    var y = canvas_pos.y * mpl.ratio;\n\n    this.send_message(name, {x: x, y: y, button: event.button,\n                             step: event.step,\n                             guiEvent: simpleKeys(event)});\n\n    /* This prevents the web browser from automatically changing to\n     * the text insertion cursor when the button is pressed.  We want\n     * to control all of the cursor setting manually through the\n     * 'cursor' event from matplotlib */\n    event.preventDefault();\n    return false;\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    // Handle any extra behaviour associated with a key event\n}\n\nmpl.figure.prototype.key_event = function(event, name) {\n\n    // Prevent repeat events\n    if (name == 'key_press')\n    {\n        if (event.which === this._key)\n            return;\n        else\n            this._key = event.which;\n    }\n    if (name == 'key_release')\n        this._key = null;\n\n    var value = '';\n    if (event.ctrlKey && event.which != 17)\n        value += \"ctrl+\";\n    if (event.altKey && event.which != 18)\n        value += \"alt+\";\n    if (event.shiftKey && event.which != 16)\n        value += \"shift+\";\n\n    value += 'k';\n    value += event.which.toString();\n\n    this._key_event_extra(event, name);\n\n    this.send_message(name, {key: value,\n                             guiEvent: simpleKeys(event)});\n    return false;\n}\n\nmpl.figure.prototype.toolbar_button_onclick = function(name) {\n    if (name == 'download') {\n        this.handle_save(this, null);\n    } else {\n        this.send_message(\"toolbar_button\", {name: name});\n    }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n    this.message.textContent = tooltip;\n};\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n\nmpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n    // Create a \"websocket\"-like object which calls the given IPython comm\n    // object with the appropriate methods. Currently this is a non binary\n    // socket, so there is still some room for performance tuning.\n    var ws = {};\n\n    ws.close = function() {\n        comm.close()\n    };\n    ws.send = function(m) {\n        //console.log('sending', m);\n        comm.send(m);\n    };\n    // Register the callback with on_msg.\n    comm.on_msg(function(msg) {\n        //console.log('receiving', msg['content']['data'], msg);\n        // Pass the mpl event to the overriden (by mpl) onmessage function.\n        ws.onmessage(msg['content']['data'])\n    });\n    return ws;\n}\n\nmpl.mpl_figure_comm = function(comm, msg) {\n    // This is the function which gets called when the mpl process\n    // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n    var id = msg.content.data.id;\n    // Get hold of the div created by the display call when the Comm\n    // socket was opened in Python.\n    var element = $(\"#\" + id);\n    var ws_proxy = comm_websocket_adapter(comm)\n\n    function ondownload(figure, format) {\n        window.open(figure.imageObj.src);\n    }\n\n    var fig = new mpl.figure(id, ws_proxy,\n                           ondownload,\n                           element.get(0));\n\n    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n    // web socket which is closed, not our websocket->open comm proxy.\n    ws_proxy.onopen();\n\n    fig.parent_element = element.get(0);\n    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n    if (!fig.cell_info) {\n        console.error(\"Failed to find cell for figure\", id, fig);\n        return;\n    }\n\n    var output_index = fig.cell_info[2]\n    var cell = fig.cell_info[0];\n\n};\n\nmpl.figure.prototype.handle_close = function(fig, msg) {\n    var width = fig.canvas.width/mpl.ratio\n    fig.root.unbind('remove')\n\n    // Update the output cell to use the data from the current canvas.\n    fig.push_to_output();\n    var dataURL = fig.canvas.toDataURL();\n    // Re-enable the keyboard manager in IPython - without this line, in FF,\n    // the notebook keyboard shortcuts fail.\n    IPython.keyboard_manager.enable()\n    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n    fig.close_ws(fig, msg);\n}\n\nmpl.figure.prototype.close_ws = function(fig, msg){\n    fig.send_message('closing', msg);\n    // fig.ws.close()\n}\n\nmpl.figure.prototype.push_to_output = function(remove_interactive) {\n    // Turn the data on the canvas into data in the output cell.\n    var width = this.canvas.width/mpl.ratio\n    var dataURL = this.canvas.toDataURL();\n    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n}\n\nmpl.figure.prototype.updated_canvas_event = function() {\n    // Tell IPython that the notebook contents must change.\n    IPython.notebook.set_dirty(true);\n    this.send_message(\"ack\", {});\n    var fig = this;\n    // Wait a second, then push the new image to the DOM so\n    // that it is saved nicely (might be nice to debounce this).\n    setTimeout(function () { fig.push_to_output() }, 1000);\n}\n\nmpl.figure.prototype._init_toolbar = function() {\n    var fig = this;\n\n    var nav_element = $('<div/>')\n    nav_element.attr('style', 'width: 100%');\n    this.root.append(nav_element);\n\n    // Define a callback function for later on.\n    function toolbar_event(event) {\n        return fig.toolbar_button_onclick(event['data']);\n    }\n    function toolbar_mouse_event(event) {\n        return fig.toolbar_button_onmouseover(event['data']);\n    }\n\n    for(var toolbar_ind in mpl.toolbar_items){\n        var name = mpl.toolbar_items[toolbar_ind][0];\n        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n        var image = mpl.toolbar_items[toolbar_ind][2];\n        var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n        if (!name) { continue; };\n\n        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n        button.click(method_name, toolbar_event);\n        button.mouseover(tooltip, toolbar_mouse_event);\n        nav_element.append(button);\n    }\n\n    // Add the status bar.\n    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n    nav_element.append(status_bar);\n    this.message = status_bar[0];\n\n    // Add the close button to the window.\n    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n    button.click(function (evt) { fig.handle_close(fig, {}); } );\n    button.mouseover('Stop Interaction', toolbar_mouse_event);\n    buttongrp.append(button);\n    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n    titlebar.prepend(buttongrp);\n}\n\nmpl.figure.prototype._root_extra_style = function(el){\n    var fig = this\n    el.on(\"remove\", function(){\n\tfig.close_ws(fig, {});\n    });\n}\n\nmpl.figure.prototype._canvas_extra_style = function(el){\n    // this is important to make the div 'focusable\n    el.attr('tabindex', 0)\n    // reach out to IPython and tell the keyboard manager to turn it's self\n    // off when our div gets focus\n\n    // location in version 3\n    if (IPython.notebook.keyboard_manager) {\n        IPython.notebook.keyboard_manager.register_events(el);\n    }\n    else {\n        // location in version 2\n        IPython.keyboard_manager.register_events(el);\n    }\n\n}\n\nmpl.figure.prototype._key_event_extra = function(event, name) {\n    var manager = IPython.notebook.keyboard_manager;\n    if (!manager)\n        manager = IPython.keyboard_manager;\n\n    // Check for shift+enter\n    if (event.shiftKey && event.which == 13) {\n        this.canvas_div.blur();\n        // select the cell after this one\n        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n        IPython.notebook.select(index + 1);\n    }\n}\n\nmpl.figure.prototype.handle_save = function(fig, msg) {\n    fig.ondownload(fig, null);\n}\n\n\nmpl.find_output_cell = function(html_output) {\n    // Return the cell and output element which can be found *uniquely* in the notebook.\n    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n    // IPython event is triggered only after the cells have been serialised, which for\n    // our purposes (turning an active figure into a static one), is too late.\n    var cells = IPython.notebook.get_cells();\n    var ncells = cells.length;\n    for (var i=0; i<ncells; i++) {\n        var cell = cells[i];\n        if (cell.cell_type === 'code'){\n            for (var j=0; j<cell.output_area.outputs.length; j++) {\n                var data = cell.output_area.outputs[j];\n                if (data.data) {\n                    // IPython >= 3 moved mimebundle to data attribute of output\n                    data = data.data;\n                }\n                if (data['text/html'] == html_output) {\n                    return [cell, data, j];\n                }\n            }\n        }\n    }\n}\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel != null) {\n    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n}\n",
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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\" width=\"799.5333333333333\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Example 3: Modify the high level of a square pulse inside a sequence\n",
+    "\n",
+    "#\n",
+    "\n",
+    "pulsebp = bb.BluePrint()\n",
+    "pulsebp.insertSegment(0, ramp, (0, 0), dur=5e-4)\n",
+    "pulsebp.insertSegment(1, ramp, (1, 1), dur=1e-3, name=\"varyme\")\n",
+    "pulsebp.insertSegment(2, \"waituntil\", 2e-3)\n",
+    "pulsebp.setSR(1e6)\n",
+    "\n",
+    "sinebp = bb.BluePrint()\n",
+    "sinebp.insertSegment(0, sine, (0.2e3, 0.5, 0.5, 0), dur=10e-3)\n",
+    "sinebp.setSR(1e6)\n",
+    "\n",
+    "elem1 = bb.Element()\n",
+    "elem1.addBluePrint(1, pulsebp)\n",
+    "\n",
+    "elem2 = bb.Element()\n",
+    "elem2.addBluePrint(1, sinebp)\n",
+    "\n",
+    "baseseq = bb.Sequence()\n",
+    "baseseq.setSR(1e6)\n",
+    "baseseq.addElement(1, elem1)\n",
+    "baseseq.addElement(2, elem2)\n",
+    "\n",
+    "baseseq.setSequenceSettings(1, 0, 20, 0, 0)\n",
+    "baseseq.setSequenceSettings(2, 0, 1, 0, 1)\n",
+    "\n",
+    "plotter(baseseq)\n",
+    "\n",
+    "# now vary this sequence\n",
+    "\n",
+    "poss = [1, 1]\n",
+    "channels = [1, 1]\n",
+    "names = [\"varyme\", \"varyme\"]\n",
+    "args = [\"start\", \"stop\"]\n",
+    "iters = [[1, 0.75, 0.5], [1, 0.75, 0.5]]\n",
+    "\n",
+    "newseq = bb.repeatAndVarySequence(baseseq, poss, channels, names, args, iters)\n",
+    "plotter(newseq)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/_sources/examples/Subsequences.ipynb.txt b/_sources/examples/Subsequences.ipynb.txt
new file mode 100644
index 000000000..2d916b8ca
--- /dev/null
+++ b/_sources/examples/Subsequences.ipynb.txt
@@ -0,0 +1,3459 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Subsequences\n",
+    "\n",
+    "This notebook describes the use of subsequences.\n",
+    "\n",
+    "Subsequences can be useful in a wide range of settings."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib notebook\n",
+    "\n",
+    "import broadbean as bb\n",
+    "from broadbean.plotting import plotter\n",
+    "\n",
+    "sine = bb.PulseAtoms.sine\n",
+    "ramp = bb.PulseAtoms.ramp"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 1: Compression\n",
+    "\n",
+    "In a waveform with very long \"dead\" periods, subsequences can -- via the option to repeat elements -- drastically reduce the number of points of the entire sequence.\n",
+    "\n",
+    "Here we imagine a pulse sequence where we first wait, then perturb the system, then wait some more for readout. We'd like to vary the height of the perturbation."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Uncompressed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Uncompressed\n",
+    "\n",
+    "SR = 1e9\n",
+    "t1 = 200e-6  # wait\n",
+    "t2 = 20e-9  # perturb the system\n",
+    "t3 = 250e-6  # read out\n",
+    "\n",
+    "bp1 = bb.BluePrint()\n",
+    "bp1.insertSegment(0, ramp, (0, 0), dur=t1)\n",
+    "bp1.insertSegment(1, ramp, (1, 1), dur=t2, name=\"perturbation\")\n",
+    "bp1.insertSegment(2, ramp, (0, 0), dur=t3)\n",
+    "bp1.setSR(SR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        this.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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width=\"639.85\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotter(bp1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Now make a variation of the height\n",
+    "\n",
+    "elem1 = bb.Element()\n",
+    "elem1.addBluePrint(1, bp1)\n",
+    "\n",
+    "elem2 = elem1.copy()\n",
+    "elem2.changeArg(1, \"perturbation\", \"start\", 0.75)\n",
+    "elem2.changeArg(1, \"perturbation\", \"stop\", 0.75)\n",
+    "\n",
+    "elem3 = elem1.copy()\n",
+    "elem3.changeArg(1, \"perturbation\", \"start\", 0.5)\n",
+    "elem3.changeArg(1, \"perturbation\", \"stop\", 0.5)\n",
+    "\n",
+    "# And put that together in a sequence\n",
+    "seq = bb.Sequence()\n",
+    "seq.addElement(1, elem1)\n",
+    "seq.addElement(2, elem2)\n",
+    "seq.addElement(3, elem3)\n",
+    "seq.setSR(SR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        this.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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\" width=\"639.85\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotter(seq)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1350060"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The sequence is long and heavy on the memory\n",
+    "seq.points"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Compressed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        this.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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0oZ2XHr6QWioYnTQGuLSIwrCQNrQjktPPwgNVYwOWkNcekRBGEgb2nHp6QehoYrRQWuIS48oCANpQzsuPf0gNFQxOmgNcekRBWEgbWjHpacfhIYqRgetIS49oiAMpA3tuPT0g9BQxeigNcSlRxSEgbShHZeefhAaqhgdtIa49IiCMJA2tOPS0w9CQxWjg9YQlx5REAbShnZcevpBaKhidNAa4tIjCsJA2tCOS08/CA1VjA5aQ1x6REEYSBvaoS491121f3S3i999weivpyreXBAa4tIjCsJA2tAOdem59rKLR3f7yDvPG/31VMWbC0JDXHpEQRhIG9px6enn5tLTD1pDXHpEQRhIG9qhLj2tP1Xlp7fG3UFriEuPKAgDaUM71KVnjAgNVYwOWkNcekRBGEgb2nHp6QehoYrRQWuIS48oCANpQzsuPf0gNFQxOmgNcekRBWEgbWjHpacfhIYqRgetIS49oiAMpA3tuPT0g9BQxeigNcSlRxSEgbShHZeefhAaqhgdtIa49IiCMJA2tOPS0w9CQxWjg9YQlx5REAbShnZcevpBaKhidNAa4tIjCsJA2tCOS08/CA1VjA5aQ1x6REEYSBvacenpB6GhitFBa4hLjygIA2lDOy49/SA0VDE6aA1x6REFYSBtaMelpx+EhipGB60hLj2iIAykDe249PSD0FDF6KA1xKVHFISBtKEdl55+EBqqGB20hrj0iIIwkDa049LTD0JDFaOD1hCXHlEQBtKGdlx6+kFoqGJ00Bri0iMKwkDa0I5LTz8IDVWMDlpDXHpEQRhIG9px6ekHoaGK0UFriEuPKAgDaUM7Lj39IDRUMTpoDXHpEQVhIG1ox6WnH4SGKkYHrSEuPaIgDKQN7bj09IPQUMXooDXEpUcUhIG0oR2Xnn4QGqoYHbSGuPSIgjCQNrTj0tMPQkMVo4PWEJceURAG0oZ2XHr6QWioYnTQGuLSIwrCQNrQjktPPwgNVYwOWkNcekRBGEgb2nHp6QehoYrRQWuIS48oCANpQzsuPf0gNFQxOmgNcekRBWEgbWjHpacfhIYqRgetIS49oiAMpA3tuPT0g9BQxeigNcSlRxSEgbShHZeefhAaqhgdtIbs7aXn9CW/21VLhIG0oR2Xnn4QGqoYHbSG7N2l53FJHlr+e141QxhIG9px6ekHoaGK0UFrCHvpOWWd25OSHN2ld8faDYSBtKEdl55+EBqqGB20hrCXnqMZPpqz6Db9O1EQBtKGdlx6+kFoqGJ00BrCXnq+meQnk5yx4PZ9celhIQykDe249PSD0FDF6KA1hL30fDzJL6zxLvJx8dNbLISBtKEdl55+EBqqGB20hrCXnh9I8ox13k2esSPvfNUGYSBtaMelpx+EhipGB60h7KVHewlhIG1ox6WnH4SGKkYHrSEuPXoUT07yvav/2zXCQNrQjktPPwgNVYwOWkNcerTAs5K8LclfZPjCp+m3uv3F6v3PbndoayMMpA3tuPT0g9BQxeigNcSlR3P+MMnXkrwhyY9m+IFGJ67+748meV2SP119ua4QBtKGdlx6+kFoqGJ00Bri0qM5/zzJZAMv9892+kA2izCQNrTj0tMPQkMVo4PWkL299Hz3kt/tYpzW+gC2gjCQNrTj0tMPQkMVo4PWkL299Nyz5He7GIeT/K8kz2t9IJtBGEgb2nHp6QehoYrRQWvI3l56nr7kd7sYz03y9iR3JrkhyRuT/K2WB7QRhIG0oR2Xnn4QGqoYHbSG7O2lR4/i5CT/KsknkjyY5JIkP7t6f3cIA2lDOy49/SA0VDE6aA3ZO0vPWUl+Pskr527aoO9O8tokN2b4CFB3CANpQzsuPf0gNFQxOmgN2RtLz+uS3J/kqiSXztwu2fF3xBCPSXJOkg8nOZLk020PZzHCQNrQjktPPwgNVYwOWkP2xtJzIMnf2533vCzPTvLfknwjyS1J/kuGX0/fJcJA2tCOS08/CA1VjA5aQ/bG0nNzkpN25z0vw68k+UKSB5JclOSFGT7a0zXCQNrQjktPPwgNVYwOWkP2xtLzS0neGhefDftKkl9N8tTWB7IZhIG0oR2Xnn4QGqoYHbSGcJeeb2b4tNaB1f//YIYvRzkwd9OcfUnOfJSXOXP15bpCGEgb2nHp6QehoYrRQWsId+n5hxu8ac7PJrk+yWeSnLv65xet/u+5q/dfn+RftzrAtRAG0oZ2XHr6QWioYnTQGsJderQNJyT5qSTvyPAtb3+2+r/vyPBdXF1+fQ9hIG1ox6WnH4SGKkYHrSHspecVST60xrvIi5K8bKfe/6oBwkDa0I5LTz8IDVWMDlpD2EvP1Rm+63qRZ2X44IUoCANpQzsuPf0gNFQxOmgNYS89tz/Ku8lH+3uNCWEgbWjHpacfhIYqRgetIeyl564kp63xLvK01b8XBWEgbWjHpacfhIYqRgetIeyl54+S/OIa7yJfvvr3oiAMpA3tuPT0g9BQxeigNYS99Jyd5O4MP2fvbyZ57Or//mqG35n547vxvli7hDCQNrTj0tMPQkMVo4PWEPbSkwzfeX19kodmbl/P8KNntAtOSvL7GbbMO5K8JclkjZfdn+FXXxycuT1uo6+IMJA2tOPS0w9CQxWjg9YQ/tIz9YwkP5yOf18m1RszfBvdU5OcnuRrSX55jZfdn+RVW31FhIG0oR2Xnn4QGqoYHbSG7J2lR43clOM/rPbyJF9c42X3x6Wn8dFsDa2hitFhQ1uEjvmG667aP7rbxe++wKVHu+KJGU7MGTP3/VCGX4K26FNc+zP8HIE7klyT5MWbeWWUNypjRGuoYnTY0BahY77h2ssuHt3tI+88z6VHu+LpGU7M7M8NOHP1vpMXvPxzk5ya4euAXpjha3rW+wVpb0hydObW+JLcGuIbxjFy6ekHoaGK0eHS0w+Xnv5NP9Jz+sx9z8naH+mZ9z+S/O5GXxnljcoY0RqqGB02tEXo8NNb/XDpGYebMnzUZuplWftreua9LcnvbfQVUd6ojBGtoYrRYUNbhA5aQ1x6tMPelOTKJE/J8Omur2bxd2+dluQFSb4jw29xf0GGT289b6OviDCQNrTj0tMPQkMVo4PWEJce7bCTMnzE5q4k30ry1hz71NbFSV6z+v+fkuFb2+/J8BMlv5jkX2zmFREG0oZ2XHr6QWioYnTQGuLSIwrCQNrQjktPPwgNVYwOWkNcekRBGEgb2nHp6QehoYrRQWuIS48oCANpQzsuPf0gNFQxOmgNcekRBWEgbWjHpacfhIYqRgetIS49oiAMpA3tuPT0g9BQxeigNcSlRxSEgbShHZeefhAaqhgdtIa49IiCMJA2tOPS0w9CQxWjg9YQlx5REAbShnZcevpBaKhidNAa4tIjCsJA2tCOS08/CA1VjA5aQ1x6REEYSBvacenpB6GhitFBa4hLjygIA2lDOy49/SA0VDE6aA1x6REFYSBtaMelpx+EhipGB60hLj2iIAykDe249PSD0FDF6KA1xKVHFISBtKEdl55+EBqqGB20hrj0iIIwkDa049LTD0JDFaOD1hCXHlEQBtKGdlx6+kFoqGJ00Bri0iMKwkDa0I5LTz8IDVWMDlpDXHpEQRhIG9px6ekHoaGK0UFriEuPKAgDaUM7Lj39IDRUMTpoDXHpEQVhIG1ox6WnH4SGKkYHrSEuPaIgDKQN7bj09IPQUMXooDXEpUcUhIG0oR2Xnn4QGqoYHbSGuPSIgjCQNrTj0tMPQkMVo4PWEJceURAG0oZ2XHr6QWioYnTQGuLSIwrCQNrQjktPPwgNVYwOWkNcekRBGEgb2nHp6QehoYrRQWuIS48oCANpQzsuPf0gNFQxOmgNcekRBWEgbWjHpacfhIYqRgetIS49oiAMpA3tuPT0g9BQxeigNcSlRxSEgbShHZeefhAaqhgdtIa49IiCMJA2tOPS0w9CQxWjg9YQlx5REAbShnZcevpBaKhidNAa4tIjCsJA2tCOS08/CA1VjA5aQ1x6REEYSBvacenpB6GhitFBa4hLjygIA2lDOy49/SA0VDE6aA1x6REFYSBtaMelpx+EhipGB60hLj2iIAykDe249PSD0FDF6KA1xKVHFISBtKEdl55+EBqqGB20hrj0iIIwkDa049LTD0JDFaOD1hCXHlEQBtKGdlx6+kFoqGJ00Bri0iMKwkDa0I5LTz8IDVWMDlpDXHpEQRhIG9px6ekHoaGK0UFriEuPKAgDaUM7Lj39IDRUMTpoDXHpEQVhIG1ox6WnH4SGKkYHrSEuPaIgDKQN7bj09IPQUMXooDXEpUcUhIG0oR2Xnn4QGqoYHbSGuPSIgjCQNrTj0tMPQkMVo4PWEJceURAG0oZ2XHr6QWioYnTQGuLSIwrCQNrQjktPPwgNVYwOWkNcekRBGEgb2nHp6QehoYrRQWuIS48oCANpQzsuPf0gNFQxOmgNcekRBWEgbWjHpacfhIYqRgetIS49oiAMpA3tuPT0g9BQxeigNcSlRxSEgbShHZeefhAaqhgdtIa49IiCMJA2tOPS0w9CQxWjg9YQlx5REAbShnZcevpBaKhidNAa4tIjCsJA2tCOS08/CA1VjA5aQ1x6REEYSBvacenpB6GhitFBa4hLjygIA2lDOy49/SA0VDE6aA1x6REFYSBtaMelpx+EhipGB60hLj2iIAykDe249PSD0FDF6KA1xKVHFISBtKEdl55+EBqqGB20hrj0iIIwkDa049LTD0JDFaOD1hCXHlEQBtKGdlx6+kFoqGJ00Bri0iMKwkDa0I5LTz8IDVWMDlpDXHpEQRhIG9px6ekHoaGK0UFriEuPKAgDaUM7Lj39IDRUMTpoDXHpEQVhIG1ox6WnH4SGKkYHrSEuPaIgDKQN7bj09IPQUMXooDXEpUcUhIG0oR2Xnn4QGqoYHbSGuPSIgjCQNrTj0tMPQkMVo4PWEJceURAG0oZ2XHr6QWioYnTQGuLSIwrCQNrQjktPPwgNVYwOWkNcekRBGEgb2nHp6QehoYrRQWuIS48oCANpQzsuPf0gNFQxOmgNcekRBWEgbWjHpacfhIYqRgetIS49oiAMpA3tuPT0g9BQxeigNcSlRxSEgbShHZeefhAaqhgdtIa49IiCMJA2tOPS0w9CQxWjg9YQlx5REAbShnZcevpBaKhidNAa4tIjCsJA2tCOS08/CA1VjA5aQ1x6REEYSBvacenpB6GhitFBa4hLjygIA2lDOy49/SA0VDE6aA1x6REFYSBtaMelpx+EhipGB60hLj2iIAykDe249PSD0FDF6KA1xKVHFISBtKEdl55+EBqqGB20hrj0iIIwkDa049LTD0JDFaOD1hCXHlEQBtKGdlx6+kFoqGJ00Bri0iMKwkDa0I5LTz8IDVWMDlpDXHpEQRhIG9px6ekHoaGK0UFriEuPKAgDaUM7Lj39IDRUMTpoDXHpEQVhIG1ox6WnH4SGKkYHrSEuPaIgDKQN7bj09IPQUMXooDXEpUcUhIG0oR2Xnn4QGqoYHbSGuPSIgjCQNrTj0tMPQkMVo4PWEJceURAG0oZ2XHr6QWioYnTQGuLSIwrCQNrQjktPPwgNVYwOWkNcekRBGEgb2nHp6QehoYrRQWuIS48oCANpQzsuPf0gNFQxOmgNcekRBWEgbWjHpacfhIYqRgetIS49oiAMpA3tuPT0g9BQxeigNcSlRxSEgbShHZeefhAaqhgdtIa49IiCMJA2tOPS0w9CQxWjg9YQlx5REAbShnZcevpBaKhidNAa4tIjCsJA2tCOS08/CA1VjA5aQ1x6REEYSBvacenpB6GhitFBa4hLjygIA2lDOy49/SA0VDE6aA1x6REFYSBtaMelpx+EhipGB60hLj2iIAykDe249PSD0FDF6KA1xKVHFISBtKEdl55+EBqqGB20hrj0iIIwkDa049LTD0JDFaOD1hCXHlEQBtKGdlx6+kFoqGJ00Bri0iMKwkDa0I5LTz8IDVWMDlpDXHpEQRhIG9px6ekHoaGK0UFriEuPKEdU0KAAAAxxSURBVAgDaUM7Lj39IDRUMTpoDXHpEQVhIG1ox6WnH4SGKkYHrSEuPaIgDKQN7bj09IPQUMXooDXEpUcUhIG0oR2Xnn4QGqoYHbSGuPSIgjCQNrTj0tMPQkMVo4PWEJceURAG0oZ2XHr6QWioYnTQGuLSIwrCQNrQjktPPwgNVYwOWkNcekRBGEgb2nHp6QehoYrRQWuIS48oCANpQzsuPf0gNFQxOmgNcenRDjspye8nuTPJHUnekmSyxsuemuSCJPcmuTXJqzfziggDaUM7Lj39IDRUMTpoDXHp0Q57Y5Krkzw1yelJvpbkl9d42fOSfCjD8nNWkgNJXrjRV0QYSBvacenpB6GhitFBa4hLj3bYTUleNPPnlyf54oKXOyXJA0meNXPfm5N8cKOvaDKZ1J233jS626c++on61Ec/Uffd9S3EG5Wxn4c7b72pjhw+NPqOg3fe7vXUybl44NDB0XZMG+791jcR11OS5s/pds/F/Qfvdenp1BMznJgzZu77oSRH8shPcf1gkm8nOWHmvpcmuW6jr2wymdS1l108uttFb39HXfT2d9Qtf/b/EG9Uxn4err3s4rrn9m+MvuPma//E66mTc3HnbTePtmPacOOXr0FcT0maP6fbPRd33HyDS0+nnp7hxJw2c9+Zq/edPPeyP5bkrrn7np/ktnUe/w1Jjk5vk5FezC49fdxcevpBuJ5mz4VLT1suPdot04/0nD5z33Oy/kd6Zu9/SfxIzygQ3km59PSDcD3NnguXnrZcerSbbsrxX4z8sqz/NT1nzdx3bjb5NT13H7hldLfLP/bJuvxjn6xD99yFeKMy9vNw94Fb6sj9h0ffcd/dnK8Ra/2cbvdcPHD4vtF2PHw93XUH4npK0vw53fb1dOigS0/H3pTkyiRPyfDprq9m7e/eeleSi5I8IckzM3xqy+/eGgFaQxWjw4a2CB20hvjdW9phJyV5W4av1/lWkrfm2KewLk7ympmXPTXJezP8nJ7b4s/pGQ1aQxWjw4a2CB20hrj0iIIwkDa049LTD0JDFaOD1hCXHlEQBtKGdlx6+kFoqGJ00Bri0iMKwkDa0I5LTz8IDVWMDlpDXHpEQRhIG9px6ekHoaGK0UFriEuPKAgDaUM7Lj39IDRUMTpoDXHpEQVhIG1ox6WnH4SGKkYHrSEuPaIgDKQN7bj09IPQUMXooDXEpUcUhIG0oR2Xnn4QGqoYHbSGuPSIgjCQNrTj0tMPQkMVo4PWEJcegVRmfuv6SG829HMjdNjQz43QQWmg3KQkw4U9psdd9Ni7+bp28nGX9bqW8ThbfQyvp829rp183J6up60+jtfT5l7XTj4u4XqSfKOyyde1k4/b0xsDl57deV07+bg9XU9bfRyvp829rp18XML1JPlGZZOvaycft6c3Bi49u/O6dvJxe7qetvo4Xk+be107+biE60nKG0b2uIseezdf104+7rJe1zIeZ6uP4fW0ude1k4/b0/W01cfxetrc69rJxyVcT5IkSZIkSZIkSZIkSZKkTpyU5PeT3JnkjiRvSTJZwuO+Ksk1SR5IcuESHm/qcUnekeT6JPcm+WqSf5flNKx3zKcmuWD1dd6a5NXbPOZ/u8Zj35fkULbesYzn/dGOdz1eT8d4PW3seNfj9XSM19PGj1la0xuTXJ3kqUlOT/K1JL+8hMd9cZJzkvxulvtG5fFJ3pTkezIM3HOTHM5w0W+3Yb1jPi/JhzK8ATgryYEkL9zGMd+Z5B/NPfZvJflykm8m+YUtdizjeX+0412P19MxXk8bO971eD0d4/W08WOW1nRTkhfN/PnlSb64xMdfyXLfqCxyKMl7Zv683YaVHH/Mp2T4L5Nnzdz35iQf3Mbr+ECS18899vRcTB97Ox0rWe7zPj3eR+P19Egr8Xqa5/W0dSvxelpko9eU9rAnZvhdJGfM3PdDSY5kOR9CTnb+jcrTMjT84sx9221YyfHH/INJvp3khJn7Xprkui0+/slJbk7yMzOP/aQcOxfTx95Ox0qW97zPHu96vJ4WW4nX0yyvJ6+nlSz3ed/oNaU97ukZLuTTZu47c/W+k5f0Olayc29UJhm2+8rwBnJquw0rOf6YfyzJXXMv8/wkt23hsSdJzk9yaYY3UtPHnj0X08feTsdKlvO8zx/veryeFluJ19OU15PXU7Lc530z15T2uOl/SZ0+c99zMo7/kpokeXuSL2T5DStZ/F9Ss4/3kmz+v6Smx/y5JH9l7rFnz8X0sbfTsZLtP++Ljnc9Xk+LrcTrKfF6mvJ6Wu4SvZlrSspNOf4L3l6W/j9nPsnw3RBfyDCMy25YyeLPmZ81c9+52dznzOePedFjTzumj72djpVs73lf63gfjdfTI63E68nr6Rivp+Ut0Vu5prTHvSnJlUmekuFDmF/Ncr474sQMH/Y8N8OHeE9O8tglPG6S/F6SLyV58uqfl9Ww3jG/K8lFSZ6Q5JkZPry70e+OWHTMs6aP/durL/ONDN8dsZWOZT3v6x3veryejvF62tjxrsfr6Rivp+Nt9ZrSHndSkrdl+Lztt5K8Ncv50PFKhg+Hzt72L+Fxz1h9rPuTHJy5fSXbb1jJ2sd8apL3ZviZELdlcz8HY61jfvuCxz6U4Vtct9qxXsOyjnc9Xk/HrMTraSPHux6vp2NW4vW00WOWJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEnSJv1shp+2uVVfSfJPlnQsW/XrSX5rG/9+u89BD8fQy3n4cBgdY7+elnEcPZyLC5J8eRv/vocGr6cB4Vxo5B6T5IYk39f4OLbrOzP8WPS/toV/u6znoIdjaO3UJA8l+eHWB7JNPZzL7RzDMo+jpcckuTHJ7dn689ADr6d+bPd50Midk+H3wbRw4pIfb1+GLX6zlvkc9HAMm7XM83BOkm9ma8/Bdnk97dxxbNayzsW0YV92/5ryetq549isXs6FAP4gyW/O3VdJXpnhF8ndl+ECeVKG34Z7T4bfZvuMmZe/Ick/nfnzzyX5v6sve32Sl6zevy/JOzL8grl7M/x23scmeUuG39x7IMOHTk9b41hPXn2MO5LcneGXzP3dudd7xbq1i80/B5Xkl5Jcu9rwvgy/ZXg3j2F6HGM7D3+Q4dNbs8/BGDumr3es19Oi45gey5jOxbRh9nkYW8Ps6/V6Gve5EMDVSX5+7r5K8okMF+93ZfhQ4JeT/EiGjfu8DBfj1A05diGfk+GC/PEkJyT560nOWv27fRkG43kZfkHdd2T4xXN/kuS7M3xq5MMZfqndIr+Y5PMZLvRJkr+T5Gkzf//3Vx9/s+afg0ryySR/NcNv7v1qkl/Z5WOYHsfYzsPVSV6f45+DMXYk476eFh3H9FjGdC6mDbPPw9gapryexn8uBHBdhotvVmW42Kbel+T8mT//ZIaLd+qGHLuQP561P2y4L8N/Acz68yQ/M/Pn709yNMOmPu8XknwtyXMzDMm8M1eP/bFrvP61zD8H8/1vyXDsu3kMi45jDOfhuiSvyPHPwRg7knFfT4uOY9Gx9H4upg2zz8PYGqa8nsZ/LgSw1vb+zJk/70vyOzN/PjvDFxZO3ZBjF/K1OfYhynn7kvzXufsOZ9i6p05eff1/e8G/PzHJb2T4cOjtSf5nho1/apn/JTXbv5JjA7hbx7DoOPal//Ow1kd6xtaRjPt6WnQci45lX/o+F2t9pGdMDVNeT+M/FwJY6/O0W72QL8762/vvzN23me191t9I8pkk/3nmvmV+znytNyq7dQyLjmNf+j8Pa31Nz9g6knFfT4uOY9Gx7Evf52Ktr+kZU8OU19P4z4UAfjrJZ+fu286FfE6Gz+v+aBZ/nnb+Qn5jhi92+64Mm/gHM3yIdJGfSPLsDN86eWqS/RkGfuqdSf7TGv92PfPPwXpvVHbrGBYdx770fx5+OsPn6WefgzF2JOO+nhYdx6Jj2Ze+z8W0YfZ5GFvDlNfT+M+FAE7M8HMwZn/2wnYu5CT5Nxl+CNW9Sb6eY9v5/OMkyeMyfBjzLzN8q/P5Gb4obpF/meRPkxxcfdl3JXn86t89PsMAPW3xP13X/HOw3huV3TqGRcexL/2fh+nP6fmRkXeM/XpadByLjmVf+j4XJyb5i9Vjmj4PY2tIvJ6mbsi4z4Ugfi7b/2mfrf1akt/exr9fxnPQwzG09mtJPhJGR+tzud1jWNZxtLbdn8jcA6+nfizjeZAkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSVJz/x/tx74PWgkEkAAAAABJRU5ErkJggg==\" width=\"639.85\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Let's make a sequence instead of an element\n",
+    "\n",
+    "SR = 1e9\n",
+    "t1 = 200e-6  # wait\n",
+    "t2 = 20e-9  # perturb the system\n",
+    "t3 = 250e-6  # read out\n",
+    "\n",
+    "compression = 100  # this number has to be chosen with some care\n",
+    "\n",
+    "bp1 = bb.BluePrint()\n",
+    "bp1.insertSegment(0, ramp, (0, 0), dur=t1 / compression)\n",
+    "bp1.setSR(SR)\n",
+    "elem1 = bb.Element()\n",
+    "elem1.addBluePrint(1, bp1)\n",
+    "#\n",
+    "bp2 = bb.BluePrint()\n",
+    "bp2.insertSegment(0, ramp, (1, 1), dur=t2, name=\"perturbation\")\n",
+    "bp2.setSR(SR)\n",
+    "elem2 = bb.Element()\n",
+    "elem2.addBluePrint(1, bp2)\n",
+    "#\n",
+    "bp3 = bb.BluePrint()\n",
+    "bp3.insertSegment(0, ramp, (0, 0), dur=t3 / compression)\n",
+    "bp3.setSR(SR)\n",
+    "elem3 = bb.Element()\n",
+    "elem3.addBluePrint(1, bp3)\n",
+    "\n",
+    "seq = bb.Sequence()\n",
+    "seq.addElement(1, elem1)\n",
+    "seq.setSequencingNumberOfRepetitions(1, compression)\n",
+    "seq.addElement(2, elem2)\n",
+    "seq.addElement(3, elem3)\n",
+    "seq.setSequencingNumberOfRepetitions(3, compression)\n",
+    "seq.setSR(SR)\n",
+    "\n",
+    "# Now make the variation\n",
+    "seq2 = seq.copy()\n",
+    "seq2.element(2).changeArg(1, \"perturbation\", \"start\", 0.75)\n",
+    "seq2.element(2).changeArg(1, \"perturbation\", \"stop\", 0.75)\n",
+    "#\n",
+    "seq3 = seq.copy()\n",
+    "seq3.element(2).changeArg(1, \"perturbation\", \"start\", 0.5)\n",
+    "seq3.element(2).changeArg(1, \"perturbation\", \"stop\", 0.5)\n",
+    "#\n",
+    "fullseq = seq + seq2 + seq3\n",
+    "plotter(fullseq)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "13560"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The above sequence achieves the same as the uncompresed, but has fewer points\n",
+    "fullseq.points"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Now using subsequences\n",
+    "\n",
+    "Subsequences come into play when we want to, say, repeat each wait-perturb-wait element 25 times.\n",
+    "In the uncompressed case, that can only be achieved by adding each element 24 times more, thus resulting in a very large output file. Using subsequences, we can get away with a much smaller file size."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        this.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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width=\"639.85\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mainseq = bb.Sequence()\n",
+    "mainseq.setSR(SR)\n",
+    "\n",
+    "mainseq.addSubSequence(1, seq)\n",
+    "mainseq.addSubSequence(2, seq2)\n",
+    "mainseq.addSubSequence(3, seq3)\n",
+    "\n",
+    "mainseq.setSequencingNumberOfRepetitions(1, 25)\n",
+    "mainseq.setSequencingNumberOfRepetitions(2, 25)\n",
+    "mainseq.setSequencingNumberOfRepetitions(3, 25)\n",
+    "\n",
+    "plotter(mainseq)\n",
+    "\n",
+    "# The plotting does not show the details of the subsequence,\n",
+    "# but it DOES show the min and max voltages of a subsequence\n",
+    "# as grey lines"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "13560"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The number of points is still low\n",
+    "mainseq.points"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
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diff --git a/_sources/examples/index.rst.txt b/_sources/examples/index.rst.txt
new file mode 100644
index 000000000..691f64a9a
--- /dev/null
+++ b/_sources/examples/index.rst.txt
@@ -0,0 +1,12 @@
+Broadbean Examples
+==================
+
+.. toctree::
+    :glob:
+    :maxdepth: 1
+
+    Pulse_Building_Tutorial.ipynb
+    Making_output_for_Tektronix_AWG70000A.ipynb
+    Example_Write_Read_JSON.ipynb
+    Filter_compensation.ipynb
+    Subsequences.ipynb
diff --git a/_sources/index.rst.txt b/_sources/index.rst.txt
new file mode 100644
index 000000000..88d1fa64a
--- /dev/null
+++ b/_sources/index.rst.txt
@@ -0,0 +1,39 @@
+.. broadbean documentation master file, created by
+   sphinx-quickstart on Wed May 17 09:11:27 2017.
+   You can adapt this file completely to your liking, but it should at least
+   contain the root `toctree` directive.
+
+Welcome to broadbean's documentation!
+
+The broadbean package is a tool for creating and manipulating pulse
+sequences.The broadbean module lets the user compose and manipulate pulse sequences.
+The aim of the module is to reduce pulse building to the logical minimum of
+specifications so that building and manipulation become as easy as saying "Gimme
+a square wave, then a ramp, then a sine, and then wait for 10 ms" and, in particular,
+"Do the same thing again, but now with the sine having twice the frequency it had before".
+
+The little extra module called ripasso performs frequency filtering and frequency filter
+compensation. It could be useful in a general setting and is therefore factored out
+to its own module.
+
+The name: The broad bean is one of my favourite pulses.
+
+
+Documentation
+-------------
+
+.. toctree::
+    :maxdepth: 2
+
+    api/generated/broadbean
+    start/index
+    examples/index
+    changes/index
+
+
+Indices and tables
+==================
+
+* :ref:`genindex`
+* :ref:`modindex`
+* :ref:`search`
diff --git a/_sources/start/index.rst.txt b/_sources/start/index.rst.txt
new file mode 100644
index 000000000..269b1446b
--- /dev/null
+++ b/_sources/start/index.rst.txt
@@ -0,0 +1,141 @@
+.. _gettingstarted:
+
+Getting Started
+===============
+
+.. toctree::
+   :maxdepth: 2
+
+
+Requirements
+------------
+
+You need a working ``python 3.7`` installation, as the minimum Python version (at present,
+we recommend ``python 3.10``), to be able to use ``broadbean``. We highly recommend installing
+Miniconda, which takes care of installing Python and managing packages. In the following
+it will be assumed that you use Miniconda. Download and install it from `here <https://docs.conda.io/en/latest/miniconda.html>`_.
+Make sure to download the latest version with ``python 3.10``.
+
+Once you download, install Miniconda according to the instructions on screen,
+choosing the single user installation option.
+
+The next section will guide you through the installation of broadbean on Windows.
+
+
+Installation
+------------
+Before you install broadbean you have to decide whether you want to install the
+latest stable published release or if you want to get the latest developer version
+from broadbean repository on Azure Devops. To install the official package you will need to
+configure your computer
+
+Create a broadbean environment
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+As mentioned above, it is recommended to use ``broadbean`` from a ``conda`` environment.
+We create that by executing the following command:
+
+.. code:: bash
+
+    conda create -n broadbean-env python=3.10
+
+This will create a python 3.9 environment named broadbean-env.
+Once the environment is created close your shell and open it again to ensure that changes take effect.
+
+
+Installing the latest broadbean release
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+The ``broadbean`` package can be installed using pip:
+
+.. code:: bash
+
+    conda activate broadbean-env
+    pip install broadbean
+
+
+Setting up your development environment
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+The default ``broadbean`` installation does not include packages such as ``pytest`` that are required for testing and development.
+For development and testing, install ``broadbean`` with the ``test`` feature.
+Note that ``broadbean`` requires ``python v3.7``, so be sure to include that option when creating your new development environment.
+If you run ``broadbean`` from Jupyter notebooks, you may also need to install ``jupyter`` into the development environment.
+
+.. code:: bash
+
+    conda create -n broadbean-development python=3.10
+    conda activate broadbean-development
+    cd <path to broadbean repository>
+    pip install -e .[test]
+
+Updating Broadbean
+~~~~~~~~~~~~~~~~~~
+
+If you have installed ``broadbean`` with ``pip``, run the following to update:
+
+.. code:: bash
+
+   pip install --upgrade broadbean
+
+Updates to ``broadbean`` are quite frequent, so please check regularly.
+
+If you have installed ``broadbean`` from the cloned ``git`` repository, pull the ``broadbean``
+repository using your favorite method (git bash, git shell, github desktop, ...).
+
+Keeping your environment up to date
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+Dependencies are periodically been adjusted for ``broadbean`` (and for ``qcodes``, which ``broadbean`` is built upon)
+and new versions of packages that ``broadbean`` depends on get released.
+Conda/Miniconda itself is also being updated.
+
+Hence, to keep the broadbean conda environment up to date, please run for the activated broadbean environment:
+
+.. code:: bash
+
+   conda update -n base conda -c defaults
+   conda env update
+
+The first line ensures that the ``conda`` package manager it self is
+up to date, and the second line will ensure that the latest versions of the
+packages used by ``broadbean`` are installed. See
+`here <https://conda.io/docs/commands/env/conda-env-update.html>`__ for more
+documentation on ``conda env update``.
+
+If you are using broadbean from an editable install, you should also reinstall ``broadbean``
+before upgrading the environment to make sure that dependencies are tracked correctly using:
+
+.. code:: bash
+
+    pip uninstall broadbean
+    pip install -e <path-to-repository>
+
+Note that if you install packages yourself into the same
+environment it is preferable to install them using ``conda``. There is a chance that
+mixing packages from ``conda`` and ``pip`` will produce a broken environment,
+especially if the same package is installed using both ``pip`` and ``conda``.
+
+
+Using broadbean
+---------------
+For using broadbean, as with any other python library, it is useful to use an
+application that facilitates the editing and execution of python files. Some
+options are:
+
+ - **Jupyter**, a browser based notebook
+ - **Vscode**, IDE with ipython capabilities
+ - **Spyder**, an integrated development environment
+
+For other options you can launch a terminal either via the *Anaconda Navigator*
+by selecting *broadbean* in the *Environments tab* and left-clicking on the *play*
+button or by entering
+
+.. code:: bash
+
+    activate broadbean
+
+in the *Anaconda prompt*.
+
+From the terminal you can then start any other application, such as *IPython* or
+just plain old *Python*.
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+
+abbr, acronym {
+    border-bottom: dotted 1px;
+    cursor: help;
+}
+
+.translated {
+    background-color: rgba(207, 255, 207, 0.2)
+}
+
+.untranslated {
+    background-color: rgba(255, 207, 207, 0.2)
+}
+
+/* -- code displays --------------------------------------------------------- */
+
+pre {
+    overflow: auto;
+    overflow-y: hidden;  /* fixes display issues on Chrome browsers */
+}
+
+pre, div[class*="highlight-"] {
+    clear: both;
+}
+
+span.pre {
+    -moz-hyphens: none;
+    -ms-hyphens: none;
+    -webkit-hyphens: none;
+    hyphens: none;
+    white-space: nowrap;
+}
+
+div[class*="highlight-"] {
+    margin: 1em 0;
+}
+
+td.linenos pre {
+    border: 0;
+    background-color: transparent;
+    color: #aaa;
+}
+
+table.highlighttable {
+    display: block;
+}
+
+table.highlighttable tbody {
+    display: block;
+}
+
+table.highlighttable tr {
+    display: flex;
+}
+
+table.highlighttable td {
+    margin: 0;
+    padding: 0;
+}
+
+table.highlighttable td.linenos {
+    padding-right: 0.5em;
+}
+
+table.highlighttable td.code {
+    flex: 1;
+    overflow: hidden;
+}
+
+.highlight .hll {
+    display: block;
+}
+
+div.highlight pre,
+table.highlighttable pre {
+    margin: 0;
+}
+
+div.code-block-caption + div {
+    margin-top: 0;
+}
+
+div.code-block-caption {
+    margin-top: 1em;
+    padding: 2px 5px;
+    font-size: small;
+}
+
+div.code-block-caption code {
+    background-color: transparent;
+}
+
+table.highlighttable td.linenos,
+span.linenos,
+div.highlight span.gp {  /* gp: Generic.Prompt */
+  user-select: none;
+  -webkit-user-select: text; /* Safari fallback only */
+  -webkit-user-select: none; /* Chrome/Safari */
+  -moz-user-select: none; /* Firefox */
+  -ms-user-select: none; /* IE10+ */
+}
+
+div.code-block-caption span.caption-number {
+    padding: 0.1em 0.3em;
+    font-style: italic;
+}
+
+div.code-block-caption span.caption-text {
+}
+
+div.literal-block-wrapper {
+    margin: 1em 0;
+}
+
+code.xref, a code {
+    background-color: transparent;
+    font-weight: bold;
+}
+
+h1 code, h2 code, h3 code, h4 code, h5 code, h6 code {
+    background-color: transparent;
+}
+
+.viewcode-link {
+    float: right;
+}
+
+.viewcode-back {
+    float: right;
+    font-family: sans-serif;
+}
+
+div.viewcode-block:target {
+    margin: -1px -10px;
+    padding: 0 10px;
+}
+
+/* -- math display ---------------------------------------------------------- */
+
+img.math {
+    vertical-align: middle;
+}
+
+div.body div.math p {
+    text-align: center;
+}
+
+span.eqno {
+    float: right;
+}
+
+span.eqno a.headerlink {
+    position: absolute;
+    z-index: 1;
+}
+
+div.math:hover a.headerlink {
+    visibility: visible;
+}
+
+/* -- printout stylesheet --------------------------------------------------- */
+
+@media print {
+    div.document,
+    div.documentwrapper,
+    div.bodywrapper {
+        margin: 0 !important;
+        width: 100%;
+    }
+
+    div.sphinxsidebar,
+    div.related,
+    div.footer,
+    #top-link {
+        display: none;
+    }
+}
\ No newline at end of file
diff --git a/_static/debug.css b/_static/debug.css
new file mode 100644
index 000000000..74d4aec33
--- /dev/null
+++ b/_static/debug.css
@@ -0,0 +1,69 @@
+/*
+  This CSS file should be overridden by the theme authors. It's
+  meant for debugging and developing the skeleton that this theme provides.
+*/
+body {
+  font-family: -apple-system, "Segoe UI", Roboto, Helvetica, Arial, sans-serif,
+    "Apple Color Emoji", "Segoe UI Emoji";
+  background: lavender;
+}
+.sb-announcement {
+  background: rgb(131, 131, 131);
+}
+.sb-announcement__inner {
+  background: black;
+  color: white;
+}
+.sb-header {
+  background: lightskyblue;
+}
+.sb-header__inner {
+  background: royalblue;
+  color: white;
+}
+.sb-header-secondary {
+  background: lightcyan;
+}
+.sb-header-secondary__inner {
+  background: cornflowerblue;
+  color: white;
+}
+.sb-sidebar-primary {
+  background: lightgreen;
+}
+.sb-main {
+  background: blanchedalmond;
+}
+.sb-main__inner {
+  background: antiquewhite;
+}
+.sb-header-article {
+  background: lightsteelblue;
+}
+.sb-article-container {
+  background: snow;
+}
+.sb-article-main {
+  background: white;
+}
+.sb-footer-article {
+  background: lightpink;
+}
+.sb-sidebar-secondary {
+  background: lightgoldenrodyellow;
+}
+.sb-footer-content {
+  background: plum;
+}
+.sb-footer-content__inner {
+  background: palevioletred;
+}
+.sb-footer {
+  background: pink;
+}
+.sb-footer__inner {
+  background: salmon;
+}
+.sb-article {
+  background: white;
+}
diff --git a/_static/doctools.js b/_static/doctools.js
new file mode 100644
index 000000000..0398ebb9f
--- /dev/null
+++ b/_static/doctools.js
@@ -0,0 +1,149 @@
+/*
+ * Base JavaScript utilities for all Sphinx HTML documentation.
+ */
+"use strict";
+
+const BLACKLISTED_KEY_CONTROL_ELEMENTS = new Set([
+  "TEXTAREA",
+  "INPUT",
+  "SELECT",
+  "BUTTON",
+]);
+
+const _ready = (callback) => {
+  if (document.readyState !== "loading") {
+    callback();
+  } else {
+    document.addEventListener("DOMContentLoaded", callback);
+  }
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const Documentation = {
+  init: () => {
+    Documentation.initDomainIndexTable();
+    Documentation.initOnKeyListeners();
+  },
+
+  /**
+   * i18n support
+   */
+  TRANSLATIONS: {},
+  PLURAL_EXPR: (n) => (n === 1 ? 0 : 1),
+  LOCALE: "unknown",
+
+  // gettext and ngettext don't access this so that the functions
+  // can safely bound to a different name (_ = Documentation.gettext)
+  gettext: (string) => {
+    const translated = Documentation.TRANSLATIONS[string];
+    switch (typeof translated) {
+      case "undefined":
+        return string; // no translation
+      case "string":
+        return translated; // translation exists
+      default:
+        return translated[0]; // (singular, plural) translation tuple exists
+    }
+  },
+
+  ngettext: (singular, plural, n) => {
+    const translated = Documentation.TRANSLATIONS[singular];
+    if (typeof translated !== "undefined")
+      return translated[Documentation.PLURAL_EXPR(n)];
+    return n === 1 ? singular : plural;
+  },
+
+  addTranslations: (catalog) => {
+    Object.assign(Documentation.TRANSLATIONS, catalog.messages);
+    Documentation.PLURAL_EXPR = new Function(
+      "n",
+      `return (${catalog.plural_expr})`
+    );
+    Documentation.LOCALE = catalog.locale;
+  },
+
+  /**
+   * helper function to focus on search bar
+   */
+  focusSearchBar: () => {
+    document.querySelectorAll("input[name=q]")[0]?.focus();
+  },
+
+  /**
+   * Initialise the domain index toggle buttons
+   */
+  initDomainIndexTable: () => {
+    const toggler = (el) => {
+      const idNumber = el.id.substr(7);
+      const toggledRows = document.querySelectorAll(`tr.cg-${idNumber}`);
+      if (el.src.substr(-9) === "minus.png") {
+        el.src = `${el.src.substr(0, el.src.length - 9)}plus.png`;
+        toggledRows.forEach((el) => (el.style.display = "none"));
+      } else {
+        el.src = `${el.src.substr(0, el.src.length - 8)}minus.png`;
+        toggledRows.forEach((el) => (el.style.display = ""));
+      }
+    };
+
+    const togglerElements = document.querySelectorAll("img.toggler");
+    togglerElements.forEach((el) =>
+      el.addEventListener("click", (event) => toggler(event.currentTarget))
+    );
+    togglerElements.forEach((el) => (el.style.display = ""));
+    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) togglerElements.forEach(toggler);
+  },
+
+  initOnKeyListeners: () => {
+    // only install a listener if it is really needed
+    if (
+      !DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS &&
+      !DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS
+    )
+      return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.altKey || event.ctrlKey || event.metaKey) return;
+
+      if (!event.shiftKey) {
+        switch (event.key) {
+          case "ArrowLeft":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const prevLink = document.querySelector('link[rel="prev"]');
+            if (prevLink && prevLink.href) {
+              window.location.href = prevLink.href;
+              event.preventDefault();
+            }
+            break;
+          case "ArrowRight":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const nextLink = document.querySelector('link[rel="next"]');
+            if (nextLink && nextLink.href) {
+              window.location.href = nextLink.href;
+              event.preventDefault();
+            }
+            break;
+        }
+      }
+
+      // some keyboard layouts may need Shift to get /
+      switch (event.key) {
+        case "/":
+          if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break;
+          Documentation.focusSearchBar();
+          event.preventDefault();
+      }
+    });
+  },
+};
+
+// quick alias for translations
+const _ = Documentation.gettext;
+
+_ready(Documentation.init);
diff --git a/_static/documentation_options.js b/_static/documentation_options.js
new file mode 100644
index 000000000..714b1187d
--- /dev/null
+++ b/_static/documentation_options.js
@@ -0,0 +1,13 @@
+const DOCUMENTATION_OPTIONS = {
+    VERSION: '0.15.0.dev697',
+    LANGUAGE: 'en',
+    COLLAPSE_INDEX: false,
+    BUILDER: 'html',
+    FILE_SUFFIX: '.html',
+    LINK_SUFFIX: '.html',
+    HAS_SOURCE: true,
+    SOURCELINK_SUFFIX: '.txt',
+    NAVIGATION_WITH_KEYS: false,
+    SHOW_SEARCH_SUMMARY: true,
+    ENABLE_SEARCH_SHORTCUTS: true,
+};
\ No newline at end of file
diff --git a/_static/file.png b/_static/file.png
new file mode 100644
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diff --git a/_static/language_data.js b/_static/language_data.js
new file mode 100644
index 000000000..c7fe6c6fa
--- /dev/null
+++ b/_static/language_data.js
@@ -0,0 +1,192 @@
+/*
+ * This script contains the language-specific data used by searchtools.js,
+ * namely the list of stopwords, stemmer, scorer and splitter.
+ */
+
+var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"];
+
+
+/* Non-minified version is copied as a separate JS file, if available */
+
+/**
+ * Porter Stemmer
+ */
+var Stemmer = function() {
+
+  var step2list = {
+    ational: 'ate',
+    tional: 'tion',
+    enci: 'ence',
+    anci: 'ance',
+    izer: 'ize',
+    bli: 'ble',
+    alli: 'al',
+    entli: 'ent',
+    eli: 'e',
+    ousli: 'ous',
+    ization: 'ize',
+    ation: 'ate',
+    ator: 'ate',
+    alism: 'al',
+    iveness: 'ive',
+    fulness: 'ful',
+    ousness: 'ous',
+    aliti: 'al',
+    iviti: 'ive',
+    biliti: 'ble',
+    logi: 'log'
+  };
+
+  var step3list = {
+    icate: 'ic',
+    ative: '',
+    alize: 'al',
+    iciti: 'ic',
+    ical: 'ic',
+    ful: '',
+    ness: ''
+  };
+
+  var c = "[^aeiou]";          // consonant
+  var v = "[aeiouy]";          // vowel
+  var C = c + "[^aeiouy]*";    // consonant sequence
+  var V = v + "[aeiou]*";      // vowel sequence
+
+  var mgr0 = "^(" + C + ")?" + V + C;                      // [C]VC... is m>0
+  var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$";    // [C]VC[V] is m=1
+  var mgr1 = "^(" + C + ")?" + V + C + V + C;              // [C]VCVC... is m>1
+  var s_v   = "^(" + C + ")?" + v;                         // vowel in stem
+
+  this.stemWord = function (w) {
+    var stem;
+    var suffix;
+    var firstch;
+    var origword = w;
+
+    if (w.length < 3)
+      return w;
+
+    var re;
+    var re2;
+    var re3;
+    var re4;
+
+    firstch = w.substr(0,1);
+    if (firstch == "y")
+      w = firstch.toUpperCase() + w.substr(1);
+
+    // Step 1a
+    re = /^(.+?)(ss|i)es$/;
+    re2 = /^(.+?)([^s])s$/;
+
+    if (re.test(w))
+      w = w.replace(re,"$1$2");
+    else if (re2.test(w))
+      w = w.replace(re2,"$1$2");
+
+    // Step 1b
+    re = /^(.+?)eed$/;
+    re2 = /^(.+?)(ed|ing)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      re = new RegExp(mgr0);
+      if (re.test(fp[1])) {
+        re = /.$/;
+        w = w.replace(re,"");
+      }
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1];
+      re2 = new RegExp(s_v);
+      if (re2.test(stem)) {
+        w = stem;
+        re2 = /(at|bl|iz)$/;
+        re3 = new RegExp("([^aeiouylsz])\\1$");
+        re4 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+        if (re2.test(w))
+          w = w + "e";
+        else if (re3.test(w)) {
+          re = /.$/;
+          w = w.replace(re,"");
+        }
+        else if (re4.test(w))
+          w = w + "e";
+      }
+    }
+
+    // Step 1c
+    re = /^(.+?)y$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(s_v);
+      if (re.test(stem))
+        w = stem + "i";
+    }
+
+    // Step 2
+    re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step2list[suffix];
+    }
+
+    // Step 3
+    re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      suffix = fp[2];
+      re = new RegExp(mgr0);
+      if (re.test(stem))
+        w = stem + step3list[suffix];
+    }
+
+    // Step 4
+    re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/;
+    re2 = /^(.+?)(s|t)(ion)$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      if (re.test(stem))
+        w = stem;
+    }
+    else if (re2.test(w)) {
+      var fp = re2.exec(w);
+      stem = fp[1] + fp[2];
+      re2 = new RegExp(mgr1);
+      if (re2.test(stem))
+        w = stem;
+    }
+
+    // Step 5
+    re = /^(.+?)e$/;
+    if (re.test(w)) {
+      var fp = re.exec(w);
+      stem = fp[1];
+      re = new RegExp(mgr1);
+      re2 = new RegExp(meq1);
+      re3 = new RegExp("^" + C + v + "[^aeiouwxy]$");
+      if (re.test(stem) || (re2.test(stem) && !(re3.test(stem))))
+        w = stem;
+    }
+    re = /ll$/;
+    re2 = new RegExp(mgr1);
+    if (re.test(w) && re2.test(w)) {
+      re = /.$/;
+      w = w.replace(re,"");
+    }
+
+    // and turn initial Y back to y
+    if (firstch == "y")
+      w = firstch.toLowerCase() + w.substr(1);
+    return w;
+  }
+}
+
diff --git a/_static/minus.png b/_static/minus.png
new file mode 100644
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diff --git a/_static/nbsphinx-broken-thumbnail.svg b/_static/nbsphinx-broken-thumbnail.svg
new file mode 100644
index 000000000..4919ca882
--- /dev/null
+++ b/_static/nbsphinx-broken-thumbnail.svg
@@ -0,0 +1,9 @@
+<svg xmlns="http://www.w3.org/2000/svg" width="100" height="100">
+  <style>
+    svg { fill: lightcoral; }
+    @media (prefers-color-scheme: dark) {
+      svg { fill: crimson; }
+    }
+  </style>
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new file mode 100644
index 000000000..a3fb27c30
--- /dev/null
+++ b/_static/nbsphinx-code-cells.css
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+div.nboutput.container div.prompt *,
+div.nbinput.container div.input_area pre,
+div.nboutput.container div.output_area pre,
+div.nbinput.container div.input_area .highlight,
+div.nboutput.container div.output_area .highlight {
+    border: none;
+    padding: 0;
+    margin: 0;
+    box-shadow: none;
+}
+
+div.nbinput.container > div[class*=highlight],
+div.nboutput.container > div[class*=highlight] {
+    margin: 0;
+}
+
+div.nbinput.container div.prompt *,
+div.nboutput.container div.prompt * {
+    background: none;
+}
+
+div.nboutput.container div.output_area .highlight,
+div.nboutput.container div.output_area pre {
+    background: unset;
+}
+
+div.nboutput.container div.output_area div.highlight {
+    color: unset;  /* override Pygments text color */
+}
+
+/* avoid gaps between output lines */
+div.nboutput.container div[class*=highlight] pre {
+    line-height: normal;
+}
+
+/* input/output containers */
+div.nbinput.container,
+div.nboutput.container {
+    display: -webkit-flex;
+    display: flex;
+    align-items: flex-start;
+    margin: 0;
+    width: 100%;
+}
+@media (max-width: 540px) {
+    div.nbinput.container,
+    div.nboutput.container {
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+}
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+/* input container */
+div.nbinput.container {
+    padding-top: 5px;
+}
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+/* last container */
+div.nblast.container {
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+}
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+/* input prompt */
+div.nbinput.container div.prompt pre,
+/* for sphinx_immaterial theme: */
+div.nbinput.container div.prompt pre > code {
+    color: #307FC1;
+}
+
+/* output prompt */
+div.nboutput.container div.prompt pre,
+/* for sphinx_immaterial theme: */
+div.nboutput.container div.prompt pre > code {
+    color: #BF5B3D;
+}
+
+/* all prompts */
+div.nbinput.container div.prompt,
+div.nboutput.container div.prompt {
+    width: 4.5ex;
+    padding-top: 5px;
+    position: relative;
+    user-select: none;
+}
+
+div.nbinput.container div.prompt > div,
+div.nboutput.container div.prompt > div {
+    position: absolute;
+    right: 0;
+    margin-right: 0.3ex;
+}
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+@media (max-width: 540px) {
+    div.nbinput.container div.prompt,
+    div.nboutput.container div.prompt {
+        width: unset;
+        text-align: left;
+        padding: 0.4em;
+    }
+    div.nboutput.container div.prompt.empty {
+        padding: 0;
+    }
+
+    div.nbinput.container div.prompt > div,
+    div.nboutput.container div.prompt > div {
+        position: unset;
+    }
+}
+
+/* disable scrollbars and line breaks on prompts */
+div.nbinput.container div.prompt pre,
+div.nboutput.container div.prompt pre {
+    overflow: hidden;
+    white-space: pre;
+}
+
+/* input/output area */
+div.nbinput.container div.input_area,
+div.nboutput.container div.output_area {
+    -webkit-flex: 1;
+    flex: 1;
+    overflow: auto;
+}
+@media (max-width: 540px) {
+    div.nbinput.container div.input_area,
+    div.nboutput.container div.output_area {
+        width: 100%;
+    }
+}
+
+/* input area */
+div.nbinput.container div.input_area {
+    border: 1px solid #e0e0e0;
+    border-radius: 2px;
+    /*background: #f5f5f5;*/
+}
+
+/* override MathJax center alignment in output cells */
+div.nboutput.container div[class*=MathJax] {
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+}
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+}
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+}
+
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+
+.ansi-bold { font-weight: bold; }
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+
+div.nbinput.container div.input_area div[class*=highlight] > pre,
+div.nboutput.container div.output_area div[class*=highlight] > pre,
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+div.nboutput.container div.output_area.rendered_html,
+div.nboutput.container div.output_area > div.output_javascript,
+div.nboutput.container div.output_area:not(.rendered_html) > img{
+    padding: 5px;
+    margin: 0;
+}
+
+/* fix copybtn overflow problem in chromium (needed for 'sphinx_copybutton') */
+div.nbinput.container div.input_area > div[class^='highlight'],
+div.nboutput.container div.output_area > div[class^='highlight']{
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+}
+
+/* hide copy button on prompts for 'sphinx_copybutton' extension ... */
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+/* ... and 'sphinx_immaterial' theme */
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+    display: none;
+}
+
+/* Some additional styling taken form the Jupyter notebook CSS */
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+div.rendered_html table {
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+.jp-RenderedHTMLCommon thead,
+div.rendered_html thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
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+.jp-RenderedHTMLCommon td,
+div.rendered_html tr,
+div.rendered_html th,
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+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
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+}
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+div.rendered_html th {
+  font-weight: bold;
+}
+.jp-RenderedHTMLCommon tbody tr:nth-child(odd),
+div.rendered_html tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+.jp-RenderedHTMLCommon tbody tr:hover,
+div.rendered_html tbody tr:hover {
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+}
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new file mode 100644
index 000000000..365c27a96
--- /dev/null
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+    display: grid;
+    grid-template-columns: repeat(auto-fill, minmax(160px, 1fr));
+    gap: 5px;
+    margin-top: 1em;
+    margin-bottom: 1em;
+}
+
+.nbsphinx-gallery > a {
+    padding: 5px;
+    border: 1px dotted currentColor;
+    border-radius: 2px;
+    text-align: center;
+}
+
+.nbsphinx-gallery > a:hover {
+    border-style: solid;
+}
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+    max-width: 100%;
+    max-height: 100%;
+}
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+.nbsphinx-gallery > a > div:first-child {
+    display: flex;
+    align-items: start;
+    justify-content: center;
+    height: 120px;
+    margin-bottom: 5px;
+}
diff --git a/_static/nbsphinx-no-thumbnail.svg b/_static/nbsphinx-no-thumbnail.svg
new file mode 100644
index 000000000..9dca7588f
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diff --git a/_static/readme b/_static/readme
new file mode 100644
index 000000000..2cc48854f
--- /dev/null
+++ b/_static/readme
@@ -0,0 +1 @@
+This folder can hold images and other static files for the docs.
diff --git a/_static/scripts/furo-extensions.js b/_static/scripts/furo-extensions.js
new file mode 100644
index 000000000..e69de29bb
diff --git a/_static/scripts/furo.js b/_static/scripts/furo.js
new file mode 100644
index 000000000..0abb2afac
--- /dev/null
+++ b/_static/scripts/furo.js
@@ -0,0 +1,3 @@
+/*! For license information please see furo.js.LICENSE.txt */
+(()=>{var t={856:function(t,e,n){var o,r;r=void 0!==n.g?n.g:"undefined"!=typeof window?window:this,o=function(){return function(t){"use strict";var e={navClass:"active",contentClass:"active",nested:!1,nestedClass:"active",offset:0,reflow:!1,events:!0},n=function(t,e,n){if(n.settings.events){var o=new CustomEvent(t,{bubbles:!0,cancelable:!0,detail:n});e.dispatchEvent(o)}},o=function(t){var e=0;if(t.offsetParent)for(;t;)e+=t.offsetTop,t=t.offsetParent;return e>=0?e:0},r=function(t){t&&t.sort((function(t,e){return o(t.content)<o(e.content)?-1:1}))},c=function(e,n,o){var r=e.getBoundingClientRect(),c=function(t){return"function"==typeof t.offset?parseFloat(t.offset()):parseFloat(t.offset)}(n);return o?parseInt(r.bottom,10)<(t.innerHeight||document.documentElement.clientHeight):parseInt(r.top,10)<=c},s=function(){return Math.ceil(t.innerHeight+t.pageYOffset)>=Math.max(document.body.scrollHeight,document.documentElement.scrollHeight,document.body.offsetHeight,document.documentElement.offsetHeight,document.body.clientHeight,document.documentElement.clientHeight)},l=function(t,e){var n=t[t.length-1];if(function(t,e){return!(!s()||!c(t.content,e,!0))}(n,e))return n;for(var o=t.length-1;o>=0;o--)if(c(t[o].content,e))return t[o]},a=function(t,e){if(e.nested&&t.parentNode){var n=t.parentNode.closest("li");n&&(n.classList.remove(e.nestedClass),a(n,e))}},i=function(t,e){if(t){var o=t.nav.closest("li");o&&(o.classList.remove(e.navClass),t.content.classList.remove(e.contentClass),a(o,e),n("gumshoeDeactivate",o,{link:t.nav,content:t.content,settings:e}))}},u=function(t,e){if(e.nested){var n=t.parentNode.closest("li");n&&(n.classList.add(e.nestedClass),u(n,e))}};return function(o,c){var s,a,d,f,m,v={setup:function(){s=document.querySelectorAll(o),a=[],Array.prototype.forEach.call(s,(function(t){var e=document.getElementById(decodeURIComponent(t.hash.substr(1)));e&&a.push({nav:t,content:e})})),r(a)},detect:function(){var t=l(a,m);t?d&&t.content===d.content||(i(d,m),function(t,e){if(t){var o=t.nav.closest("li");o&&(o.classList.add(e.navClass),t.content.classList.add(e.contentClass),u(o,e),n("gumshoeActivate",o,{link:t.nav,content:t.content,settings:e}))}}(t,m),d=t):d&&(i(d,m),d=null)}},h=function(e){f&&t.cancelAnimationFrame(f),f=t.requestAnimationFrame(v.detect)},g=function(e){f&&t.cancelAnimationFrame(f),f=t.requestAnimationFrame((function(){r(a),v.detect()}))};return v.destroy=function(){d&&i(d,m),t.removeEventListener("scroll",h,!1),m.reflow&&t.removeEventListener("resize",g,!1),a=null,s=null,d=null,f=null,m=null},m=function(){var t={};return Array.prototype.forEach.call(arguments,(function(e){for(var n in e){if(!e.hasOwnProperty(n))return;t[n]=e[n]}})),t}(e,c||{}),v.setup(),v.detect(),t.addEventListener("scroll",h,!1),m.reflow&&t.addEventListener("resize",g,!1),v}}(r)}.apply(e,[]),void 0===o||(t.exports=o)}},e={};function n(o){var r=e[o];if(void 0!==r)return r.exports;var c=e[o]={exports:{}};return t[o].call(c.exports,c,c.exports,n),c.exports}n.n=t=>{var e=t&&t.__esModule?()=>t.default:()=>t;return n.d(e,{a:e}),e},n.d=(t,e)=>{for(var o in e)n.o(e,o)&&!n.o(t,o)&&Object.defineProperty(t,o,{enumerable:!0,get:e[o]})},n.g=function(){if("object"==typeof globalThis)return globalThis;try{return this||new Function("return this")()}catch(t){if("object"==typeof window)return window}}(),n.o=(t,e)=>Object.prototype.hasOwnProperty.call(t,e),(()=>{"use strict";var t=n(856),e=n.n(t),o=null,r=null,c=document.documentElement.scrollTop;const s=64;function l(){const t=localStorage.getItem("theme")||"auto";var e;"light"!==(e=window.matchMedia("(prefers-color-scheme: dark)").matches?"auto"===t?"light":"light"==t?"dark":"auto":"auto"===t?"dark":"dark"==t?"light":"auto")&&"dark"!==e&&"auto"!==e&&(console.error(`Got invalid theme mode: ${e}. 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+//# sourceMappingURL=furo.js.map
\ No newline at end of file
diff --git a/_static/scripts/furo.js.LICENSE.txt b/_static/scripts/furo.js.LICENSE.txt
new file mode 100644
index 000000000..1632189c7
--- /dev/null
+++ b/_static/scripts/furo.js.LICENSE.txt
@@ -0,0 +1,7 @@
+/*!
+ * gumshoejs v5.1.2 (patched by @pradyunsg)
+ * A simple, framework-agnostic scrollspy script.
+ * (c) 2019 Chris Ferdinandi
+ * MIT License
+ * http://github.com/cferdinandi/gumshoe
+ */
diff --git a/_static/scripts/furo.js.map b/_static/scripts/furo.js.map
new file mode 100644
index 000000000..80ea12b85
--- /dev/null
+++ b/_static/scripts/furo.js.map
@@ -0,0 +1 @@
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var emitEvent = function (type, elem, detail) {\n      // Make sure events are enabled\n      if (!detail.settings.events) return;\n\n      // Create a new event\n      var event = new CustomEvent(type, {\n        bubbles: true,\n        cancelable: true,\n        detail: detail,\n      });\n\n      // Dispatch the event\n      elem.dispatchEvent(event);\n    };\n\n    /**\n     * Get an element's distance from the top of the Document.\n     * @param  {Node} elem The element\n     * @return {Number}    Distance from the top in pixels\n     */\n    var getOffsetTop = function (elem) {\n      var location = 0;\n      if (elem.offsetParent) {\n        while (elem) {\n          location += elem.offsetTop;\n          elem = elem.offsetParent;\n        }\n      }\n      return location >= 0 ? location : 0;\n    };\n\n    /**\n     * Sort content from first to last in the DOM\n     * @param  {Array} contents The content areas\n     */\n    var sortContents = function (contents) {\n      if (contents) {\n        contents.sort(function (item1, item2) {\n          var offset1 = getOffsetTop(item1.content);\n          var offset2 = getOffsetTop(item2.content);\n          if (offset1 < offset2) return -1;\n          return 1;\n        });\n      }\n    };\n\n    /**\n     * Get the offset to use for calculating position\n     * @param  {Object} settings The settings for this instantiation\n     * @return {Float}           The number of pixels to offset the calculations\n     */\n    var getOffset = function (settings) {\n      // if the offset is a function run it\n      if (typeof settings.offset === \"function\") {\n        return parseFloat(settings.offset());\n      }\n\n      // Otherwise, return it as-is\n      return parseFloat(settings.offset);\n    };\n\n    /**\n     * Get the document element's height\n     * @private\n     * @returns {Number}\n     */\n    var getDocumentHeight = function () {\n      return Math.max(\n        document.body.scrollHeight,\n        document.documentElement.scrollHeight,\n        document.body.offsetHeight,\n        document.documentElement.offsetHeight,\n        document.body.clientHeight,\n        document.documentElement.clientHeight,\n      );\n    };\n\n    /**\n     * Determine if an element is in view\n     * @param  {Node}    elem     The element\n     * @param  {Object}  settings The settings for this instantiation\n     * @param  {Boolean} bottom   If true, check if element is above bottom of viewport instead\n     * @return {Boolean}          Returns true if element is in the viewport\n     */\n    var isInView = function (elem, settings, bottom) {\n      var bounds = elem.getBoundingClientRect();\n      var offset = getOffset(settings);\n      if (bottom) {\n        return (\n          parseInt(bounds.bottom, 10) <\n          (window.innerHeight || document.documentElement.clientHeight)\n        );\n      }\n      return parseInt(bounds.top, 10) <= offset;\n    };\n\n    /**\n     * Check if at the bottom of the viewport\n     * @return {Boolean} If true, page is at the bottom of the viewport\n     */\n    var isAtBottom = function () {\n      if (\n        Math.ceil(window.innerHeight + window.pageYOffset) >=\n        getDocumentHeight()\n      )\n        return true;\n      return false;\n    };\n\n    /**\n     * Check if the last item should be used (even if not at the top of the page)\n     * @param  {Object} item     The last item\n     * @param  {Object} settings The settings for this instantiation\n     * @return {Boolean}         If true, use the last item\n     */\n    var useLastItem = function (item, settings) {\n      if (isAtBottom() && isInView(item.content, settings, true)) return true;\n      return false;\n    };\n\n    /**\n     * Get the active content\n     * @param  {Array}  contents The content areas\n     * @param  {Object} settings The settings for this instantiation\n     * @return {Object}          The content area and matching navigation link\n     */\n    var getActive = function (contents, settings) {\n      var last = contents[contents.length - 1];\n      if (useLastItem(last, settings)) return last;\n      for (var i = contents.length - 1; i >= 0; i--) {\n        if (isInView(contents[i].content, settings)) return contents[i];\n      }\n    };\n\n    /**\n     * Deactivate parent navs in a nested navigation\n     * @param  {Node}   nav      The starting navigation element\n     * @param  {Object} settings The settings for this instantiation\n     */\n    var deactivateNested = function (nav, settings) {\n      // If nesting isn't activated, bail\n      if (!settings.nested || !nav.parentNode) return;\n\n      // Get the parent navigation\n      var li = nav.parentNode.closest(\"li\");\n      if (!li) return;\n\n      // Remove the active class\n      li.classList.remove(settings.nestedClass);\n\n      // Apply recursively to any parent navigation elements\n      deactivateNested(li, settings);\n    };\n\n    /**\n     * Deactivate a nav and content area\n     * @param  {Object} items    The nav item and content to deactivate\n     * @param  {Object} settings The settings for this instantiation\n     */\n    var deactivate = function (items, settings) {\n      // Make sure there are items to deactivate\n      if (!items) return;\n\n      // Get the parent list item\n      var li = items.nav.closest(\"li\");\n      if (!li) return;\n\n      // Remove the active class from the nav and content\n      li.classList.remove(settings.navClass);\n      items.content.classList.remove(settings.contentClass);\n\n      // Deactivate any parent navs in a nested navigation\n      deactivateNested(li, settings);\n\n      // Emit a custom event\n      emitEvent(\"gumshoeDeactivate\", li, {\n        link: items.nav,\n        content: items.content,\n        settings: settings,\n      });\n    };\n\n    /**\n     * Activate parent navs in a nested navigation\n     * @param  {Node}   nav      The starting navigation element\n     * @param  {Object} settings The settings for this instantiation\n     */\n    var activateNested = function (nav, settings) {\n      // If nesting isn't activated, bail\n      if (!settings.nested) return;\n\n      // Get the parent navigation\n      var li = nav.parentNode.closest(\"li\");\n      if (!li) return;\n\n      // Add the active class\n      li.classList.add(settings.nestedClass);\n\n      // Apply recursively to any parent navigation elements\n      activateNested(li, settings);\n    };\n\n    /**\n     * Activate a nav and content area\n     * @param  {Object} items    The nav item and content to activate\n     * @param  {Object} settings The settings for this instantiation\n     */\n    var activate = function (items, settings) {\n      // Make sure there are items to activate\n      if (!items) return;\n\n      // Get the parent list item\n      var li = items.nav.closest(\"li\");\n      if (!li) return;\n\n      // Add the active class to the nav and content\n      li.classList.add(settings.navClass);\n      items.content.classList.add(settings.contentClass);\n\n      // Activate any parent navs in a nested navigation\n      activateNested(li, settings);\n\n      // Emit a custom event\n      emitEvent(\"gumshoeActivate\", li, {\n        link: items.nav,\n        content: items.content,\n        settings: settings,\n      });\n    };\n\n    /**\n     * Create the Constructor object\n     * @param {String} selector The selector to use for navigation items\n     * @param {Object} options  User options and settings\n     */\n    var Constructor = function (selector, options) {\n      //\n      // Variables\n      //\n\n      var publicAPIs = {};\n      var navItems, contents, current, timeout, settings;\n\n      //\n      // Methods\n      //\n\n      /**\n       * Set variables from DOM elements\n       */\n      publicAPIs.setup = function () {\n        // Get all nav items\n        navItems = document.querySelectorAll(selector);\n\n        // Create contents array\n        contents = [];\n\n        // Loop through each item, get it's matching content, and push to the array\n        Array.prototype.forEach.call(navItems, function (item) {\n          // Get the content for the nav item\n          var content = document.getElementById(\n            decodeURIComponent(item.hash.substr(1)),\n          );\n          if (!content) return;\n\n          // Push to the contents array\n          contents.push({\n            nav: item,\n            content: content,\n          });\n        });\n\n        // Sort contents by the order they appear in the DOM\n        sortContents(contents);\n      };\n\n      /**\n       * Detect which content is currently active\n       */\n      publicAPIs.detect = function () {\n        // Get the active content\n        var active = getActive(contents, settings);\n\n        // if there's no active content, deactivate and bail\n        if (!active) {\n          if (current) {\n            deactivate(current, settings);\n            current = null;\n          }\n          return;\n        }\n\n        // If the active content is the one currently active, do nothing\n        if (current && active.content === current.content) return;\n\n        // Deactivate the current content and activate the new content\n        deactivate(current, settings);\n        activate(active, settings);\n\n        // Update the currently active content\n        current = active;\n      };\n\n      /**\n       * Detect the active content on scroll\n       * Debounced for performance\n       */\n      var scrollHandler = function (event) {\n        // If there's a timer, cancel it\n        if (timeout) {\n          window.cancelAnimationFrame(timeout);\n        }\n\n        // Setup debounce callback\n        timeout = window.requestAnimationFrame(publicAPIs.detect);\n      };\n\n      /**\n       * Update content sorting on resize\n       * Debounced for performance\n       */\n      var resizeHandler = function (event) {\n        // If there's a timer, cancel it\n        if (timeout) {\n          window.cancelAnimationFrame(timeout);\n        }\n\n        // Setup debounce callback\n        timeout = window.requestAnimationFrame(function () {\n          sortContents(contents);\n          publicAPIs.detect();\n        });\n      };\n\n      /**\n       * Destroy the current instantiation\n       */\n      publicAPIs.destroy = function () {\n        // Undo DOM changes\n        if (current) {\n          deactivate(current, settings);\n        }\n\n        // Remove event listeners\n        window.removeEventListener(\"scroll\", scrollHandler, false);\n        if (settings.reflow) {\n          window.removeEventListener(\"resize\", resizeHandler, false);\n        }\n\n        // Reset variables\n        contents = null;\n        navItems = null;\n        current = null;\n        timeout = null;\n        settings = null;\n      };\n\n      /**\n       * Initialize the current instantiation\n       */\n      var init = function () {\n        // Merge user options into defaults\n        settings = extend(defaults, options || {});\n\n        // Setup variables based on the current DOM\n        publicAPIs.setup();\n\n        // Find the currently active content\n        publicAPIs.detect();\n\n        // Setup event listeners\n        window.addEventListener(\"scroll\", scrollHandler, false);\n        if (settings.reflow) {\n          window.addEventListener(\"resize\", resizeHandler, false);\n        }\n      };\n\n      //\n      // Initialize and return the public APIs\n      //\n\n      init();\n      return publicAPIs;\n    };\n\n    //\n    // Return the Constructor\n    //\n\n    return Constructor;\n  },\n);\n","// The module cache\nvar __webpack_module_cache__ = {};\n\n// The require function\nfunction __webpack_require__(moduleId) {\n\t// Check if module is in cache\n\tvar cachedModule = __webpack_module_cache__[moduleId];\n\tif (cachedModule !== undefined) {\n\t\treturn cachedModule.exports;\n\t}\n\t// Create a new module (and put it into the cache)\n\tvar module = __webpack_module_cache__[moduleId] = {\n\t\t// no module.id needed\n\t\t// no module.loaded needed\n\t\texports: {}\n\t};\n\n\t// Execute the module function\n\t__webpack_modules__[moduleId].call(module.exports, module, module.exports, __webpack_require__);\n\n\t// Return the exports of the module\n\treturn module.exports;\n}\n\n","// getDefaultExport function for compatibility with non-harmony modules\n__webpack_require__.n = (module) => {\n\tvar getter = module && module.__esModule ?\n\t\t() => (module['default']) :\n\t\t() => (module);\n\t__webpack_require__.d(getter, { a: getter });\n\treturn getter;\n};","// define getter functions for harmony exports\n__webpack_require__.d = (exports, definition) => {\n\tfor(var key in definition) {\n\t\tif(__webpack_require__.o(definition, key) && !__webpack_require__.o(exports, key)) {\n\t\t\tObject.defineProperty(exports, key, { enumerable: true, get: definition[key] });\n\t\t}\n\t}\n};","__webpack_require__.g = (function() {\n\tif (typeof globalThis === 'object') return globalThis;\n\ttry {\n\t\treturn this || new Function('return this')();\n\t} catch (e) {\n\t\tif (typeof window === 'object') return window;\n\t}\n})();","__webpack_require__.o = (obj, prop) => (Object.prototype.hasOwnProperty.call(obj, prop))","import Gumshoe from \"./gumshoe-patched.js\";\n\n////////////////////////////////////////////////////////////////////////////////\n// Scroll Handling\n////////////////////////////////////////////////////////////////////////////////\nvar tocScroll = null;\nvar header = null;\nvar lastScrollTop = document.documentElement.scrollTop;\nconst GO_TO_TOP_OFFSET = 64;\n\nfunction scrollHandlerForHeader(positionY) {\n  const headerTop = Math.floor(header.getBoundingClientRect().top);\n\n  console.log(`headerTop: ${headerTop}`);\n  if (headerTop == 0 && positionY != headerTop) {\n    header.classList.add(\"scrolled\");\n  } else {\n    header.classList.remove(\"scrolled\");\n  }\n}\n\nfunction scrollHandlerForBackToTop(positionY) {\n  if (positionY < GO_TO_TOP_OFFSET) {\n    document.documentElement.classList.remove(\"show-back-to-top\");\n  } else {\n    if (positionY < lastScrollTop) {\n      document.documentElement.classList.add(\"show-back-to-top\");\n    } else if (positionY > lastScrollTop) {\n      document.documentElement.classList.remove(\"show-back-to-top\");\n    }\n  }\n  lastScrollTop = positionY;\n}\n\nfunction scrollHandlerForTOC(positionY) {\n  if (tocScroll === null) {\n    return;\n  }\n\n  // top of page.\n  if (positionY == 0) {\n    tocScroll.scrollTo(0, 0);\n  } else if (\n    // bottom of page.\n    Math.ceil(positionY) >=\n    Math.floor(document.documentElement.scrollHeight - window.innerHeight)\n  ) {\n    tocScroll.scrollTo(0, tocScroll.scrollHeight);\n  } else {\n    // somewhere in the middle.\n    const current = document.querySelector(\".scroll-current\");\n    if (current == null) {\n      return;\n    }\n\n    // https://github.com/pypa/pip/issues/9159 This breaks scroll behaviours.\n    // // scroll the currently \"active\" heading in toc, into view.\n    // const rect = current.getBoundingClientRect();\n    // if (0 > rect.top) {\n    //   current.scrollIntoView(true); // the argument is \"alignTop\"\n    // } else if (rect.bottom > window.innerHeight) {\n    //   current.scrollIntoView(false);\n    // }\n  }\n}\n\nfunction scrollHandler(positionY) {\n  scrollHandlerForHeader(positionY);\n  scrollHandlerForBackToTop(positionY);\n  scrollHandlerForTOC(positionY);\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Theme Toggle\n////////////////////////////////////////////////////////////////////////////////\nfunction setTheme(mode) {\n  if (mode !== \"light\" && mode !== \"dark\" && mode !== \"auto\") {\n    console.error(`Got invalid theme mode: ${mode}. Resetting to auto.`);\n    mode = \"auto\";\n  }\n\n  document.body.dataset.theme = mode;\n  localStorage.setItem(\"theme\", mode);\n  console.log(`Changed to ${mode} mode.`);\n}\n\nfunction cycleThemeOnce() {\n  const currentTheme = localStorage.getItem(\"theme\") || \"auto\";\n  const prefersDark = window.matchMedia(\"(prefers-color-scheme: dark)\").matches;\n\n  if (prefersDark) {\n    // Auto (dark) -> Light -> Dark\n    if (currentTheme === \"auto\") {\n      setTheme(\"light\");\n    } else if (currentTheme == \"light\") {\n      setTheme(\"dark\");\n    } else {\n      setTheme(\"auto\");\n    }\n  } else {\n    // Auto (light) -> Dark -> Light\n    if (currentTheme === \"auto\") {\n      setTheme(\"dark\");\n    } else if (currentTheme == \"dark\") {\n      setTheme(\"light\");\n    } else {\n      setTheme(\"auto\");\n    }\n  }\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Setup\n////////////////////////////////////////////////////////////////////////////////\nfunction setupScrollHandler() {\n  // Taken from https://developer.mozilla.org/en-US/docs/Web/API/Document/scroll_event\n  let last_known_scroll_position = 0;\n  let ticking = false;\n\n  window.addEventListener(\"scroll\", function (e) {\n    last_known_scroll_position = window.scrollY;\n\n    if (!ticking) {\n      window.requestAnimationFrame(function () {\n        scrollHandler(last_known_scroll_position);\n        ticking = false;\n      });\n\n      ticking = true;\n    }\n  });\n  window.scroll();\n}\n\nfunction setupScrollSpy() {\n  if (tocScroll === null) {\n    return;\n  }\n\n  // Scrollspy -- highlight table on contents, based on scroll\n  new Gumshoe(\".toc-tree a\", {\n    reflow: true,\n    recursive: true,\n    navClass: \"scroll-current\",\n    offset: () => {\n      let rem = parseFloat(getComputedStyle(document.documentElement).fontSize);\n      return header.getBoundingClientRect().height + 2.5 * rem + 1;\n    },\n  });\n}\n\nfunction setupTheme() {\n  // Attach event handlers for toggling themes\n  const buttons = document.getElementsByClassName(\"theme-toggle\");\n  Array.from(buttons).forEach((btn) => {\n    btn.addEventListener(\"click\", cycleThemeOnce);\n  });\n}\n\nfunction setup() {\n  setupTheme();\n  setupScrollHandler();\n  setupScrollSpy();\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Main entrypoint\n////////////////////////////////////////////////////////////////////////////////\nfunction main() {\n  document.body.parentNode.classList.remove(\"no-js\");\n\n  header = document.querySelector(\"header\");\n  tocScroll = document.querySelector(\".toc-scroll\");\n\n  setup();\n}\n\ndocument.addEventListener(\"DOMContentLoaded\", main);\n"],"names":["root","g","window","this","defaults","navClass","contentClass","nested","nestedClass","offset","reflow","events","emitEvent","type","elem","detail","settings","event","CustomEvent","bubbles","cancelable","dispatchEvent","getOffsetTop","location","offsetParent","offsetTop","sortContents","contents","sort","item1","item2","content","isInView","bottom","bounds","getBoundingClientRect","parseFloat","getOffset","parseInt","innerHeight","document","documentElement","clientHeight","top","isAtBottom","Math","ceil","pageYOffset","max","body","scrollHeight","offsetHeight","getActive","last","length","item","useLastItem","i","deactivateNested","nav","parentNode","li","closest","classList","remove","deactivate","items","link","activateNested","add","selector","options","navItems","current","timeout","publicAPIs","querySelectorAll","Array","prototype","forEach","call","getElementById","decodeURIComponent","hash","substr","push","active","activate","scrollHandler","cancelAnimationFrame","requestAnimationFrame","detect","resizeHandler","destroy","removeEventListener","merged","arguments","obj","key","hasOwnProperty","extend","setup","addEventListener","factory","__webpack_module_cache__","__webpack_require__","moduleId","cachedModule","undefined","exports","module","__webpack_modules__","n","getter","__esModule","d","a","definition","o","Object","defineProperty","enumerable","get","globalThis","Function","e","prop","tocScroll","header","lastScrollTop","scrollTop","GO_TO_TOP_OFFSET","cycleThemeOnce","currentTheme","localStorage","getItem","mode","matchMedia","matches","console","error","dataset","theme","setItem","log","buttons","getElementsByClassName","from","btn","setupTheme","last_known_scroll_position","ticking","scrollY","positionY","headerTop","floor","scrollHandlerForHeader","scrollHandlerForBackToTop","scrollTo","querySelector","scrollHandlerForTOC","scroll","setupScrollHandler","recursive","rem","getComputedStyle","fontSize","height"],"sourceRoot":""}
\ No newline at end of file
diff --git a/_static/searchtools.js b/_static/searchtools.js
new file mode 100644
index 000000000..2c774d17a
--- /dev/null
+++ b/_static/searchtools.js
@@ -0,0 +1,632 @@
+/*
+ * Sphinx JavaScript utilities for the full-text search.
+ */
+"use strict";
+
+/**
+ * Simple result scoring code.
+ */
+if (typeof Scorer === "undefined") {
+  var Scorer = {
+    // Implement the following function to further tweak the score for each result
+    // The function takes a result array [docname, title, anchor, descr, score, filename]
+    // and returns the new score.
+    /*
+    score: result => {
+      const [docname, title, anchor, descr, score, filename, kind] = result
+      return score
+    },
+    */
+
+    // query matches the full name of an object
+    objNameMatch: 11,
+    // or matches in the last dotted part of the object name
+    objPartialMatch: 6,
+    // Additive scores depending on the priority of the object
+    objPrio: {
+      0: 15, // used to be importantResults
+      1: 5, // used to be objectResults
+      2: -5, // used to be unimportantResults
+    },
+    //  Used when the priority is not in the mapping.
+    objPrioDefault: 0,
+
+    // query found in title
+    title: 15,
+    partialTitle: 7,
+    // query found in terms
+    term: 5,
+    partialTerm: 2,
+  };
+}
+
+// Global search result kind enum, used by themes to style search results.
+class SearchResultKind {
+    static get index() { return  "index"; }
+    static get object() { return "object"; }
+    static get text() { return "text"; }
+    static get title() { return "title"; }
+}
+
+const _removeChildren = (element) => {
+  while (element && element.lastChild) element.removeChild(element.lastChild);
+};
+
+/**
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping
+ */
+const _escapeRegExp = (string) =>
+  string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
+
+const _displayItem = (item, searchTerms, highlightTerms) => {
+  const docBuilder = DOCUMENTATION_OPTIONS.BUILDER;
+  const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX;
+  const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX;
+  const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
+  const contentRoot = document.documentElement.dataset.content_root;
+
+  const [docName, title, anchor, descr, score, _filename, kind] = item;
+
+  let listItem = document.createElement("li");
+  // Add a class representing the item's type:
+  // can be used by a theme's CSS selector for styling
+  // See SearchResultKind for the class names.
+  listItem.classList.add(`kind-${kind}`);
+  let requestUrl;
+  let linkUrl;
+  if (docBuilder === "dirhtml") {
+    // dirhtml builder
+    let dirname = docName + "/";
+    if (dirname.match(/\/index\/$/))
+      dirname = dirname.substring(0, dirname.length - 6);
+    else if (dirname === "index/") dirname = "";
+    requestUrl = contentRoot + dirname;
+    linkUrl = requestUrl;
+  } else {
+    // normal html builders
+    requestUrl = contentRoot + docName + docFileSuffix;
+    linkUrl = docName + docLinkSuffix;
+  }
+  let linkEl = listItem.appendChild(document.createElement("a"));
+  linkEl.href = linkUrl + anchor;
+  linkEl.dataset.score = score;
+  linkEl.innerHTML = title;
+  if (descr) {
+    listItem.appendChild(document.createElement("span")).innerHTML =
+      " (" + descr + ")";
+    // highlight search terms in the description
+    if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
+      highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
+  }
+  else if (showSearchSummary)
+    fetch(requestUrl)
+      .then((responseData) => responseData.text())
+      .then((data) => {
+        if (data)
+          listItem.appendChild(
+            Search.makeSearchSummary(data, searchTerms, anchor)
+          );
+        // highlight search terms in the summary
+        if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
+          highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
+      });
+  Search.output.appendChild(listItem);
+};
+const _finishSearch = (resultCount) => {
+  Search.stopPulse();
+  Search.title.innerText = _("Search Results");
+  if (!resultCount)
+    Search.status.innerText = Documentation.gettext(
+      "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories."
+    );
+  else
+    Search.status.innerText = Documentation.ngettext(
+      "Search finished, found one page matching the search query.",
+      "Search finished, found ${resultCount} pages matching the search query.",
+      resultCount,
+    ).replace('${resultCount}', resultCount);
+};
+const _displayNextItem = (
+  results,
+  resultCount,
+  searchTerms,
+  highlightTerms,
+) => {
+  // results left, load the summary and display it
+  // this is intended to be dynamic (don't sub resultsCount)
+  if (results.length) {
+    _displayItem(results.pop(), searchTerms, highlightTerms);
+    setTimeout(
+      () => _displayNextItem(results, resultCount, searchTerms, highlightTerms),
+      5
+    );
+  }
+  // search finished, update title and status message
+  else _finishSearch(resultCount);
+};
+// Helper function used by query() to order search results.
+// Each input is an array of [docname, title, anchor, descr, score, filename, kind].
+// Order the results by score (in opposite order of appearance, since the
+// `_displayNextItem` function uses pop() to retrieve items) and then alphabetically.
+const _orderResultsByScoreThenName = (a, b) => {
+  const leftScore = a[4];
+  const rightScore = b[4];
+  if (leftScore === rightScore) {
+    // same score: sort alphabetically
+    const leftTitle = a[1].toLowerCase();
+    const rightTitle = b[1].toLowerCase();
+    if (leftTitle === rightTitle) return 0;
+    return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
+  }
+  return leftScore > rightScore ? 1 : -1;
+};
+
+/**
+ * Default splitQuery function. Can be overridden in ``sphinx.search`` with a
+ * custom function per language.
+ *
+ * The regular expression works by splitting the string on consecutive characters
+ * that are not Unicode letters, numbers, underscores, or emoji characters.
+ * This is the same as ``\W+`` in Python, preserving the surrogate pair area.
+ */
+if (typeof splitQuery === "undefined") {
+  var splitQuery = (query) => query
+      .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu)
+      .filter(term => term)  // remove remaining empty strings
+}
+
+/**
+ * Search Module
+ */
+const Search = {
+  _index: null,
+  _queued_query: null,
+  _pulse_status: -1,
+
+  htmlToText: (htmlString, anchor) => {
+    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
+    for (const removalQuery of [".headerlink", "script", "style"]) {
+      htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() });
+    }
+    if (anchor) {
+      const anchorContent = htmlElement.querySelector(`[role="main"] ${anchor}`);
+      if (anchorContent) return anchorContent.textContent;
+
+      console.warn(
+        `Anchored content block not found. Sphinx search tries to obtain it via DOM query '[role=main] ${anchor}'. Check your theme or template.`
+      );
+    }
+
+    // if anchor not specified or not found, fall back to main content
+    const docContent = htmlElement.querySelector('[role="main"]');
+    if (docContent) return docContent.textContent;
+
+    console.warn(
+      "Content block not found. Sphinx search tries to obtain it via DOM query '[role=main]'. Check your theme or template."
+    );
+    return "";
+  },
+
+  init: () => {
+    const query = new URLSearchParams(window.location.search).get("q");
+    document
+      .querySelectorAll('input[name="q"]')
+      .forEach((el) => (el.value = query));
+    if (query) Search.performSearch(query);
+  },
+
+  loadIndex: (url) =>
+    (document.body.appendChild(document.createElement("script")).src = url),
+
+  setIndex: (index) => {
+    Search._index = index;
+    if (Search._queued_query !== null) {
+      const query = Search._queued_query;
+      Search._queued_query = null;
+      Search.query(query);
+    }
+  },
+
+  hasIndex: () => Search._index !== null,
+
+  deferQuery: (query) => (Search._queued_query = query),
+
+  stopPulse: () => (Search._pulse_status = -1),
+
+  startPulse: () => {
+    if (Search._pulse_status >= 0) return;
+
+    const pulse = () => {
+      Search._pulse_status = (Search._pulse_status + 1) % 4;
+      Search.dots.innerText = ".".repeat(Search._pulse_status);
+      if (Search._pulse_status >= 0) window.setTimeout(pulse, 500);
+    };
+    pulse();
+  },
+
+  /**
+   * perform a search for something (or wait until index is loaded)
+   */
+  performSearch: (query) => {
+    // create the required interface elements
+    const searchText = document.createElement("h2");
+    searchText.textContent = _("Searching");
+    const searchSummary = document.createElement("p");
+    searchSummary.classList.add("search-summary");
+    searchSummary.innerText = "";
+    const searchList = document.createElement("ul");
+    searchList.setAttribute("role", "list");
+    searchList.classList.add("search");
+
+    const out = document.getElementById("search-results");
+    Search.title = out.appendChild(searchText);
+    Search.dots = Search.title.appendChild(document.createElement("span"));
+    Search.status = out.appendChild(searchSummary);
+    Search.output = out.appendChild(searchList);
+
+    const searchProgress = document.getElementById("search-progress");
+    // Some themes don't use the search progress node
+    if (searchProgress) {
+      searchProgress.innerText = _("Preparing search...");
+    }
+    Search.startPulse();
+
+    // index already loaded, the browser was quick!
+    if (Search.hasIndex()) Search.query(query);
+    else Search.deferQuery(query);
+  },
+
+  _parseQuery: (query) => {
+    // stem the search terms and add them to the correct list
+    const stemmer = new Stemmer();
+    const searchTerms = new Set();
+    const excludedTerms = new Set();
+    const highlightTerms = new Set();
+    const objectTerms = new Set(splitQuery(query.toLowerCase().trim()));
+    splitQuery(query.trim()).forEach((queryTerm) => {
+      const queryTermLower = queryTerm.toLowerCase();
+
+      // maybe skip this "word"
+      // stopwords array is from language_data.js
+      if (
+        stopwords.indexOf(queryTermLower) !== -1 ||
+        queryTerm.match(/^\d+$/)
+      )
+        return;
+
+      // stem the word
+      let word = stemmer.stemWord(queryTermLower);
+      // select the correct list
+      if (word[0] === "-") excludedTerms.add(word.substr(1));
+      else {
+        searchTerms.add(word);
+        highlightTerms.add(queryTermLower);
+      }
+    });
+
+    if (SPHINX_HIGHLIGHT_ENABLED) {  // set in sphinx_highlight.js
+      localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" "))
+    }
+
+    // console.debug("SEARCH: searching for:");
+    // console.info("required: ", [...searchTerms]);
+    // console.info("excluded: ", [...excludedTerms]);
+
+    return [query, searchTerms, excludedTerms, highlightTerms, objectTerms];
+  },
+
+  /**
+   * execute search (requires search index to be loaded)
+   */
+  _performSearch: (query, searchTerms, excludedTerms, highlightTerms, objectTerms) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+    const allTitles = Search._index.alltitles;
+    const indexEntries = Search._index.indexentries;
+
+    // Collect multiple result groups to be sorted separately and then ordered.
+    // Each is an array of [docname, title, anchor, descr, score, filename, kind].
+    const normalResults = [];
+    const nonMainIndexResults = [];
+
+    _removeChildren(document.getElementById("search-progress"));
+
+    const queryLower = query.toLowerCase().trim();
+    for (const [title, foundTitles] of Object.entries(allTitles)) {
+      if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) {
+        for (const [file, id] of foundTitles) {
+          const score = Math.round(Scorer.title * queryLower.length / title.length);
+          const boost = titles[file] === title ? 1 : 0;  // add a boost for document titles
+          normalResults.push([
+            docNames[file],
+            titles[file] !== title ? `${titles[file]} > ${title}` : title,
+            id !== null ? "#" + id : "",
+            null,
+            score + boost,
+            filenames[file],
+            SearchResultKind.title,
+          ]);
+        }
+      }
+    }
+
+    // search for explicit entries in index directives
+    for (const [entry, foundEntries] of Object.entries(indexEntries)) {
+      if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) {
+        for (const [file, id, isMain] of foundEntries) {
+          const score = Math.round(100 * queryLower.length / entry.length);
+          const result = [
+            docNames[file],
+            titles[file],
+            id ? "#" + id : "",
+            null,
+            score,
+            filenames[file],
+            SearchResultKind.index,
+          ];
+          if (isMain) {
+            normalResults.push(result);
+          } else {
+            nonMainIndexResults.push(result);
+          }
+        }
+      }
+    }
+
+    // lookup as object
+    objectTerms.forEach((term) =>
+      normalResults.push(...Search.performObjectSearch(term, objectTerms))
+    );
+
+    // lookup as search terms in fulltext
+    normalResults.push(...Search.performTermsSearch(searchTerms, excludedTerms));
+
+    // let the scorer override scores with a custom scoring function
+    if (Scorer.score) {
+      normalResults.forEach((item) => (item[4] = Scorer.score(item)));
+      nonMainIndexResults.forEach((item) => (item[4] = Scorer.score(item)));
+    }
+
+    // Sort each group of results by score and then alphabetically by name.
+    normalResults.sort(_orderResultsByScoreThenName);
+    nonMainIndexResults.sort(_orderResultsByScoreThenName);
+
+    // Combine the result groups in (reverse) order.
+    // Non-main index entries are typically arbitrary cross-references,
+    // so display them after other results.
+    let results = [...nonMainIndexResults, ...normalResults];
+
+    // remove duplicate search results
+    // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept
+    let seen = new Set();
+    results = results.reverse().reduce((acc, result) => {
+      let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(',');
+      if (!seen.has(resultStr)) {
+        acc.push(result);
+        seen.add(resultStr);
+      }
+      return acc;
+    }, []);
+
+    return results.reverse();
+  },
+
+  query: (query) => {
+    const [searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms] = Search._parseQuery(query);
+    const results = Search._performSearch(searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms);
+
+    // for debugging
+    //Search.lastresults = results.slice();  // a copy
+    // console.info("search results:", Search.lastresults);
+
+    // print the results
+    _displayNextItem(results, results.length, searchTerms, highlightTerms);
+  },
+
+  /**
+   * search for object names
+   */
+  performObjectSearch: (object, objectTerms) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const objects = Search._index.objects;
+    const objNames = Search._index.objnames;
+    const titles = Search._index.titles;
+
+    const results = [];
+
+    const objectSearchCallback = (prefix, match) => {
+      const name = match[4]
+      const fullname = (prefix ? prefix + "." : "") + name;
+      const fullnameLower = fullname.toLowerCase();
+      if (fullnameLower.indexOf(object) < 0) return;
+
+      let score = 0;
+      const parts = fullnameLower.split(".");
+
+      // check for different match types: exact matches of full name or
+      // "last name" (i.e. last dotted part)
+      if (fullnameLower === object || parts.slice(-1)[0] === object)
+        score += Scorer.objNameMatch;
+      else if (parts.slice(-1)[0].indexOf(object) > -1)
+        score += Scorer.objPartialMatch; // matches in last name
+
+      const objName = objNames[match[1]][2];
+      const title = titles[match[0]];
+
+      // If more than one term searched for, we require other words to be
+      // found in the name/title/description
+      const otherTerms = new Set(objectTerms);
+      otherTerms.delete(object);
+      if (otherTerms.size > 0) {
+        const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase();
+        if (
+          [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0)
+        )
+          return;
+      }
+
+      let anchor = match[3];
+      if (anchor === "") anchor = fullname;
+      else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname;
+
+      const descr = objName + _(", in ") + title;
+
+      // add custom score for some objects according to scorer
+      if (Scorer.objPrio.hasOwnProperty(match[2]))
+        score += Scorer.objPrio[match[2]];
+      else score += Scorer.objPrioDefault;
+
+      results.push([
+        docNames[match[0]],
+        fullname,
+        "#" + anchor,
+        descr,
+        score,
+        filenames[match[0]],
+        SearchResultKind.object,
+      ]);
+    };
+    Object.keys(objects).forEach((prefix) =>
+      objects[prefix].forEach((array) =>
+        objectSearchCallback(prefix, array)
+      )
+    );
+    return results;
+  },
+
+  /**
+   * search for full-text terms in the index
+   */
+  performTermsSearch: (searchTerms, excludedTerms) => {
+    // prepare search
+    const terms = Search._index.terms;
+    const titleTerms = Search._index.titleterms;
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+
+    const scoreMap = new Map();
+    const fileMap = new Map();
+
+    // perform the search on the required terms
+    searchTerms.forEach((word) => {
+      const files = [];
+      const arr = [
+        { files: terms[word], score: Scorer.term },
+        { files: titleTerms[word], score: Scorer.title },
+      ];
+      // add support for partial matches
+      if (word.length > 2) {
+        const escapedWord = _escapeRegExp(word);
+        if (!terms.hasOwnProperty(word)) {
+          Object.keys(terms).forEach((term) => {
+            if (term.match(escapedWord))
+              arr.push({ files: terms[term], score: Scorer.partialTerm });
+          });
+        }
+        if (!titleTerms.hasOwnProperty(word)) {
+          Object.keys(titleTerms).forEach((term) => {
+            if (term.match(escapedWord))
+              arr.push({ files: titleTerms[term], score: Scorer.partialTitle });
+          });
+        }
+      }
+
+      // no match but word was a required one
+      if (arr.every((record) => record.files === undefined)) return;
+
+      // found search word in contents
+      arr.forEach((record) => {
+        if (record.files === undefined) return;
+
+        let recordFiles = record.files;
+        if (recordFiles.length === undefined) recordFiles = [recordFiles];
+        files.push(...recordFiles);
+
+        // set score for the word in each file
+        recordFiles.forEach((file) => {
+          if (!scoreMap.has(file)) scoreMap.set(file, {});
+          scoreMap.get(file)[word] = record.score;
+        });
+      });
+
+      // create the mapping
+      files.forEach((file) => {
+        if (!fileMap.has(file)) fileMap.set(file, [word]);
+        else if (fileMap.get(file).indexOf(word) === -1) fileMap.get(file).push(word);
+      });
+    });
+
+    // now check if the files don't contain excluded terms
+    const results = [];
+    for (const [file, wordList] of fileMap) {
+      // check if all requirements are matched
+
+      // as search terms with length < 3 are discarded
+      const filteredTermCount = [...searchTerms].filter(
+        (term) => term.length > 2
+      ).length;
+      if (
+        wordList.length !== searchTerms.size &&
+        wordList.length !== filteredTermCount
+      )
+        continue;
+
+      // ensure that none of the excluded terms is in the search result
+      if (
+        [...excludedTerms].some(
+          (term) =>
+            terms[term] === file ||
+            titleTerms[term] === file ||
+            (terms[term] || []).includes(file) ||
+            (titleTerms[term] || []).includes(file)
+        )
+      )
+        break;
+
+      // select one (max) score for the file.
+      const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w]));
+      // add result to the result list
+      results.push([
+        docNames[file],
+        titles[file],
+        "",
+        null,
+        score,
+        filenames[file],
+        SearchResultKind.text,
+      ]);
+    }
+    return results;
+  },
+
+  /**
+   * helper function to return a node containing the
+   * search summary for a given text. keywords is a list
+   * of stemmed words.
+   */
+  makeSearchSummary: (htmlText, keywords, anchor) => {
+    const text = Search.htmlToText(htmlText, anchor);
+    if (text === "") return null;
+
+    const textLower = text.toLowerCase();
+    const actualStartPosition = [...keywords]
+      .map((k) => textLower.indexOf(k.toLowerCase()))
+      .filter((i) => i > -1)
+      .slice(-1)[0];
+    const startWithContext = Math.max(actualStartPosition - 120, 0);
+
+    const top = startWithContext === 0 ? "" : "...";
+    const tail = startWithContext + 240 < text.length ? "..." : "";
+
+    let summary = document.createElement("p");
+    summary.classList.add("context");
+    summary.textContent = top + text.substr(startWithContext, 240).trim() + tail;
+
+    return summary;
+  },
+};
+
+_ready(Search.init);
diff --git a/_static/skeleton.css b/_static/skeleton.css
new file mode 100644
index 000000000..467c878c6
--- /dev/null
+++ b/_static/skeleton.css
@@ -0,0 +1,296 @@
+/* Some sane resets. */
+html {
+  height: 100%;
+}
+
+body {
+  margin: 0;
+  min-height: 100%;
+}
+
+/* All the flexbox magic! */
+body,
+.sb-announcement,
+.sb-content,
+.sb-main,
+.sb-container,
+.sb-container__inner,
+.sb-article-container,
+.sb-footer-content,
+.sb-header,
+.sb-header-secondary,
+.sb-footer {
+  display: flex;
+}
+
+/* These order things vertically */
+body,
+.sb-main,
+.sb-article-container {
+  flex-direction: column;
+}
+
+/* Put elements in the center */
+.sb-header,
+.sb-header-secondary,
+.sb-container,
+.sb-content,
+.sb-footer,
+.sb-footer-content {
+  justify-content: center;
+}
+/* Put elements at the ends */
+.sb-article-container {
+  justify-content: space-between;
+}
+
+/* These elements grow. */
+.sb-main,
+.sb-content,
+.sb-container,
+article {
+  flex-grow: 1;
+}
+
+/* Because padding making this wider is not fun */
+article {
+  box-sizing: border-box;
+}
+
+/* The announcements element should never be wider than the page. */
+.sb-announcement {
+  max-width: 100%;
+}
+
+.sb-sidebar-primary,
+.sb-sidebar-secondary {
+  flex-shrink: 0;
+  width: 17rem;
+}
+
+.sb-announcement__inner {
+  justify-content: center;
+
+  box-sizing: border-box;
+  height: 3rem;
+
+  overflow-x: auto;
+  white-space: nowrap;
+}
+
+/* Sidebars, with checkbox-based toggle */
+.sb-sidebar-primary,
+.sb-sidebar-secondary {
+  position: fixed;
+  height: 100%;
+  top: 0;
+}
+
+.sb-sidebar-primary {
+  left: -17rem;
+  transition: left 250ms ease-in-out;
+}
+.sb-sidebar-secondary {
+  right: -17rem;
+  transition: right 250ms ease-in-out;
+}
+
+.sb-sidebar-toggle {
+  display: none;
+}
+.sb-sidebar-overlay {
+  position: fixed;
+  top: 0;
+  width: 0;
+  height: 0;
+
+  transition: width 0ms ease 250ms, height 0ms ease 250ms, opacity 250ms ease;
+
+  opacity: 0;
+  background-color: rgba(0, 0, 0, 0.54);
+}
+
+#sb-sidebar-toggle--primary:checked
+  ~ .sb-sidebar-overlay[for="sb-sidebar-toggle--primary"],
+#sb-sidebar-toggle--secondary:checked
+  ~ .sb-sidebar-overlay[for="sb-sidebar-toggle--secondary"] {
+  width: 100%;
+  height: 100%;
+  opacity: 1;
+  transition: width 0ms ease, height 0ms ease, opacity 250ms ease;
+}
+
+#sb-sidebar-toggle--primary:checked ~ .sb-container .sb-sidebar-primary {
+  left: 0;
+}
+#sb-sidebar-toggle--secondary:checked ~ .sb-container .sb-sidebar-secondary {
+  right: 0;
+}
+
+/* Full-width mode */
+.drop-secondary-sidebar-for-full-width-content
+  .hide-when-secondary-sidebar-shown {
+  display: none !important;
+}
+.drop-secondary-sidebar-for-full-width-content .sb-sidebar-secondary {
+  display: none !important;
+}
+
+/* Mobile views */
+.sb-page-width {
+  width: 100%;
+}
+
+.sb-article-container,
+.sb-footer-content__inner,
+.drop-secondary-sidebar-for-full-width-content .sb-article,
+.drop-secondary-sidebar-for-full-width-content .match-content-width {
+  width: 100vw;
+}
+
+.sb-article,
+.match-content-width {
+  padding: 0 1rem;
+  box-sizing: border-box;
+}
+
+@media (min-width: 32rem) {
+  .sb-article,
+  .match-content-width {
+    padding: 0 2rem;
+  }
+}
+
+/* Tablet views */
+@media (min-width: 42rem) {
+  .sb-article-container {
+    width: auto;
+  }
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 42rem;
+  }
+  .sb-article,
+  .match-content-width {
+    width: 42rem;
+  }
+}
+@media (min-width: 46rem) {
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 46rem;
+  }
+  .sb-article,
+  .match-content-width {
+    width: 46rem;
+  }
+}
+@media (min-width: 50rem) {
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 50rem;
+  }
+  .sb-article,
+  .match-content-width {
+    width: 50rem;
+  }
+}
+
+/* Tablet views */
+@media (min-width: 59rem) {
+  .sb-sidebar-secondary {
+    position: static;
+  }
+  .hide-when-secondary-sidebar-shown {
+    display: none !important;
+  }
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 59rem;
+  }
+  .sb-article,
+  .match-content-width {
+    width: 42rem;
+  }
+}
+@media (min-width: 63rem) {
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 63rem;
+  }
+  .sb-article,
+  .match-content-width {
+    width: 46rem;
+  }
+}
+@media (min-width: 67rem) {
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 67rem;
+  }
+  .sb-article,
+  .match-content-width {
+    width: 50rem;
+  }
+}
+
+/* Desktop views */
+@media (min-width: 76rem) {
+  .sb-sidebar-primary {
+    position: static;
+  }
+  .hide-when-primary-sidebar-shown {
+    display: none !important;
+  }
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 59rem;
+  }
+  .sb-article,
+  .match-content-width {
+    width: 42rem;
+  }
+}
+
+/* Full desktop views */
+@media (min-width: 80rem) {
+  .sb-article,
+  .match-content-width {
+    width: 46rem;
+  }
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 63rem;
+  }
+}
+
+@media (min-width: 84rem) {
+  .sb-article,
+  .match-content-width {
+    width: 50rem;
+  }
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 67rem;
+  }
+}
+
+@media (min-width: 88rem) {
+  .sb-footer-content__inner,
+  .drop-secondary-sidebar-for-full-width-content .sb-article,
+  .drop-secondary-sidebar-for-full-width-content .match-content-width {
+    width: 67rem;
+  }
+  .sb-page-width {
+    width: 88rem;
+  }
+}
diff --git a/_static/sphinx_highlight.js b/_static/sphinx_highlight.js
new file mode 100644
index 000000000..8a96c69a1
--- /dev/null
+++ b/_static/sphinx_highlight.js
@@ -0,0 +1,154 @@
+/* Highlighting utilities for Sphinx HTML documentation. */
+"use strict";
+
+const SPHINX_HIGHLIGHT_ENABLED = true
+
+/**
+ * highlight a given string on a node by wrapping it in
+ * span elements with the given class name.
+ */
+const _highlight = (node, addItems, text, className) => {
+  if (node.nodeType === Node.TEXT_NODE) {
+    const val = node.nodeValue;
+    const parent = node.parentNode;
+    const pos = val.toLowerCase().indexOf(text);
+    if (
+      pos >= 0 &&
+      !parent.classList.contains(className) &&
+      !parent.classList.contains("nohighlight")
+    ) {
+      let span;
+
+      const closestNode = parent.closest("body, svg, foreignObject");
+      const isInSVG = closestNode && closestNode.matches("svg");
+      if (isInSVG) {
+        span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+      } else {
+        span = document.createElement("span");
+        span.classList.add(className);
+      }
+
+      span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+      const rest = document.createTextNode(val.substr(pos + text.length));
+      parent.insertBefore(
+        span,
+        parent.insertBefore(
+          rest,
+          node.nextSibling
+        )
+      );
+      node.nodeValue = val.substr(0, pos);
+      /* There may be more occurrences of search term in this node. So call this
+       * function recursively on the remaining fragment.
+       */
+      _highlight(rest, addItems, text, className);
+
+      if (isInSVG) {
+        const rect = document.createElementNS(
+          "http://www.w3.org/2000/svg",
+          "rect"
+        );
+        const bbox = parent.getBBox();
+        rect.x.baseVal.value = bbox.x;
+        rect.y.baseVal.value = bbox.y;
+        rect.width.baseVal.value = bbox.width;
+        rect.height.baseVal.value = bbox.height;
+        rect.setAttribute("class", className);
+        addItems.push({ parent: parent, target: rect });
+      }
+    }
+  } else if (node.matches && !node.matches("button, select, textarea")) {
+    node.childNodes.forEach((el) => _highlight(el, addItems, text, className));
+  }
+};
+const _highlightText = (thisNode, text, className) => {
+  let addItems = [];
+  _highlight(thisNode, addItems, text, className);
+  addItems.forEach((obj) =>
+    obj.parent.insertAdjacentElement("beforebegin", obj.target)
+  );
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const SphinxHighlight = {
+
+  /**
+   * highlight the search words provided in localstorage in the text
+   */
+  highlightSearchWords: () => {
+    if (!SPHINX_HIGHLIGHT_ENABLED) return;  // bail if no highlight
+
+    // get and clear terms from localstorage
+    const url = new URL(window.location);
+    const highlight =
+        localStorage.getItem("sphinx_highlight_terms")
+        || url.searchParams.get("highlight")
+        || "";
+    localStorage.removeItem("sphinx_highlight_terms")
+    url.searchParams.delete("highlight");
+    window.history.replaceState({}, "", url);
+
+    // get individual terms from highlight string
+    const terms = highlight.toLowerCase().split(/\s+/).filter(x => x);
+    if (terms.length === 0) return; // nothing to do
+
+    // There should never be more than one element matching "div.body"
+    const divBody = document.querySelectorAll("div.body");
+    const body = divBody.length ? divBody[0] : document.querySelector("body");
+    window.setTimeout(() => {
+      terms.forEach((term) => _highlightText(body, term, "highlighted"));
+    }, 10);
+
+    const searchBox = document.getElementById("searchbox");
+    if (searchBox === null) return;
+    searchBox.appendChild(
+      document
+        .createRange()
+        .createContextualFragment(
+          '<p class="highlight-link">' +
+            '<a href="javascript:SphinxHighlight.hideSearchWords()">' +
+            _("Hide Search Matches") +
+            "</a></p>"
+        )
+    );
+  },
+
+  /**
+   * helper function to hide the search marks again
+   */
+  hideSearchWords: () => {
+    document
+      .querySelectorAll("#searchbox .highlight-link")
+      .forEach((el) => el.remove());
+    document
+      .querySelectorAll("span.highlighted")
+      .forEach((el) => el.classList.remove("highlighted"));
+    localStorage.removeItem("sphinx_highlight_terms")
+  },
+
+  initEscapeListener: () => {
+    // only install a listener if it is really needed
+    if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return;
+      if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) {
+        SphinxHighlight.hideSearchWords();
+        event.preventDefault();
+      }
+    });
+  },
+};
+
+_ready(() => {
+  /* Do not call highlightSearchWords() when we are on the search page.
+   * It will highlight words from the *previous* search query.
+   */
+  if (typeof Search === "undefined") SphinxHighlight.highlightSearchWords();
+  SphinxHighlight.initEscapeListener();
+});
diff --git a/_static/styles/furo-extensions.css b/_static/styles/furo-extensions.css
new file mode 100644
index 000000000..822958761
--- /dev/null
+++ b/_static/styles/furo-extensions.css
@@ -0,0 +1,2 @@
+#furo-sidebar-ad-placement{padding:var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)}#furo-sidebar-ad-placement .ethical-sidebar{background:var(--color-background-secondary);border:none;box-shadow:none}#furo-sidebar-ad-placement .ethical-sidebar:hover{background:var(--color-background-hover)}#furo-sidebar-ad-placement .ethical-sidebar a{color:var(--color-foreground-primary)}#furo-sidebar-ad-placement .ethical-callout a{color:var(--color-foreground-secondary)!important}#furo-readthedocs-versions{background:transparent;display:block;position:static;width:100%}#furo-readthedocs-versions .rst-versions{background:#1a1c1e}#furo-readthedocs-versions .rst-current-version{background:var(--color-sidebar-item-background);cursor:unset}#furo-readthedocs-versions .rst-current-version:hover{background:var(--color-sidebar-item-background)}#furo-readthedocs-versions .rst-current-version .fa-book{color:var(--color-foreground-primary)}#furo-readthedocs-versions>.rst-other-versions{padding:0}#furo-readthedocs-versions>.rst-other-versions small{opacity:1}#furo-readthedocs-versions .injected .rst-versions{position:unset}#furo-readthedocs-versions:focus-within,#furo-readthedocs-versions:hover{box-shadow:0 0 0 1px var(--color-sidebar-background-border)}#furo-readthedocs-versions:focus-within .rst-current-version,#furo-readthedocs-versions:hover .rst-current-version{background:#1a1c1e;font-size:inherit;height:auto;line-height:inherit;padding:12px;text-align:right}#furo-readthedocs-versions:focus-within .rst-current-version .fa-book,#furo-readthedocs-versions:hover .rst-current-version .fa-book{color:#fff;float:left}#furo-readthedocs-versions:focus-within .fa-caret-down,#furo-readthedocs-versions:hover .fa-caret-down{display:none}#furo-readthedocs-versions:focus-within .injected,#furo-readthedocs-versions:focus-within .rst-current-version,#furo-readthedocs-versions:focus-within .rst-other-versions,#furo-readthedocs-versions:hover .injected,#furo-readthedocs-versions:hover .rst-current-version,#furo-readthedocs-versions:hover .rst-other-versions{display:block}#furo-readthedocs-versions:focus-within>.rst-current-version,#furo-readthedocs-versions:hover>.rst-current-version{display:none}.highlight:hover button.copybtn{color:var(--color-code-foreground)}.highlight button.copybtn{align-items:center;background-color:var(--color-code-background);border:none;color:var(--color-background-item);cursor:pointer;height:1.25em;right:.5rem;top:.625rem;transition:color .3s,opacity .3s;width:1.25em}.highlight button.copybtn:hover{background-color:var(--color-code-background);color:var(--color-brand-content)}.highlight button.copybtn:after{background-color:transparent;color:var(--color-code-foreground);display:none}.highlight button.copybtn.success{color:#22863a;transition:color 0ms}.highlight button.copybtn.success:after{display:block}.highlight button.copybtn svg{padding:0}body{--sd-color-primary:var(--color-brand-primary);--sd-color-primary-highlight:var(--color-brand-content);--sd-color-primary-text:var(--color-background-primary);--sd-color-shadow:rgba(0,0,0,.05);--sd-color-card-border:var(--color-card-border);--sd-color-card-border-hover:var(--color-brand-content);--sd-color-card-background:var(--color-card-background);--sd-color-card-text:var(--color-foreground-primary);--sd-color-card-header:var(--color-card-marginals-background);--sd-color-card-footer:var(--color-card-marginals-background);--sd-color-tabs-label-active:var(--color-brand-content);--sd-color-tabs-label-hover:var(--color-foreground-muted);--sd-color-tabs-label-inactive:var(--color-foreground-muted);--sd-color-tabs-underline-active:var(--color-brand-content);--sd-color-tabs-underline-hover:var(--color-foreground-border);--sd-color-tabs-underline-inactive:var(--color-background-border);--sd-color-tabs-overline:var(--color-background-border);--sd-color-tabs-underline:var(--color-background-border)}.sd-tab-content{box-shadow:0 -2px var(--sd-color-tabs-overline),0 1px var(--sd-color-tabs-underline)}.sd-card{box-shadow:0 .1rem .25rem var(--sd-color-shadow),0 0 .0625rem rgba(0,0,0,.1)}.sd-shadow-sm{box-shadow:0 .1rem .25rem var(--sd-color-shadow),0 0 .0625rem rgba(0,0,0,.1)!important}.sd-shadow-md{box-shadow:0 .3rem .75rem var(--sd-color-shadow),0 0 .0625rem rgba(0,0,0,.1)!important}.sd-shadow-lg{box-shadow:0 .6rem 1.5rem var(--sd-color-shadow),0 0 .0625rem rgba(0,0,0,.1)!important}.sd-card-hover:hover{transform:none}.sd-cards-carousel{gap:.25rem;padding:.25rem}body{--tabs--label-text:var(--color-foreground-muted);--tabs--label-text--hover:var(--color-foreground-muted);--tabs--label-text--active:var(--color-brand-content);--tabs--label-text--active--hover:var(--color-brand-content);--tabs--label-background:transparent;--tabs--label-background--hover:transparent;--tabs--label-background--active:transparent;--tabs--label-background--active--hover:transparent;--tabs--padding-x:0.25em;--tabs--margin-x:1em;--tabs--border:var(--color-background-border);--tabs--label-border:transparent;--tabs--label-border--hover:var(--color-foreground-muted);--tabs--label-border--active:var(--color-brand-content);--tabs--label-border--active--hover:var(--color-brand-content)}[role=main] .container{max-width:none;padding-left:0;padding-right:0}.shadow.docutils{border:none;box-shadow:0 .2rem .5rem rgba(0,0,0,.05),0 0 .0625rem rgba(0,0,0,.1)!important}.sphinx-bs .card{background-color:var(--color-background-secondary);color:var(--color-foreground)}
+/*# sourceMappingURL=furo-extensions.css.map*/
\ No newline at end of file
diff --git a/_static/styles/furo-extensions.css.map b/_static/styles/furo-extensions.css.map
new file mode 100644
index 000000000..c26eac7f5
--- /dev/null
+++ b/_static/styles/furo-extensions.css.map
@@ -0,0 +1 @@
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This file contains the styles used for tweaking how ReadTheDoc's embedded\n// contents would show up inside the theme.\n\n#furo-sidebar-ad-placement\n  padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n  .ethical-sidebar\n    // Remove the border and box-shadow.\n    border: none\n    box-shadow: none\n    // Manage the background colors.\n    background: var(--color-background-secondary)\n    &:hover\n      background: var(--color-background-hover)\n    // Ensure the text is legible.\n    a\n      color: var(--color-foreground-primary)\n\n  .ethical-callout a\n    color: var(--color-foreground-secondary) !important\n\n#furo-readthedocs-versions\n  position: static\n  width: 100%\n  background: transparent\n  display: block\n\n  // Make the background color fit with the theme's aesthetic.\n  .rst-versions\n    background: rgb(26, 28, 30)\n\n  .rst-current-version\n    cursor: unset\n    background: var(--color-sidebar-item-background)\n    &:hover\n      background: var(--color-sidebar-item-background)\n    .fa-book\n      color: var(--color-foreground-primary)\n\n  > .rst-other-versions\n    padding: 0\n    small\n      opacity: 1\n\n  .injected\n    .rst-versions\n      position: unset\n\n  &:hover,\n  &:focus-within\n    box-shadow: 0 0 0 1px var(--color-sidebar-background-border)\n\n    .rst-current-version\n      // Undo the tweaks done in RTD's CSS\n      font-size: inherit\n      line-height: inherit\n      height: auto\n      text-align: right\n      padding: 12px\n\n      // Match the rest of the body\n      background: #1a1c1e\n\n      .fa-book\n        float: left\n        color: white\n\n    .fa-caret-down\n      display: none\n\n    .rst-current-version,\n    .rst-other-versions,\n    .injected\n      display: block\n\n    > .rst-current-version\n      display: none\n",".highlight\n  &:hover button.copybtn\n    color: var(--color-code-foreground)\n\n  button.copybtn\n    // Align things correctly\n    align-items: 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\ No newline at end of file
diff --git a/_static/styles/furo.css b/_static/styles/furo.css
new file mode 100644
index 000000000..05a56b17f
--- /dev/null
+++ b/_static/styles/furo.css
@@ -0,0 +1,2 @@
+/*! normalize.css v8.0.1 | MIT License | github.com/necolas/normalize.css */html{line-height:1.15;-webkit-text-size-adjust:100%}body{margin:0}main{display:block}h1{font-size:2em;margin:.67em 0}hr{box-sizing:content-box;height:0;overflow:visible}pre{font-family:monospace,monospace;font-size:1em}a{background-color:transparent}abbr[title]{border-bottom:none;text-decoration:underline;text-decoration:underline 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Correct the color inheritance from `fieldset` elements in IE.\n * 3. Remove the padding so developers are not caught out when they zero out\n *    `fieldset` elements in all browsers.\n */\n\nlegend {\n  box-sizing: border-box; /* 1 */\n  color: inherit; /* 2 */\n  display: table; /* 1 */\n  max-width: 100%; /* 1 */\n  padding: 0; /* 3 */\n  white-space: normal; /* 1 */\n}\n\n/**\n * Add the correct vertical alignment in Chrome, Firefox, and Opera.\n */\n\nprogress {\n  vertical-align: baseline;\n}\n\n/**\n * Remove the default vertical scrollbar in IE 10+.\n */\n\ntextarea {\n  overflow: auto;\n}\n\n/**\n * 1. Add the correct box sizing in IE 10.\n * 2. Remove the padding in IE 10.\n */\n\n[type=\"checkbox\"],\n[type=\"radio\"] {\n  box-sizing: border-box; /* 1 */\n  padding: 0; /* 2 */\n}\n\n/**\n * Correct the cursor style of increment and decrement buttons in Chrome.\n */\n\n[type=\"number\"]::-webkit-inner-spin-button,\n[type=\"number\"]::-webkit-outer-spin-button {\n  height: auto;\n}\n\n/**\n * 1. Correct the odd appearance in Chrome and Safari.\n * 2. Correct the outline style in Safari.\n */\n\n[type=\"search\"] {\n  -webkit-appearance: textfield; /* 1 */\n  outline-offset: -2px; /* 2 */\n}\n\n/**\n * Remove the inner padding in Chrome and Safari on macOS.\n */\n\n[type=\"search\"]::-webkit-search-decoration {\n  -webkit-appearance: none;\n}\n\n/**\n * 1. Correct the inability to style clickable types in iOS and Safari.\n * 2. Change font properties to `inherit` in Safari.\n */\n\n::-webkit-file-upload-button {\n  -webkit-appearance: button; /* 1 */\n  font: inherit; /* 2 */\n}\n\n/* Interactive\n   ========================================================================== */\n\n/*\n * Add the correct display in Edge, IE 10+, and Firefox.\n */\n\ndetails {\n  display: block;\n}\n\n/*\n * Add the correct display in all browsers.\n */\n\nsummary {\n  display: list-item;\n}\n\n/* Misc\n   ========================================================================== */\n\n/**\n * Add the correct display in IE 10+.\n */\n\ntemplate {\n  display: none;\n}\n\n/**\n * Add the correct display in IE 10.\n */\n\n[hidden] {\n  display: none;\n}\n","// This file contains styles for managing print media.\n\n////////////////////////////////////////////////////////////////////////////////\n// Hide elements not relevant to print media.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n  // Hide icon container.\n  .content-icon-container\n    display: none !important\n\n  // Hide showing header links if hovering over when printing.\n  .headerlink\n    display: none !important\n\n  // Hide mobile header.\n  .mobile-header\n    display: none !important\n\n  // Hide navigation links.\n  .related-pages\n    display: none !important\n\n////////////////////////////////////////////////////////////////////////////////\n// Tweaks related to decolorization.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n  // Apply a border around code which no longer have a color background.\n  .highlight\n    border: 0.1pt solid var(--color-foreground-border)\n\n////////////////////////////////////////////////////////////////////////////////\n// Avoid page break in some relevant cases.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n  ul, ol, dl, a, table, pre, blockquote, p\n    page-break-inside: avoid\n\n  h1, h2, h3, h4, h5, h6, img, figure, caption\n    page-break-inside: avoid\n    page-break-after: avoid\n\n  ul, ol, dl\n    page-break-before: avoid\n",".visually-hidden\n  position: absolute !important\n  width: 1px !important\n  height: 1px !important\n  padding: 0 !important\n  margin: -1px !important\n  overflow: hidden !important\n  clip: rect(0,0,0,0) !important\n  white-space: nowrap !important\n  border: 0 !important\n  color: var(--color-foreground-primary)\n  background: var(--color-background-primary)\n\n:-moz-focusring\n  outline: auto\n","// This file serves as the \"skeleton\" of the theming logic.\n//\n// This contains the bulk of the logic for handling dark mode, color scheme\n// toggling and the handling of color-scheme-specific hiding of elements.\n\nbody\n  @include fonts\n  @include spacing\n  @include icons\n  @include admonitions\n  @include default-admonition(#651fff, \"abstract\")\n  @include default-topic(#14B8A6, \"pencil\")\n\n  @include colors\n\n.only-light\n  display: block !important\nhtml body .only-dark\n  display: none !important\n\n// Ignore dark-mode hints if print media.\n@media not print\n  // Enable dark-mode, if requested.\n  body[data-theme=\"dark\"]\n    @include colors-dark\n\n    html & .only-light\n      display: none !important\n    .only-dark\n      display: block !important\n\n  // Enable dark mode, unless explicitly told to avoid.\n  @media (prefers-color-scheme: dark)\n    body:not([data-theme=\"light\"])\n      @include colors-dark\n\n      html & .only-light\n        display: none !important\n      .only-dark\n        display: block !important\n\n//\n// Theme toggle presentation\n//\nbody[data-theme=\"auto\"]\n  .theme-toggle svg.theme-icon-when-auto-light\n    display: block\n\n  @media (prefers-color-scheme: dark)\n    .theme-toggle svg.theme-icon-when-auto-dark\n      display: block\n    .theme-toggle svg.theme-icon-when-auto-light\n      display: none\n\nbody[data-theme=\"dark\"]\n  .theme-toggle svg.theme-icon-when-dark\n    display: block\n\nbody[data-theme=\"light\"]\n  .theme-toggle svg.theme-icon-when-light\n    display: block\n","// Fonts used by this theme.\n//\n// There are basically two things here -- using the system font stack and\n// defining sizes for various elements in %ages. We could have also used `em`\n// but %age is easier to reason about for me.\n\n@mixin fonts {\n  // These are adapted from https://systemfontstack.com/\n  --font-stack: -apple-system, BlinkMacSystemFont, Segoe UI, Helvetica, Arial,\n    sans-serif, Apple Color Emoji, Segoe UI Emoji;\n  --font-stack--monospace: \"SFMono-Regular\", Menlo, Consolas, Monaco,\n    Liberation Mono, Lucida Console, monospace;\n  --font-stack--headings: var(--font-stack);\n\n  --font-size--normal: 100%;\n  --font-size--small: 87.5%;\n  --font-size--small--2: 81.25%;\n  --font-size--small--3: 75%;\n  --font-size--small--4: 62.5%;\n\n  // Sidebar\n  --sidebar-caption-font-size: var(--font-size--small--2);\n  --sidebar-item-font-size: var(--font-size--small);\n  --sidebar-search-input-font-size: var(--font-size--small);\n\n  // Table of Contents\n  --toc-font-size: var(--font-size--small--3);\n  --toc-font-size--mobile: var(--font-size--normal);\n  --toc-title-font-size: var(--font-size--small--4);\n\n  // Admonitions\n  //\n  // These aren't defined in terms of %ages, since nesting these is permitted.\n  --admonition-font-size: 0.8125rem;\n  --admonition-title-font-size: 0.8125rem;\n\n  // Code\n  --code-font-size: var(--font-size--small--2);\n\n  // API\n  --api-font-size: var(--font-size--small);\n}\n","// Spacing for various elements on the page\n//\n// If the user wants to tweak things in a certain way, they are permitted to.\n// They also have to deal with the consequences though!\n\n@mixin spacing {\n  // Header!\n  --header-height: calc(\n    var(--sidebar-item-line-height) + 4 * #{var(--sidebar-item-spacing-vertical)}\n  );\n  --header-padding: 0.5rem;\n\n  // Sidebar\n  --sidebar-tree-space-above: 1.5rem;\n  --sidebar-caption-space-above: 1rem;\n\n  --sidebar-item-line-height: 1rem;\n  --sidebar-item-spacing-vertical: 0.5rem;\n  --sidebar-item-spacing-horizontal: 1rem;\n  --sidebar-item-height: calc(\n    var(--sidebar-item-line-height) + 2 *#{var(--sidebar-item-spacing-vertical)}\n  );\n\n  --sidebar-expander-width: var(--sidebar-item-height); // be square\n\n  --sidebar-search-space-above: 0.5rem;\n  --sidebar-search-input-spacing-vertical: 0.5rem;\n  --sidebar-search-input-spacing-horizontal: 0.5rem;\n  --sidebar-search-input-height: 1rem;\n  --sidebar-search-icon-size: var(--sidebar-search-input-height);\n\n  // Table of Contents\n  --toc-title-padding: 0.25rem 0;\n  --toc-spacing-vertical: 1.5rem;\n  --toc-spacing-horizontal: 1.5rem;\n  --toc-item-spacing-vertical: 0.4rem;\n  --toc-item-spacing-horizontal: 1rem;\n}\n","// Expose theme icons as CSS variables.\n\n$icons: (\n  // Adapted from tabler-icons\n  //    url: https://tablericons.com/\n  \"search\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" stroke-width=\"1.5\" stroke=\"currentColor\" fill=\"none\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path stroke=\"none\" d=\"M0 0h24v24H0z\"/><circle cx=\"10\" cy=\"10\" r=\"7\" /><line x1=\"21\" y1=\"21\" x2=\"15\" y2=\"15\" /></svg>'),\n  // Factored out from mkdocs-material on 24-Aug-2020.\n  //    url: https://squidfunk.github.io/mkdocs-material/reference/admonitions/\n  \"pencil\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M20.71 7.04c.39-.39.39-1.04 0-1.41l-2.34-2.34c-.37-.39-1.02-.39-1.41 0l-1.84 1.83 3.75 3.75M3 17.25V21h3.75L17.81 9.93l-3.75-3.75L3 17.25z\"/></svg>'),\n  \"abstract\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M4 5h16v2H4V5m0 4h16v2H4V9m0 4h16v2H4v-2m0 4h10v2H4v-2z\"/></svg>'),\n  \"info\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M13 9h-2V7h2m0 10h-2v-6h2m-1-9A10 10 0 002 12a10 10 0 0010 10 10 10 0 0010-10A10 10 0 0012 2z\"/></svg>'),\n  \"flame\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M17.55 11.2c-.23-.3-.5-.56-.76-.82-.65-.6-1.4-1.03-2.03-1.66C13.3 7.26 13 4.85 13.91 3c-.91.23-1.75.75-2.45 1.32-2.54 2.08-3.54 5.75-2.34 8.9.04.1.08.2.08.33 0 .22-.15.42-.35.5-.22.1-.46.04-.64-.12a.83.83 0 01-.15-.17c-1.1-1.43-1.28-3.48-.53-5.12C5.89 10 5 12.3 5.14 14.47c.04.5.1 1 .27 1.5.14.6.4 1.2.72 1.73 1.04 1.73 2.87 2.97 4.84 3.22 2.1.27 4.35-.12 5.96-1.6 1.8-1.66 2.45-4.32 1.5-6.6l-.13-.26c-.2-.46-.47-.87-.8-1.25l.05-.01m-3.1 6.3c-.28.24-.73.5-1.08.6-1.1.4-2.2-.16-2.87-.82 1.19-.28 1.89-1.16 2.09-2.05.17-.8-.14-1.46-.27-2.23-.12-.74-.1-1.37.18-2.06.17.38.37.76.6 1.06.76 1 1.95 1.44 2.2 2.8.04.14.06.28.06.43.03.82-.32 1.72-.92 2.27h.01z\"/></svg>'),\n  \"question\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M15.07 11.25l-.9.92C13.45 12.89 13 13.5 13 15h-2v-.5c0-1.11.45-2.11 1.17-2.83l1.24-1.26c.37-.36.59-.86.59-1.41a2 2 0 00-2-2 2 2 0 00-2 2H8a4 4 0 014-4 4 4 0 014 4 3.2 3.2 0 01-.93 2.25M13 19h-2v-2h2M12 2A10 10 0 002 12a10 10 0 0010 10 10 10 0 0010-10c0-5.53-4.5-10-10-10z\"/></svg>'),\n  \"warning\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M13 14h-2v-4h2m0 8h-2v-2h2M1 21h22L12 2 1 21z\"/></svg>'),\n  \"failure\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M12 2c5.53 0 10 4.47 10 10s-4.47 10-10 10S2 17.53 2 12 6.47 2 12 2m3.59 5L12 10.59 8.41 7 7 8.41 10.59 12 7 15.59 8.41 17 12 13.41 15.59 17 17 15.59 13.41 12 17 8.41 15.59 7z\"/></svg>'),\n  \"spark\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M11.5 20l4.86-9.73H13V4l-5 9.73h3.5V20M12 2c2.75 0 5.1 1 7.05 2.95C21 6.9 22 9.25 22 12s-1 5.1-2.95 7.05C17.1 21 14.75 22 12 22s-5.1-1-7.05-2.95C3 17.1 2 14.75 2 12s1-5.1 2.95-7.05C6.9 3 9.25 2 12 2z\"/></svg>')\n);\n\n@mixin icons {\n  @each $name, $glyph in $icons {\n    --icon-#{$name}: #{$glyph};\n  }\n}\n","// Admonitions\n\n// Structure of these is:\n//    admonition-class: color \"icon-name\";\n//\n// The colors are translated into CSS variables below. The icons are\n// used directly in the main declarations to set the `mask-image` in\n// the title.\n\n// prettier-ignore\n$admonitions: (\n  // Each of these has an reST directives for it.\n  \"caution\":         #ff9100 \"spark\",\n  \"warning\":         #ff9100 \"warning\",\n  \"danger\":          #ff5252 \"spark\",\n  \"attention\":       #ff5252 \"warning\",\n  \"error\":           #ff5252 \"failure\",\n  \"hint\":            #00c852 \"question\",\n  \"tip\":             #00c852 \"info\",\n  \"important\":       #00bfa5 \"flame\",\n  \"note\":            #00b0ff \"pencil\",\n  \"seealso\":         #448aff \"info\",\n  \"admonition-todo\": #808080 \"pencil\"\n);\n\n@mixin default-admonition($color, $icon-name) {\n  --color-admonition-title: #{$color};\n  --color-admonition-title-background: #{rgba($color, 0.2)};\n\n  --icon-admonition-default: var(--icon-#{$icon-name});\n}\n\n@mixin default-topic($color, $icon-name) {\n  --color-topic-title: #{$color};\n  --color-topic-title-background: #{rgba($color, 0.2)};\n\n  --icon-topic-default: var(--icon-#{$icon-name});\n}\n\n@mixin admonitions {\n  @each $name, $values in $admonitions {\n    --color-admonition-title--#{$name}: #{nth($values, 1)};\n    --color-admonition-title-background--#{$name}: #{rgba(\n        nth($values, 1),\n        0.2\n      )};\n  }\n}\n","// Colors used throughout this theme.\n//\n// The aim is to give the user more control. Thus, instead of hard-coding colors\n// in various parts of the stylesheet, the approach taken is to define all\n// colors as CSS variables and reusing them in all the places.\n//\n// `colors-dark` depends on `colors` being included at a lower specificity.\n\n@mixin colors {\n  --color-problematic: #b30000;\n\n  // Base Colors\n  --color-foreground-primary: black; // for main text and headings\n  --color-foreground-secondary: #5a5c63; // for secondary text\n  --color-foreground-muted: #6b6f76; // for muted text\n  --color-foreground-border: #878787; // for content borders\n\n  --color-background-primary: white; // for content\n  --color-background-secondary: #f8f9fb; // for navigation + ToC\n  --color-background-hover: #efeff4ff; // for navigation-item hover\n  --color-background-hover--transparent: #efeff400;\n  --color-background-border: #eeebee; // for UI borders\n  --color-background-item: #ccc; // for \"background\" items (eg: copybutton)\n\n  // Announcements\n  --color-announcement-background: #000000dd;\n  --color-announcement-text: #eeebee;\n\n  // Brand colors\n  --color-brand-primary: #0a4bff;\n  --color-brand-content: #2757dd;\n  --color-brand-visited: #872ee0;\n\n  // API documentation\n  --color-api-background: var(--color-background-hover--transparent);\n  --color-api-background-hover: var(--color-background-hover);\n  --color-api-overall: var(--color-foreground-secondary);\n  --color-api-name: var(--color-problematic);\n  --color-api-pre-name: var(--color-problematic);\n  --color-api-paren: var(--color-foreground-secondary);\n  --color-api-keyword: var(--color-foreground-primary);\n\n  --color-api-added: #21632c;\n  --color-api-added-border: #38a84d;\n  --color-api-changed: #046172;\n  --color-api-changed-border: #06a1bc;\n  --color-api-deprecated: #605706;\n  --color-api-deprecated-border: #f0d90f;\n  --color-api-removed: #b30000;\n  --color-api-removed-border: #ff5c5c;\n\n  --color-highlight-on-target: #ffffcc;\n\n  // Inline code background\n  --color-inline-code-background: var(--color-background-secondary);\n\n  // Highlighted text (search)\n  --color-highlighted-background: #ddeeff;\n  --color-highlighted-text: var(--color-foreground-primary);\n\n  // GUI Labels\n  --color-guilabel-background: #ddeeff80;\n  --color-guilabel-border: #bedaf580;\n  --color-guilabel-text: var(--color-foreground-primary);\n\n  // Admonitions!\n  --color-admonition-background: transparent;\n\n  //////////////////////////////////////////////////////////////////////////////\n  // Everything below this should be one of:\n  // - var(...)\n  // - *-gradient(...)\n  // - special literal values (eg: transparent, none)\n  //////////////////////////////////////////////////////////////////////////////\n\n  // Tables\n  --color-table-header-background: var(--color-background-secondary);\n  --color-table-border: var(--color-background-border);\n\n  // Cards\n  --color-card-border: var(--color-background-secondary);\n  --color-card-background: transparent;\n  --color-card-marginals-background: var(--color-background-secondary);\n\n  // Header\n  --color-header-background: var(--color-background-primary);\n  --color-header-border: var(--color-background-border);\n  --color-header-text: var(--color-foreground-primary);\n\n  // Sidebar (left)\n  --color-sidebar-background: var(--color-background-secondary);\n  --color-sidebar-background-border: var(--color-background-border);\n\n  --color-sidebar-brand-text: var(--color-foreground-primary);\n  --color-sidebar-caption-text: var(--color-foreground-muted);\n  --color-sidebar-link-text: var(--color-foreground-secondary);\n  --color-sidebar-link-text--top-level: var(--color-brand-primary);\n\n  --color-sidebar-item-background: var(--color-sidebar-background);\n  --color-sidebar-item-background--current: var(\n    --color-sidebar-item-background\n  );\n  --color-sidebar-item-background--hover: linear-gradient(\n    90deg,\n    var(--color-background-hover--transparent) 0%,\n    var(--color-background-hover) var(--sidebar-item-spacing-horizontal),\n    var(--color-background-hover) 100%\n  );\n\n  --color-sidebar-item-expander-background: transparent;\n  --color-sidebar-item-expander-background--hover: var(\n    --color-background-hover\n  );\n\n  --color-sidebar-search-text: var(--color-foreground-primary);\n  --color-sidebar-search-background: var(--color-background-secondary);\n  --color-sidebar-search-background--focus: var(--color-background-primary);\n  --color-sidebar-search-border: var(--color-background-border);\n  --color-sidebar-search-icon: var(--color-foreground-muted);\n\n  // Table of Contents (right)\n  --color-toc-background: var(--color-background-primary);\n  --color-toc-title-text: var(--color-foreground-muted);\n  --color-toc-item-text: var(--color-foreground-secondary);\n  --color-toc-item-text--hover: var(--color-foreground-primary);\n  --color-toc-item-text--active: var(--color-brand-primary);\n\n  // Actual page contents\n  --color-content-foreground: var(--color-foreground-primary);\n  --color-content-background: transparent;\n\n  // Links\n  --color-link: var(--color-brand-content);\n  --color-link-underline: var(--color-background-border);\n  --color-link--hover: var(--color-brand-content);\n  --color-link-underline--hover: var(--color-foreground-border);\n\n  --color-link--visited: var(--color-brand-visited);\n  --color-link-underline--visited: var(--color-background-border);\n  --color-link--visited--hover: var(--color-brand-visited);\n  --color-link-underline--visited--hover: var(--color-foreground-border);\n}\n\n@mixin colors-dark {\n  --color-problematic: #ee5151;\n\n  // Base Colors\n  --color-foreground-primary: #cfd0d0; // for main text and headings\n  --color-foreground-secondary: #9ca0a5; // for secondary text\n  --color-foreground-muted: #81868d; // for muted text\n  --color-foreground-border: #666666; // for content borders\n\n  --color-background-primary: #131416; // for content\n  --color-background-secondary: #1a1c1e; // for navigation + ToC\n  --color-background-hover: #1e2124ff; // for navigation-item hover\n  --color-background-hover--transparent: #1e212400;\n  --color-background-border: #303335; // for UI borders\n  --color-background-item: #444; // for \"background\" items (eg: copybutton)\n\n  // Announcements\n  --color-announcement-background: #000000dd;\n  --color-announcement-text: #eeebee;\n\n  // Brand colors\n  --color-brand-primary: #3d94ff;\n  --color-brand-content: #5ca5ff;\n  --color-brand-visited: #b27aeb;\n\n  // Highlighted text (search)\n  --color-highlighted-background: #083563;\n\n  // GUI Labels\n  --color-guilabel-background: #08356380;\n  --color-guilabel-border: #13395f80;\n\n  // API documentation\n  --color-api-keyword: var(--color-foreground-secondary);\n  --color-highlight-on-target: #333300;\n\n  --color-api-added: #3db854;\n  --color-api-added-border: #267334;\n  --color-api-changed: #09b0ce;\n  --color-api-changed-border: #056d80;\n  --color-api-deprecated: #b1a10b;\n  --color-api-deprecated-border: #6e6407;\n  --color-api-removed: #ff7575;\n  --color-api-removed-border: #b03b3b;\n\n  // Admonitions\n  --color-admonition-background: #18181a;\n\n  // Cards\n  --color-card-border: var(--color-background-secondary);\n  --color-card-background: #18181a;\n  --color-card-marginals-background: var(--color-background-hover);\n}\n","// This file contains the styling for making the content throughout the page,\n// including fonts, paragraphs, headings and spacing among these elements.\n\nbody\n  font-family: var(--font-stack)\npre,\ncode,\nkbd,\nsamp\n  font-family: var(--font-stack--monospace)\n\n// Make fonts look slightly nicer.\nbody\n  -webkit-font-smoothing: antialiased\n  -moz-osx-font-smoothing: grayscale\n\n// Line height from Bootstrap 4.1\narticle\n  line-height: 1.5\n\n//\n// Headings\n//\nh1,\nh2,\nh3,\nh4,\nh5,\nh6\n  line-height: 1.25\n  font-family: var(--font-stack--headings)\n  font-weight: bold\n\n  border-radius: 0.5rem\n  margin-top: 0.5rem\n  margin-bottom: 0.5rem\n  margin-left: -0.5rem\n  margin-right: -0.5rem\n  padding-left: 0.5rem\n  padding-right: 0.5rem\n\n  + p\n    margin-top: 0\n\nh1\n  font-size: 2.5em\n  margin-top: 1.75rem\n  margin-bottom: 1rem\nh2\n  font-size: 2em\n  margin-top: 1.75rem\nh3\n  font-size: 1.5em\nh4\n  font-size: 1.25em\nh5\n  font-size: 1.125em\nh6\n  font-size: 1em\n\nsmall\n  opacity: 75%\n  font-size: 80%\n\n// Paragraph\np\n  margin-top: 0.5rem\n  margin-bottom: 0.75rem\n\n// Horizontal rules\nhr.docutils\n  height: 1px\n  padding: 0\n  margin: 2rem 0\n  background-color: var(--color-background-border)\n  border: 0\n\n.centered\n  text-align: center\n\n// Links\na\n  text-decoration: underline\n\n  color: var(--color-link)\n  text-decoration-color: var(--color-link-underline)\n\n  &:visited\n    color: var(--color-link--visited)\n    text-decoration-color: var(--color-link-underline--visited)\n    &:hover\n      color: var(--color-link--visited--hover)\n      text-decoration-color: var(--color-link-underline--visited--hover)\n\n  &:hover\n    color: var(--color-link--hover)\n    text-decoration-color: var(--color-link-underline--hover)\n  &.muted-link\n    color: inherit\n    &:hover\n      color: var(--color-link--hover)\n      text-decoration-color: var(--color-link-underline--hover)\n      &:visited\n        color: var(--color-link--visited--hover)\n        text-decoration-color: var(--color-link-underline--visited--hover)\n","// This file contains the styles for the overall layouting of the documentation\n// skeleton, including the responsive changes as well as sidebar toggles.\n//\n// This is implemented as a mobile-last design, which isn't ideal, but it is\n// reasonably good-enough and I got pretty tired by the time I'd finished this\n// to move the rules around to fix this. Shouldn't take more than 3-4 hours,\n// if you know what you're doing tho.\n\n// HACK: Not all browsers account for the scrollbar width in media queries.\n// This results in horizontal scrollbars in the breakpoint where we go\n// from displaying everything to hiding the ToC. We accomodate for this by\n// adding a bit of padding to the TOC drawer, disabling the horizontal\n// scrollbar and allowing the scrollbars to cover the padding.\n// https://www.456bereastreet.com/archive/201301/media_query_width_and_vertical_scrollbars/\n\n// HACK: Always having the scrollbar visible, prevents certain browsers from\n// causing the content to stutter horizontally between taller-than-viewport and\n// not-taller-than-viewport pages.\n\nhtml\n  overflow-x: hidden\n  overflow-y: scroll\n  scroll-behavior: smooth\n\n.sidebar-scroll, .toc-scroll, article[role=main] *\n  // Override Firefox scrollbar style\n  scrollbar-width: thin\n  scrollbar-color: var(--color-foreground-border) transparent\n\n  // Override Chrome scrollbar styles\n  &::-webkit-scrollbar\n    width: 0.25rem\n    height: 0.25rem\n  &::-webkit-scrollbar-thumb\n    background-color: var(--color-foreground-border)\n    border-radius: 0.125rem\n\n//\n// Overalls\n//\nhtml,\nbody\n  height: 100%\n  color: var(--color-foreground-primary)\n  background: var(--color-background-primary)\n\n.skip-to-content\n  position: fixed\n  padding: 1rem\n  border-radius: 1rem\n  left: 0.25rem\n  top: 0.25rem\n  z-index: 40\n  background: var(--color-background-primary)\n  color: var(--color-foreground-primary)\n\n  transform: translateY(-200%)\n  transition: transform 300ms ease-in-out\n\n  &:focus-within\n    transform: translateY(0%)\n\narticle\n  color: var(--color-content-foreground)\n  background: var(--color-content-background)\n  overflow-wrap: break-word\n\n.page\n  display: flex\n  // fill the viewport for pages with little content.\n  min-height: 100%\n\n.mobile-header\n  width: 100%\n  height: var(--header-height)\n  background-color: var(--color-header-background)\n  color: var(--color-header-text)\n  border-bottom: 1px solid var(--color-header-border)\n\n  // Looks like sub-script/super-script have this, and we need this to\n  // be \"on top\" of those.\n  z-index: 10\n\n  // We don't show the header on large screens.\n  display: none\n\n  // Add shadow when scrolled\n  &.scrolled\n    border-bottom: none\n    box-shadow: 0 0 0.2rem rgba(0, 0, 0, 0.1), 0 0.2rem 0.4rem rgba(0, 0, 0, 0.2)\n\n  .header-center\n    a\n      color: var(--color-header-text)\n      text-decoration: none\n\n.main\n  display: flex\n  flex: 1\n\n// Sidebar (left) also covers the entire left portion of screen.\n.sidebar-drawer\n  box-sizing: border-box\n\n  border-right: 1px solid var(--color-sidebar-background-border)\n  background: var(--color-sidebar-background)\n\n  display: flex\n  justify-content: flex-end\n  // These next two lines took me two days to figure out.\n  width: calc((100% - #{$full-width}) / 2 + #{$sidebar-width})\n  min-width: $sidebar-width\n\n// Scroll-along sidebars\n.sidebar-container,\n.toc-drawer\n  box-sizing: border-box\n  width: $sidebar-width\n\n.toc-drawer\n  background: var(--color-toc-background)\n  // See HACK described on top of this document\n  padding-right: 1rem\n\n.sidebar-sticky,\n.toc-sticky\n  position: sticky\n  top: 0\n  height: min(100%, 100vh)\n  height: 100vh\n\n  display: flex\n  flex-direction: column\n\n.sidebar-scroll,\n.toc-scroll\n  flex-grow: 1\n  flex-shrink: 1\n\n  overflow: auto\n  scroll-behavior: smooth\n\n// Central items.\n.content\n  padding: 0 $content-padding\n  width: $content-width\n\n  display: flex\n  flex-direction: column\n  justify-content: space-between\n\n.icon\n  display: inline-block\n  height: 1rem\n  width: 1rem\n  svg\n    width: 100%\n    height: 100%\n\n//\n// Accommodate announcement banner\n//\n.announcement\n  background-color: var(--color-announcement-background)\n  color: var(--color-announcement-text)\n\n  height: var(--header-height)\n  display: flex\n  align-items: center\n  overflow-x: auto\n  & + .page\n    min-height: calc(100% - var(--header-height))\n\n.announcement-content\n  box-sizing: border-box\n  padding: 0.5rem\n  min-width: 100%\n  white-space: nowrap\n  text-align: center\n\n  a\n    color: var(--color-announcement-text)\n    text-decoration-color: var(--color-announcement-text)\n\n    &:hover\n      color: var(--color-announcement-text)\n      text-decoration-color: var(--color-link--hover)\n\n////////////////////////////////////////////////////////////////////////////////\n// Toggles for theme\n////////////////////////////////////////////////////////////////////////////////\n.no-js .theme-toggle-container  // don't show theme toggle if there's no JS\n  display: none\n\n.theme-toggle-container\n  display: flex\n\n.theme-toggle\n  display: flex\n  cursor: pointer\n  border: none\n  padding: 0\n  background: transparent\n\n.theme-toggle svg\n  height: 1.25rem\n  width: 1.25rem\n  color: var(--color-foreground-primary)\n  display: none\n\n.theme-toggle-header\n  display: flex\n  align-items: center\n  justify-content: center\n\n////////////////////////////////////////////////////////////////////////////////\n// Toggles for elements\n////////////////////////////////////////////////////////////////////////////////\n.toc-overlay-icon, .nav-overlay-icon\n  display: none\n  cursor: pointer\n\n  .icon\n    color: var(--color-foreground-secondary)\n    height: 1.5rem\n    width: 1.5rem\n\n.toc-header-icon, .nav-overlay-icon\n  // for when we set display: flex\n  justify-content: center\n  align-items: center\n\n.toc-content-icon\n  height: 1.5rem\n  width: 1.5rem\n\n.content-icon-container\n  float: right\n  display: flex\n  margin-top: 1.5rem\n  margin-left: 1rem\n  margin-bottom: 1rem\n  gap: 0.5rem\n\n  .edit-this-page, .view-this-page\n    svg\n      color: inherit\n      height: 1.25rem\n      width: 1.25rem\n\n.sidebar-toggle\n  position: absolute\n  display: none\n// <debugging things>\n.sidebar-toggle[name=\"__toc\"]\n  left: 20px\n.sidebar-toggle:checked\n  left: 40px\n// </debugging things>\n\n.overlay\n  position: fixed\n  top: 0\n  width: 0\n  height: 0\n\n  transition: width 0ms, height 0ms, opacity 250ms ease-out\n\n  opacity: 0\n  background-color: rgba(0, 0, 0, 0.54)\n.sidebar-overlay\n  z-index: 20\n.toc-overlay\n  z-index: 40\n\n// Keep things on top and smooth.\n.sidebar-drawer\n  z-index: 30\n  transition: left 250ms ease-in-out\n.toc-drawer\n  z-index: 50\n  transition: right 250ms ease-in-out\n\n// Show the Sidebar\n#__navigation:checked\n  & ~ .sidebar-overlay\n    width: 100%\n    height: 100%\n    opacity: 1\n  & ~ .page\n    .sidebar-drawer\n      top: 0\n      left: 0\n      // Show the toc sidebar\n#__toc:checked\n  & ~ .toc-overlay\n    width: 100%\n    height: 100%\n    opacity: 1\n  & ~ .page\n    .toc-drawer\n      top: 0\n      right: 0\n\n////////////////////////////////////////////////////////////////////////////////\n// Back to top\n////////////////////////////////////////////////////////////////////////////////\n.back-to-top\n  text-decoration: none\n\n  display: none\n  position: fixed\n  left: 0\n  top: 1rem\n  padding: 0.5rem\n  padding-right: 0.75rem\n  border-radius: 1rem\n  font-size: 0.8125rem\n\n  background: var(--color-background-primary)\n  box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), #6b728080 0px 0px 1px 0px\n\n  z-index: 10\n\n  margin-left: 50%\n  transform: translateX(-50%)\n  svg\n    height: 1rem\n    width: 1rem\n    fill: currentColor\n    display: inline-block\n\n  span\n    margin-left: 0.25rem\n\n  .show-back-to-top &\n    display: flex\n    align-items: center\n\n////////////////////////////////////////////////////////////////////////////////\n// Responsive layouting\n////////////////////////////////////////////////////////////////////////////////\n// Make things a bit bigger on bigger screens.\n@media (min-width: $full-width + $sidebar-width)\n  html\n    font-size: 110%\n\n@media (max-width: $full-width)\n  // Collapse \"toc\" into the icon.\n  .toc-content-icon\n    display: flex\n  .toc-drawer\n    position: fixed\n    height: 100vh\n    top: 0\n    right: -$sidebar-width\n    border-left: 1px solid var(--color-background-muted)\n  .toc-tree\n    border-left: none\n    font-size: var(--toc-font-size--mobile)\n\n  // Accomodate for a changed content width.\n  .sidebar-drawer\n    width: calc((100% - #{$full-width - $sidebar-width}) / 2 + #{$sidebar-width})\n\n@media (max-width: $content-padded-width + $sidebar-width)\n  // Center the page\n  .content\n    margin-left: auto\n    margin-right: auto\n    padding: 0 $content-padding--small\n\n@media (max-width: $content-padded-width--small + $sidebar-width)\n  // Collapse \"navigation\".\n  .nav-overlay-icon\n    display: flex\n  .sidebar-drawer\n    position: fixed\n    height: 100vh\n    width: $sidebar-width\n\n    top: 0\n    left: -$sidebar-width\n\n  // Swap which icon is visible.\n  .toc-header-icon, .theme-toggle-header\n    display: flex\n  .toc-content-icon, .theme-toggle-content\n    display: none\n\n  // Show the header.\n  .mobile-header\n    position: sticky\n    top: 0\n    display: flex\n    justify-content: space-between\n    align-items: center\n\n    .header-left,\n    .header-right\n      display: flex\n      height: var(--header-height)\n      padding: 0 var(--header-padding)\n      label\n        height: 100%\n        width: 100%\n        user-select: none\n\n  .nav-overlay-icon .icon,\n  .theme-toggle svg\n    height: 1.5rem\n    width: 1.5rem\n\n  // Add a scroll margin for the content\n  :target\n    scroll-margin-top: calc(var(--header-height) + 2.5rem)\n\n  // Show back-to-top below the header\n  .back-to-top\n    top: calc(var(--header-height) + 0.5rem)\n\n  // Accommodate for the header.\n  .page\n    flex-direction: column\n    justify-content: center\n\n@media (max-width: $content-width + 2* $content-padding--small)\n  // Content should respect window limits.\n  .content\n    width: 100%\n    overflow-x: auto\n\n@media (max-width: $content-width)\n  article[role=main] aside.sidebar\n    float: none\n    width: 100%\n    margin: 1rem 0\n","// Overall Layout Variables\n//\n// Because CSS variables can't be used in media queries. The fact that this\n// makes the layout non-user-configurable is a good thing.\n$content-padding: 3em;\n$content-padding--small: 1em;\n$content-width: 46em;\n$sidebar-width: 15em;\n$content-padded-width: $content-width + 2 * $content-padding;\n$content-padded-width--small: $content-width + 2 * $content-padding--small;\n$full-width: $content-padded-width + 2 * $sidebar-width;\n","//\n// The design here is strongly inspired by mkdocs-material.\n.admonition, .topic\n  margin: 1rem auto\n  padding: 0 0.5rem 0.5rem 0.5rem\n\n  background: var(--color-admonition-background)\n\n  border-radius: 0.2rem\n  box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), 0 0 0.0625rem rgba(0, 0, 0, 0.1)\n\n  font-size: var(--admonition-font-size)\n\n  overflow: hidden\n  page-break-inside: avoid\n\n  // First element should have no margin, since the title has it.\n  > :nth-child(2)\n    margin-top: 0\n\n  // Last item should have no margin, since we'll control that w/ padding\n  > :last-child\n    margin-bottom: 0\n\n.admonition p.admonition-title,\np.topic-title\n  position: relative\n  margin: 0 -0.5rem 0.5rem\n  padding-left: 2rem\n  padding-right: .5rem\n  padding-top: .4rem\n  padding-bottom: .4rem\n\n  font-weight: 500\n  font-size: var(--admonition-title-font-size)\n  line-height: 1.3\n\n    // Our fancy icon\n  &::before\n    content: \"\"\n    position: absolute\n    left: 0.5rem\n    width: 1rem\n    height: 1rem\n\n// Default styles\np.admonition-title\n  background-color: var(--color-admonition-title-background)\n  &::before\n    background-color: var(--color-admonition-title)\n    mask-image: var(--icon-admonition-default)\n    mask-repeat: no-repeat\n\np.topic-title\n  background-color: var(--color-topic-title-background)\n  &::before\n    background-color: var(--color-topic-title)\n    mask-image: var(--icon-topic-default)\n    mask-repeat: no-repeat\n\n//\n// Variants\n//\n.admonition\n  border-left: 0.2rem solid var(--color-admonition-title)\n\n  @each $type, $value in $admonitions\n    &.#{$type}\n      border-left-color: var(--color-admonition-title--#{$type})\n      > .admonition-title\n        background-color: var(--color-admonition-title-background--#{$type})\n        &::before\n          background-color: var(--color-admonition-title--#{$type})\n          mask-image: var(--icon-#{nth($value, 2)})\n\n.admonition-todo > .admonition-title\n  text-transform: uppercase\n","// This file stylizes the API documentation (stuff generated by autodoc). It's\n// deeply nested due to how autodoc structures the HTML without enough classes\n// to select the relevant items.\n\n// API docs!\ndl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple)\n  // Tweak the spacing of all the things!\n  dd\n    margin-left: 2rem\n    > :first-child\n      margin-top: 0.125rem\n    > :last-child\n      margin-bottom: 0.75rem\n\n  // This is used for the arguments\n  .field-list\n    margin-bottom: 0.75rem\n\n    // \"Headings\" (like \"Parameters\" and \"Return\")\n    > dt\n      text-transform: uppercase\n      font-size: var(--font-size--small)\n\n    dd:empty\n      margin-bottom: 0.5rem\n    dd > ul\n      margin-left: -1.2rem\n      > li\n        > p:nth-child(2)\n          margin-top: 0\n        // When the last-empty-paragraph follows a paragraph, it doesn't need\n        // to augument the existing spacing.\n        > p + p:last-child:empty\n          margin-top: 0\n          margin-bottom: 0\n\n  // Colorize the elements\n  > dt\n    color: var(--color-api-overall)\n\n.sig:not(.sig-inline)\n  font-weight: bold\n\n  font-size: var(--api-font-size)\n  font-family: var(--font-stack--monospace)\n\n  margin-left: -0.25rem\n  margin-right: -0.25rem\n  padding-top: 0.25rem\n  padding-bottom: 0.25rem\n  padding-right: 0.5rem\n\n  // These are intentionally em, to properly match the font size.\n  padding-left: 3em\n  text-indent: -2.5em\n\n  border-radius: 0.25rem\n\n  background: var(--color-api-background)\n  transition: background 100ms ease-out\n\n  &:hover\n    background: var(--color-api-background-hover)\n\n  // adjust the size of the [source] link on the right.\n  a.reference\n    .viewcode-link\n      font-weight: normal\n      width: 4.25rem\n\nem.property\n  font-style: normal\n  &:first-child\n    color: var(--color-api-keyword)\n.sig-name\n  color: var(--color-api-name)\n.sig-prename\n  font-weight: normal\n  color: var(--color-api-pre-name)\n.sig-paren\n  color: var(--color-api-paren)\n.sig-param\n  font-style: normal\n\ndiv.versionadded,\ndiv.versionchanged,\ndiv.deprecated,\ndiv.versionremoved\n  border-left: 0.1875rem solid\n  border-radius: 0.125rem\n\n  padding-left: 0.75rem\n\n  p\n    margin-top: 0.125rem\n    margin-bottom: 0.125rem\n\ndiv.versionadded\n  border-color: var(--color-api-added-border)\n  .versionmodified\n    color: var(--color-api-added)\n\ndiv.versionchanged\n  border-color: var(--color-api-changed-border)\n  .versionmodified\n    color: var(--color-api-changed)\n\ndiv.deprecated\n  border-color: var(--color-api-deprecated-border)\n  .versionmodified\n    color: var(--color-api-deprecated)\n\ndiv.versionremoved\n  border-color: var(--color-api-removed-border)\n  .versionmodified\n    color: var(--color-api-removed)\n\n// Align the [docs] and [source] to the right.\n.viewcode-link, .viewcode-back\n  float: right\n  text-align: right\n",".line-block\n  margin-top: 0.5rem\n  margin-bottom: 0.75rem\n  .line-block\n    margin-top: 0rem\n    margin-bottom: 0rem\n    padding-left: 1rem\n","// Captions\narticle p.caption,\ntable > caption,\n.code-block-caption\n  font-size: var(--font-size--small)\n  text-align: center\n\n// Caption above a TOCTree\n.toctree-wrapper.compound\n  .caption, :not(.caption) > .caption-text\n    font-size: var(--font-size--small)\n    text-transform: uppercase\n\n    text-align: initial\n    margin-bottom: 0\n\n  > ul\n    margin-top: 0\n    margin-bottom: 0\n","// Inline code\ncode.literal, .sig-inline\n  background: var(--color-inline-code-background)\n  border-radius: 0.2em\n  // Make the font smaller, and use padding to recover.\n  font-size: var(--font-size--small--2)\n  padding: 0.1em 0.2em\n\n  pre.literal-block &\n    font-size: inherit\n    padding: 0\n\n  p &\n    border: 1px solid var(--color-background-border)\n\n.sig-inline\n  font-family: var(--font-stack--monospace)\n\n// Code and Literal Blocks\n$code-spacing-vertical: 0.625rem\n$code-spacing-horizontal: 0.875rem\n\n// Wraps every literal block + line numbers.\ndiv[class*=\" highlight-\"],\ndiv[class^=\"highlight-\"]\n  margin: 1em 0\n  display: flex\n\n  .table-wrapper\n    margin: 0\n    padding: 0\n\npre\n  margin: 0\n  padding: 0\n  overflow: auto\n\n  // Needed to have more specificity than pygments' \"pre\" selector. :(\n  article[role=\"main\"] .highlight &\n    line-height: 1.5\n\n  &.literal-block,\n  .highlight &\n    font-size: var(--code-font-size)\n    padding: $code-spacing-vertical $code-spacing-horizontal\n\n  // Make it look like all the other blocks.\n  &.literal-block\n    margin-top: 1rem\n    margin-bottom: 1rem\n\n    border-radius: 0.2rem\n    background-color: var(--color-code-background)\n    color: var(--color-code-foreground)\n\n// All code is always contained in this.\n.highlight\n  width: 100%\n  border-radius: 0.2rem\n\n  // Make line numbers and prompts un-selectable.\n  .gp, span.linenos\n    user-select: none\n    pointer-events: none\n\n  // Expand the line-highlighting.\n  .hll\n    display: block\n    margin-left: -$code-spacing-horizontal\n    margin-right: -$code-spacing-horizontal\n    padding-left: $code-spacing-horizontal\n    padding-right: $code-spacing-horizontal\n\n/* Make code block captions be nicely integrated */\n.code-block-caption\n  display: flex\n  padding: $code-spacing-vertical $code-spacing-horizontal\n\n  border-radius: 0.25rem\n  border-bottom-left-radius: 0\n  border-bottom-right-radius: 0\n  font-weight: 300\n  border-bottom: 1px solid\n\n  background-color: var(--color-code-background)\n  color: var(--color-code-foreground)\n  border-color: var(--color-background-border)\n\n  + div[class]\n    margin-top: 0\n    pre\n      border-top-left-radius: 0\n      border-top-right-radius: 0\n\n// When `html_codeblock_linenos_style` is table.\n.highlighttable\n  width: 100%\n  display: block\n  tbody\n    display: block\n\n  tr\n    display: flex\n\n  // Line numbers\n  td.linenos\n    background-color: var(--color-code-background)\n    color: var(--color-code-foreground)\n    padding: $code-spacing-vertical $code-spacing-horizontal\n    padding-right: 0\n    border-top-left-radius: 0.2rem\n    border-bottom-left-radius: 0.2rem\n\n  .linenodiv\n    padding-right: $code-spacing-horizontal\n    font-size: var(--code-font-size)\n    box-shadow: -0.0625rem 0 var(--color-foreground-border) inset\n\n  // Actual code\n  td.code\n    padding: 0\n    display: block\n    flex: 1\n    overflow: hidden\n\n    .highlight\n      border-top-left-radius: 0\n      border-bottom-left-radius: 0\n\n// When `html_codeblock_linenos_style` is inline.\n.highlight\n  span.linenos\n    display: inline-block\n    padding-left: 0\n    padding-right: $code-spacing-horizontal\n    margin-right: $code-spacing-horizontal\n    box-shadow: -0.0625rem 0 var(--color-foreground-border) inset\n","// Inline Footnote Reference\n.footnote-reference\n  font-size: var(--font-size--small--4)\n  vertical-align: super\n\n// Definition list, listing the content of each note.\n// docutils <= 0.17\ndl.footnote.brackets\n  font-size: var(--font-size--small)\n  color: var(--color-foreground-secondary)\n\n  display: grid\n  grid-template-columns: max-content auto\n  dt\n    margin: 0\n    > .fn-backref\n      margin-left: 0.25rem\n\n    &:after\n      content: \":\"\n\n    .brackets\n      &:before\n        content: \"[\"\n      &:after\n        content: \"]\"\n\n  dd\n    margin: 0\n    padding: 0 1rem\n\n// docutils >= 0.18\naside.footnote\n  font-size: var(--font-size--small)\n  color: var(--color-foreground-secondary)\n\naside.footnote > span,\ndiv.citation > span\n  float: left\n  font-weight: 500\n  padding-right: 0.25rem\n\naside.footnote > *:not(span),\ndiv.citation > p\n  margin-left: 2rem\n","//\n// Figures\n//\nimg\n  box-sizing: border-box\n  max-width: 100%\n  height: auto\n\narticle\n  figure, .figure\n    border-radius: 0.2rem\n\n    margin: 0\n    :last-child\n      margin-bottom: 0\n\n  .align-left\n    float: left\n    clear: left\n    margin: 0 1rem 1rem\n\n  .align-right\n    float: right\n    clear: right\n    margin: 0 1rem 1rem\n\n  .align-default,\n  .align-center\n    display: block\n    text-align: center\n    margin-left: auto\n    margin-right: auto\n\n  // WELL, table needs to be stylised like a table.\n  table.align-default\n    display: table\n    text-align: initial\n",".genindex-jumpbox, .domainindex-jumpbox\n  border-top: 1px solid var(--color-background-border)\n  border-bottom: 1px solid var(--color-background-border)\n  padding: 0.25rem\n\n.genindex-section, .domainindex-section\n  h2\n    margin-top: 0.75rem\n    margin-bottom: 0.5rem\n  ul\n    margin-top: 0\n    margin-bottom: 0\n","ul,\nol\n  padding-left: 1.2rem\n\n  // Space lists out like paragraphs\n  margin-top: 1rem\n  margin-bottom: 1rem\n  // reduce margins within li.\n  li\n    > p:first-child\n      margin-top: 0.25rem\n      margin-bottom: 0.25rem\n\n    > p:last-child\n      margin-top: 0.25rem\n\n    > ul,\n    > ol\n      margin-top: 0.5rem\n      margin-bottom: 0.5rem\n\nol\n  &.arabic\n    list-style: decimal\n  &.loweralpha\n    list-style: lower-alpha\n  &.upperalpha\n    list-style: upper-alpha\n  &.lowerroman\n    list-style: lower-roman\n  &.upperroman\n    list-style: upper-roman\n\n// Don't space lists out when they're \"simple\" or in a `.. toctree::`\n.simple,\n.toctree-wrapper\n  li\n    > ul,\n    > ol\n      margin-top: 0\n      margin-bottom: 0\n\n// Definition Lists\n.field-list,\n.option-list,\ndl:not([class]),\ndl.simple,\ndl.footnote,\ndl.glossary\n  dt\n    font-weight: 500\n    margin-top: 0.25rem\n    + dt\n      margin-top: 0\n\n    .classifier::before\n      content: \":\"\n      margin-left: 0.2rem\n      margin-right: 0.2rem\n\n  dd\n    > p:first-child,\n    ul\n      margin-top: 0.125rem\n\n    ul\n      margin-bottom: 0.125rem\n",".math-wrapper\n  width: 100%\n  overflow-x: auto\n\ndiv.math\n  position: relative\n  text-align: center\n\n  .headerlink,\n  &:focus .headerlink\n    display: none\n\n  &:hover .headerlink\n    display: inline-block\n\n  span.eqno\n    position: absolute\n    right: 0.5rem\n    top: 50%\n    transform: translate(0, -50%)\n    z-index: 1\n","// Abbreviations\nabbr[title]\n  cursor: help\n\n// \"Problematic\" content, as identified by Sphinx\n.problematic\n  color: var(--color-problematic)\n\n// Keyboard / Mouse \"instructions\"\nkbd:not(.compound)\n  margin: 0 0.2rem\n  padding: 0 0.2rem\n  border-radius: 0.2rem\n  border: 1px solid var(--color-foreground-border)\n  color: var(--color-foreground-primary)\n  vertical-align: text-bottom\n\n  font-size: var(--font-size--small--3)\n  display: inline-block\n\n  box-shadow: 0 0.0625rem 0 rgba(0, 0, 0, 0.2), inset 0 0 0 0.125rem var(--color-background-primary)\n\n  background-color: var(--color-background-secondary)\n\n// Blockquote\nblockquote\n  border-left: 4px solid var(--color-background-border)\n  background: var(--color-background-secondary)\n\n  margin-left: 0\n  margin-right: 0\n  padding: 0.5rem 1rem\n\n  .attribution\n    font-weight: 600\n    text-align: right\n\n  &.pull-quote,\n  &.highlights\n    font-size: 1.25em\n\n  &.epigraph,\n  &.pull-quote\n    border-left-width: 0\n    border-radius: 0.5rem\n\n  &.highlights\n    border-left-width: 0\n    background: transparent\n\n// Center align embedded-in-text images\np .reference img\n  vertical-align: middle\n","p.rubric\n  line-height: 1.25\n  font-weight: bold\n  font-size: 1.125em\n\n  // For Numpy-style documentation that's got rubrics within it.\n  // https://github.com/pradyunsg/furo/discussions/505\n  dd &\n    line-height: inherit\n    font-weight: inherit\n\n    font-size: var(--font-size--small)\n    text-transform: uppercase\n","article .sidebar\n  float: right\n  clear: right\n  width: 30%\n\n  margin-left: 1rem\n  margin-right: 0\n\n  border-radius: 0.2rem\n  background-color: var(--color-background-secondary)\n  border: var(--color-background-border) 1px solid\n\n  > *\n    padding-left: 1rem\n    padding-right: 1rem\n\n  > ul, > ol  // lists need additional padding, because bullets.\n    padding-left: 2.2rem\n\n  .sidebar-title\n    margin: 0\n    padding: 0.5rem 1rem\n    border-bottom: var(--color-background-border) 1px solid\n\n    font-weight: 500\n\n// TODO: subtitle\n// TODO: dedicated variables?\n","[role=main] .table-wrapper.container\n  width: 100%\n  overflow-x: auto\n  margin-top: 1rem\n  margin-bottom: 0.5rem\n  padding: 0.2rem 0.2rem 0.75rem\n\ntable.docutils\n  border-radius: 0.2rem\n  border-spacing: 0\n  border-collapse: collapse\n\n  box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), 0 0 0.0625rem rgba(0, 0, 0, 0.1)\n\n  th\n    background: var(--color-table-header-background)\n\n  td,\n  th\n    // Space things out properly\n    padding: 0 0.25rem\n\n    // Get the borders looking just-right.\n    border-left: 1px solid var(--color-table-border)\n    border-right: 1px solid var(--color-table-border)\n    border-bottom: 1px solid var(--color-table-border)\n\n    p\n      margin: 0.25rem\n\n    &:first-child\n      border-left: none\n    &:last-child\n      border-right: none\n\n    // MyST-parser tables set these classes for control of column alignment\n    &.text-left\n      text-align: left\n    &.text-right\n      text-align: right\n    &.text-center\n      text-align: center\n",":target\n  scroll-margin-top: 2.5rem\n\n@media (max-width: $full-width - $sidebar-width)\n  :target\n    scroll-margin-top: calc(2.5rem + var(--header-height))\n\n  // When a heading is selected\n  section > span:target\n    scroll-margin-top: calc(2.8rem + var(--header-height))\n\n// Permalinks\n.headerlink\n  font-weight: 100\n  user-select: none\n\nh1,\nh2,\nh3,\nh4,\nh5,\nh6,\ndl dt,\np.caption,\nfigcaption p,\ntable > caption,\n.code-block-caption\n  > .headerlink\n    margin-left: 0.5rem\n    visibility: hidden\n  &:hover > .headerlink\n    visibility: visible\n\n  // Don't change to link-like, if someone adds the contents directive.\n  > .toc-backref\n    color: inherit\n    text-decoration-line: none\n\n// Figure and table captions are special.\nfigure:hover > figcaption > p > .headerlink,\ntable:hover > caption > .headerlink\n  visibility: visible\n\n:target >,  // Regular section[id] style anchors\nspan:target ~ // Non-regular span[id] style \"extra\" anchors\n  h1,\n  h2,\n  h3,\n  h4,\n  h5,\n  h6\n    &:nth-of-type(1)\n      background-color: var(--color-highlight-on-target)\n      // .headerlink\n      //   visibility: visible\n      code.literal\n        background-color: transparent\n\ntable:target > caption,\nfigure:target\n  background-color: var(--color-highlight-on-target)\n\n// Inline page contents\n.this-will-duplicate-information-and-it-is-still-useful-here li :target\n  background-color: var(--color-highlight-on-target)\n\n// Code block permalinks\n.literal-block-wrapper:target .code-block-caption\n  background-color: var(--color-highlight-on-target)\n\n// When a definition list item is selected\n//\n//   There isn't really an alternative to !important here, due to the\n//   high-specificity of API documentation's selector.\ndt:target\n  background-color: var(--color-highlight-on-target) !important\n\n// When a footnote reference is selected\n.footnote > dt:target + dd,\n.footnote-reference:target\n  background-color: var(--color-highlight-on-target)\n",".guilabel\n  background-color: var(--color-guilabel-background)\n  border: 1px solid var(--color-guilabel-border)\n  color: var(--color-guilabel-text)\n\n  padding: 0 0.3em\n  border-radius: 0.5em\n  font-size: 0.9em\n","// This file contains the styles used for stylizing the footer that's shown\n// below the content.\n\nfooter\n  font-size: var(--font-size--small)\n  display: flex\n  flex-direction: column\n\n  margin-top: 2rem\n\n// Bottom of page information\n.bottom-of-page\n  display: flex\n  align-items: center\n  justify-content: space-between\n\n  margin-top: 1rem\n  padding-top: 1rem\n  padding-bottom: 1rem\n\n  color: var(--color-foreground-secondary)\n  border-top: 1px solid var(--color-background-border)\n\n  line-height: 1.5\n\n  @media (max-width: $content-width)\n    text-align: center\n    flex-direction: column-reverse\n    gap: 0.25rem\n\n  .left-details\n    font-size: var(--font-size--small)\n\n  .right-details\n    display: flex\n    flex-direction: column\n    gap: 0.25rem\n    text-align: right\n\n  .icons\n    display: flex\n    justify-content: flex-end\n    gap: 0.25rem\n    font-size: 1rem\n\n    a\n      text-decoration: none\n\n    svg,\n    img\n      font-size: 1.125rem\n      height: 1em\n      width: 1em\n\n// Next/Prev page information\n.related-pages\n  a\n    display: flex\n    align-items: center\n\n    text-decoration: none\n    &:hover .page-info .title\n      text-decoration: underline\n      color: var(--color-link)\n      text-decoration-color: var(--color-link-underline)\n\n    svg.furo-related-icon,\n    svg.furo-related-icon > use\n      flex-shrink: 0\n\n      color: var(--color-foreground-border)\n\n      width: 0.75rem\n      height: 0.75rem\n      margin: 0 0.5rem\n\n    &.next-page\n      max-width: 50%\n\n      float: right\n      clear: right\n      text-align: right\n\n    &.prev-page\n      max-width: 50%\n\n      float: left\n      clear: left\n\n      svg\n        transform: rotate(180deg)\n\n.page-info\n  display: flex\n  flex-direction: column\n  overflow-wrap: anywhere\n\n  .next-page &\n    align-items: flex-end\n\n  .context\n    display: flex\n    align-items: center\n\n    padding-bottom: 0.1rem\n\n    color: var(--color-foreground-muted)\n    font-size: var(--font-size--small)\n    text-decoration: none\n","// This file contains the styles for the contents of the left sidebar, which\n// contains the navigation tree, logo, search etc.\n\n////////////////////////////////////////////////////////////////////////////////\n// Brand on top of the scrollable tree.\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-brand\n  display: flex\n  flex-direction: column\n  flex-shrink: 0\n\n  padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n  text-decoration: none\n\n.sidebar-brand-text\n  color: var(--color-sidebar-brand-text)\n  overflow-wrap: break-word\n  margin: var(--sidebar-item-spacing-vertical) 0\n  font-size: 1.5rem\n\n.sidebar-logo-container\n  margin: var(--sidebar-item-spacing-vertical) 0\n\n.sidebar-logo\n  margin: 0 auto\n  display: block\n  max-width: 100%\n\n////////////////////////////////////////////////////////////////////////////////\n// Search\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-search-container\n  display: flex\n  align-items: center\n  margin-top: var(--sidebar-search-space-above)\n\n  position: relative\n\n  background: var(--color-sidebar-search-background)\n  &:hover,\n  &:focus-within\n    background: var(--color-sidebar-search-background--focus)\n\n  &::before\n    content: \"\"\n    position: absolute\n    left: var(--sidebar-item-spacing-horizontal)\n    width: var(--sidebar-search-icon-size)\n    height: var(--sidebar-search-icon-size)\n\n    background-color: var(--color-sidebar-search-icon)\n    mask-image: var(--icon-search)\n\n.sidebar-search\n  box-sizing: border-box\n\n  border: none\n  border-top: 1px solid var(--color-sidebar-search-border)\n  border-bottom: 1px solid var(--color-sidebar-search-border)\n\n  padding-top: var(--sidebar-search-input-spacing-vertical)\n  padding-bottom: var(--sidebar-search-input-spacing-vertical)\n  padding-right: var(--sidebar-search-input-spacing-horizontal)\n  padding-left: calc(var(--sidebar-item-spacing-horizontal) + var(--sidebar-search-input-spacing-horizontal) + var(--sidebar-search-icon-size))\n\n  width: 100%\n\n  color: var(--color-sidebar-search-foreground)\n  background: transparent\n  z-index: 10\n\n  &:focus\n    outline: none\n\n  &::placeholder\n    font-size: var(--sidebar-search-input-font-size)\n\n//\n// Hide Search Matches link\n//\n#searchbox .highlight-link\n  padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal) 0\n  margin: 0\n  text-align: center\n\n  a\n    color: var(--color-sidebar-search-icon)\n    font-size: var(--font-size--small--2)\n\n////////////////////////////////////////////////////////////////////////////////\n// Structure/Skeleton of the navigation tree (left)\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-tree\n  font-size: var(--sidebar-item-font-size)\n  margin-top: var(--sidebar-tree-space-above)\n  margin-bottom: var(--sidebar-item-spacing-vertical)\n\n  ul\n    padding: 0\n    margin-top: 0\n    margin-bottom: 0\n\n    display: flex\n    flex-direction: column\n\n    list-style: none\n\n  li\n    position: relative\n    margin: 0\n\n    > ul\n      margin-left: var(--sidebar-item-spacing-horizontal)\n\n  .icon\n    color: var(--color-sidebar-link-text)\n\n  .reference\n    box-sizing: border-box\n    color: var(--color-sidebar-link-text)\n\n    // Fill the parent.\n    display: inline-block\n    line-height: var(--sidebar-item-line-height)\n    text-decoration: none\n\n    // Don't allow long words to cause wrapping.\n    overflow-wrap: anywhere\n\n    height: 100%\n    width: 100%\n\n    padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n\n    &:hover\n      color: var(--color-sidebar-link-text)\n      background: var(--color-sidebar-item-background--hover)\n\n    // Add a nice little \"external-link\" arrow here.\n    &.external::after\n      content: url('data:image/svg+xml,<svg width=\"12\" height=\"12\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" stroke-width=\"1.5\" stroke=\"%23607D8B\" fill=\"none\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path stroke=\"none\" d=\"M0 0h24v24H0z\"/><path d=\"M11 7h-5a2 2 0 0 0 -2 2v9a2 2 0 0 0 2 2h9a2 2 0 0 0 2 -2v-5\" /><line x1=\"10\" y1=\"14\" x2=\"20\" y2=\"4\" /><polyline points=\"15 4 20 4 20 9\" /></svg>')\n      margin: 0 0.25rem\n      vertical-align: middle\n      color: var(--color-sidebar-link-text)\n\n  // Make the current page reference bold.\n  .current-page > .reference\n    font-weight: bold\n\n  label\n    position: absolute\n    top: 0\n    right: 0\n    height: var(--sidebar-item-height)\n    width: var(--sidebar-expander-width)\n\n    cursor: pointer\n    user-select: none\n\n    display: flex\n    justify-content: center\n    align-items: center\n\n  .caption, :not(.caption) > .caption-text\n    font-size: var(--sidebar-caption-font-size)\n    color: var(--color-sidebar-caption-text)\n\n    font-weight: bold\n    text-transform: uppercase\n\n    margin: var(--sidebar-caption-space-above) 0 0 0\n    padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n\n  // If it has children, add a bit more padding to wrap the content to avoid\n  // overlapping with the <label>\n  li.has-children\n    > .reference\n      padding-right: var(--sidebar-expander-width)\n\n  // Colorize the top-level list items and icon.\n  .toctree-l1\n    & > .reference,\n    & > label .icon\n      color: var(--color-sidebar-link-text--top-level)\n\n  // Color changes on hover\n  label\n    background: var(--color-sidebar-item-expander-background)\n    &:hover\n      background: var(--color-sidebar-item-expander-background--hover)\n\n  .current > .reference\n    background: var(--color-sidebar-item-background--current)\n    &:hover\n      background: var(--color-sidebar-item-background--hover)\n\n.toctree-checkbox\n  position: absolute\n  display: none\n\n////////////////////////////////////////////////////////////////////////////////\n// Togglable expand/collapse\n////////////////////////////////////////////////////////////////////////////////\n.toctree-checkbox\n  ~ ul\n    display: none\n\n  ~ label .icon svg\n    transform: rotate(90deg)\n\n.toctree-checkbox:checked\n  ~ ul\n    display: block\n\n  ~ label .icon svg\n    transform: rotate(-90deg)\n","// This file contains the styles for the contents of the right sidebar, which\n// contains the table of contents for the current page.\n.toc-title-container\n  padding: var(--toc-title-padding)\n  padding-top: var(--toc-spacing-vertical)\n\n.toc-title\n  color: var(--color-toc-title-text)\n  font-size: var(--toc-title-font-size)\n  padding-left: var(--toc-spacing-horizontal)\n  text-transform: uppercase\n\n// If the ToC is not present, hide these elements coz they're not relevant.\n.no-toc\n  display: none\n\n.toc-tree-container\n  padding-bottom: var(--toc-spacing-vertical)\n\n.toc-tree\n  font-size: var(--toc-font-size)\n  line-height: 1.3\n  border-left: 1px solid var(--color-background-border)\n\n  padding-left: calc(var(--toc-spacing-horizontal) - var(--toc-item-spacing-horizontal))\n\n  // Hide the first \"top level\" bullet.\n  > ul > li:first-child\n    padding-top: 0\n    & > ul\n      padding-left: 0\n    & > a\n      display: none\n\n  ul\n    list-style-type: none\n    margin-top: 0\n    margin-bottom: 0\n    padding-left: var(--toc-item-spacing-horizontal)\n  li\n    padding-top: var(--toc-item-spacing-vertical)\n\n    &.scroll-current > .reference\n      color: var(--color-toc-item-text--active)\n      font-weight: bold\n\n  a.reference\n    color: var(--color-toc-item-text)\n    text-decoration: none\n    overflow-wrap: anywhere\n\n.toc-scroll\n  max-height: 100vh\n  overflow-y: scroll\n\n// Be very annoying when someone includes the table of contents\n.contents:not(.this-will-duplicate-information-and-it-is-still-useful-here)\n  color: var(--color-problematic)\n  background: rgba(255, 0, 0, 0.25)\n  &::before\n    content: \"ERROR: Adding a table of contents in Furo-based documentation is unnecessary, and does not work well with existing styling. Add a 'this-will-duplicate-information-and-it-is-still-useful-here' class, if you want an escape hatch.\"\n","// Shameful hacks, to work around bugs.\n\n// MyST parser doesn't correctly generate classes, to align table contents.\n// https://github.com/executablebooks/MyST-Parser/issues/412\n.text-align\\:left > p\n  text-align: left\n\n.text-align\\:center > p\n  text-align: center\n\n.text-align\\:right > p\n  text-align: right\n"],"names":[],"sourceRoot":""}
\ No newline at end of file
diff --git a/api/generated/broadbean.html b/api/generated/broadbean.html
new file mode 100644
index 000000000..f922e3adb
--- /dev/null
+++ b/api/generated/broadbean.html
@@ -0,0 +1,1692 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
+<link rel="index" title="Index" href="../../genindex.html" /><link rel="search" title="Search" href="../../search.html" /><link rel="next" title="Getting Started" href="../../start/index.html" /><link rel="prev" title="Documentation" href="../../index.html" />
+
+    <!-- Generated with Sphinx 8.1.3 and Furo 2024.08.06 -->
+        <title>broadbean package - broadbean 0.15.0.dev697 documentation</title>
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=03e43079" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+    
+    
+
+
+<style>
+  body {
+    --color-code-background: #eeffcc;
+  --color-code-foreground: black;
+  
+  }
+  @media not print {
+    body[data-theme="dark"] {
+      --color-code-background: #202020;
+  --color-code-foreground: #d0d0d0;
+  
+    }
+    @media (prefers-color-scheme: dark) {
+      body:not([data-theme="light"]) {
+        --color-code-background: #202020;
+  --color-code-foreground: #d0d0d0;
+  
+      }
+    }
+  }
+</style></head>
+  <body>
+    
+    <script>
+      document.body.dataset.theme = localStorage.getItem("theme") || "auto";
+    </script>
+    
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+<li class="toctree-l2"><a class="reference internal" href="../../examples/Example_Write_Read_JSON.html">Read and Write from JSON file Tutorial</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Example_Write_Read_JSON.html#Ekstras">Ekstras</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Filter_compensation.html">Filter compensation with the ripasso module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Filter_compensation.html#RC-Filters">RC Filters</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Filter_compensation.html#User-supplied-transfer-function">User-supplied transfer function</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../examples/Subsequences.html">Subsequences</a></li>
+</ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../changes/index.html">Changelogs</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of Changelogs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../changes/0.11.0.html">0.11.0</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../changes/0.10.0.html">0.10.0</a></li>
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+        <article role="main" id="furo-main-content">
+          <section id="broadbean-package">
+<h1>broadbean package<a class="headerlink" href="#broadbean-package" title="Link to this heading">¶</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
+</section>
+<section id="module-broadbean.blueprint">
+<span id="broadbean-blueprint-module"></span><h2>broadbean.blueprint module<a class="headerlink" href="#module-broadbean.blueprint" title="Link to this heading">¶</a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">broadbean.blueprint.</span></span><span class="sig-name descname"><span class="pre">BluePrint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">funlist</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">argslist</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">namelist</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">marker1</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">marker2</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">segmentmarker1</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">segmentmarker2</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">SR</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">durslist</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/blueprint.html#BluePrint"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.blueprint.BluePrint" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>The class of a waveform to become.</p>
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.SR">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">SR</span></span><a class="headerlink" href="#broadbean.blueprint.BluePrint.SR" title="Link to this definition">¶</a></dt>
+<dd><p>Sample rate of the blueprint</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.blueprint_from_description">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">blueprint_from_description</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">blue_dict</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/blueprint.html#BluePrint.blueprint_from_description"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.blueprint.BluePrint.blueprint_from_description" title="Link to this definition">¶</a></dt>
+<dd><p>Returns a blueprint from a description given as a dict</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>blue_dict</strong> – a dict in the same form as returned by</p></li>
+<li><p><strong>BluePrint.description</strong></p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.changeArg">
+<span class="sig-name descname"><span class="pre">changeArg</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">arg</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">replaceeverywhere</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/blueprint.html#BluePrint.changeArg"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.blueprint.BluePrint.changeArg" title="Link to this definition">¶</a></dt>
+<dd><p>Change an argument of one or more of the functions in the blueprint.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<em>str</em>) – The name of the segment in which to change an argument</p></li>
+<li><p><strong>arg</strong> (<em>Union</em><em>[</em><em>int</em><em>, </em><em>str</em><em>]</em>) – Either the position (int) or name (str) of
+the argument to change</p></li>
+<li><p><strong>value</strong> (<em>Union</em><em>[</em><em>int</em><em>, </em><em>float</em><em>]</em>) – The new value of the argument</p></li>
+<li><p><strong>replaceeverywhere</strong> (<em>bool</em>) – If True, the same argument is overwritten
+in ALL segments where the name matches. E.g. ‘gaussian1’ will
+match ‘gaussian’, ‘gaussian2’, etc. If False, only the segment
+with exact name match gets a replacement.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Raises<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>ValueError</strong> – If the argument can not be matched (either the argument
+    name does not match or the argument number is wrong).</p></li>
+<li><p><strong>ValueError</strong> – If the name can not be matched.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.changeDuration">
+<span class="sig-name descname"><span class="pre">changeDuration</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dur</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">replaceeverywhere</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/blueprint.html#BluePrint.changeDuration"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.blueprint.BluePrint.changeDuration" title="Link to this definition">¶</a></dt>
+<dd><p>Change the duration of one or more segments in the blueprint</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<em>str</em>) – The name of the segment in which to change duration</p></li>
+<li><p><strong>dur</strong> (<em>Union</em><em>[</em><em>float</em><em>, </em><em>int</em><em>]</em>) – The new duration.</p></li>
+<li><p><strong>replaceeverywhere</strong> (<em>Optional</em><em>[</em><em>bool</em><em>]</em>) – If True, the duration(s)
+is(are) overwritten in ALL segments where the name matches.
+E.g. ‘gaussian1’ will match ‘gaussian’, ‘gaussian2’,
+etc. If False, only the segment with exact name match
+gets a replacement.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Raises<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>ValueError</strong> – If durations are not specified for the blueprint</p></li>
+<li><p><strong>ValueError</strong> – If too many or too few durations are given.</p></li>
+<li><p><strong>ValueError</strong> – If no segment matches the name.</p></li>
+<li><p><strong>ValueError</strong> – If dur is not positive</p></li>
+<li><p><strong>ValueError</strong> – If SR is given for the blueprint and dur is less than
+    1/SR.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.copy">
+<span class="sig-name descname"><span class="pre">copy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/blueprint.html#BluePrint.copy"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.blueprint.BluePrint.copy" title="Link to this definition">¶</a></dt>
+<dd><p>Returns a copy of the BluePrint</p>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.description">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#broadbean.blueprint.BluePrint.description" title="Link to this definition">¶</a></dt>
+<dd><p>Returns a dict describing the blueprint.</p>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.duration">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">duration</span></span><a class="headerlink" href="#broadbean.blueprint.BluePrint.duration" title="Link to this definition">¶</a></dt>
+<dd><p>The total duration of the BluePrint. If necessary, all the arrays
+are built.</p>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.durations">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">durations</span></span><a class="headerlink" href="#broadbean.blueprint.BluePrint.durations" title="Link to this definition">¶</a></dt>
+<dd><p>The list of durations</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.init_from_json">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">init_from_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path_to_file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#broadbean.blueprint.BluePrint" title="broadbean.blueprint.BluePrint"><span class="pre">BluePrint</span></a></span></span><a class="reference internal" href="../../_modules/broadbean/blueprint.html#BluePrint.init_from_json"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.blueprint.BluePrint.init_from_json" title="Link to this definition">¶</a></dt>
+<dd><p>Reads blueprint from JSON file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path_to_file</strong> – the path to the file to be read ex:</p></li>
+<li><p><strong>path_to_file/blueprint.json</strong></p></li>
+<li><p><strong>write_to_json</strong> (<em>by the function</em>)</p></li>
+<li><p><strong>writen</strong> (<em>The JSON file needs to be structured as if it was</em>)</p></li>
+<li><p><strong>write_to_json</strong></p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.insertSegment">
+<span class="sig-name descname"><span class="pre">insertSegment</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pos</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">func</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">()</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dur</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">durs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/blueprint.html#BluePrint.insertSegment"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.blueprint.BluePrint.insertSegment" title="Link to this definition">¶</a></dt>
+<dd><p>Insert a segment into the bluePrint.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>pos</strong> (<em>int</em>) – The position at which to add the segment. Counts like
+a python list; 0 is first, -1 is last. Values below -1 are
+not allowed, though.</p></li>
+<li><p><strong>func</strong> (<em>function</em>) – Function describing the segment. Must have its
+duration as the last argument (unless its a special function).</p></li>
+<li><p><strong>args</strong> (<em>Optional</em><em>[</em><em>Tuple</em><em>[</em><em>Any</em><em>]</em><em>]</em>) – Tuple of arguments BESIDES duration.
+Default: ()</p></li>
+<li><p><strong>dur</strong> (<em>Optional</em><em>[</em><em>Union</em><em>[</em><em>int</em><em>, </em><em>float</em><em>]</em><em>]</em>) – The duration of the
+segment. Must be given UNLESS the segment is
+‘waituntil’ or ‘ensureaverage_fixed_level’</p></li>
+<li><p><strong>Optional</strong><strong>[</strong><strong>str</strong><strong>]</strong> (<em>name</em>) – Name of the segment. If none is given,
+the segment will receive the name of its function,
+possibly with a number appended.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Raises<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>ValueError</strong> – If the position is negative</p></li>
+<li><p><strong>ValueError</strong> – If the name ends in a number</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.length_segments">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">length_segments</span></span><a class="headerlink" href="#broadbean.blueprint.BluePrint.length_segments" title="Link to this definition">¶</a></dt>
+<dd><p>Returns the number of segments in the blueprint</p>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.points">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">points</span></span><a class="headerlink" href="#broadbean.blueprint.BluePrint.points" title="Link to this definition">¶</a></dt>
+<dd><p>The total number of points in the BluePrint. If necessary,
+all the arrays are built.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.removeSegment">
+<span class="sig-name descname"><span class="pre">removeSegment</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/blueprint.html#BluePrint.removeSegment"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.blueprint.BluePrint.removeSegment" title="Link to this definition">¶</a></dt>
+<dd><p>Remove the specified segment from the blueprint.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>name</strong> (<em>str</em>) – The name of the segment to remove.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.removeSegmentMarker">
+<span class="sig-name descname"><span class="pre">removeSegmentMarker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">markerID</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/blueprint.html#BluePrint.removeSegmentMarker"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.blueprint.BluePrint.removeSegmentMarker" title="Link to this definition">¶</a></dt>
+<dd><p>Remove all bound markers from a specific segment</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<em>str</em>) – Name of the segment</p></li>
+<li><p><strong>markerID</strong> (<em>int</em>) – Which marker channel to remove from (1 or 2).</p></li>
+<li><p><strong>number</strong> (<em>int</em>) – The number of the marker, in case several markers are
+bound to one element. Default: 1 (the first marker).</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.setSR">
+<span class="sig-name descname"><span class="pre">setSR</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">SR</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/blueprint.html#BluePrint.setSR"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.blueprint.BluePrint.setSR" title="Link to this definition">¶</a></dt>
+<dd><p>Set the associated sample rate</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>SR</strong> (<em>Union</em><em>[</em><em>int</em><em>, </em><em>float</em><em>]</em>) – The sample rate in Sa/s.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.setSegmentMarker">
+<span class="sig-name descname"><span class="pre">setSegmentMarker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">specs</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">markerID</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/blueprint.html#BluePrint.setSegmentMarker"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.blueprint.BluePrint.setSegmentMarker" title="Link to this definition">¶</a></dt>
+<dd><p>Bind a marker to a specific segment.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>name</strong> (<em>str</em>) – Name of the segment</p></li>
+<li><p><strong>specs</strong> (<em>tuple</em>) – Marker specification tuple, (delay, duration),
+where the delay is relative to the segment start</p></li>
+<li><p><strong>markerID</strong> (<em>int</em>) – Which marker channel to output on. Must be 1 or 2.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.showPrint">
+<span class="sig-name descname"><span class="pre">showPrint</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/blueprint.html#BluePrint.showPrint"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.blueprint.BluePrint.showPrint" title="Link to this definition">¶</a></dt>
+<dd><p>Pretty-print the contents of the BluePrint. Not finished.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.blueprint.BluePrint.write_to_json">
+<span class="sig-name descname"><span class="pre">write_to_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path_to_file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/blueprint.html#BluePrint.write_to_json"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.blueprint.BluePrint.write_to_json" title="Link to this definition">¶</a></dt>
+<dd><p>Writes blueprint to JSON file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path_to_file</strong> – the path to the file to write to ex:</p></li>
+<li><p><strong>path_to_file/blueprint.json</strong></p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py exception">
+<dt class="sig sig-object py" id="broadbean.blueprint.SegmentDurationError">
+<em class="property"><span class="pre">exception</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">broadbean.blueprint.</span></span><span class="sig-name descname"><span class="pre">SegmentDurationError</span></span><a class="reference internal" href="../../_modules/broadbean/blueprint.html#SegmentDurationError"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.blueprint.SegmentDurationError" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Exception</span></code></p>
+</dd></dl>
+
+</section>
+<section id="module-broadbean.broadbean">
+<span id="broadbean-broadbean-module"></span><h2>broadbean.broadbean module<a class="headerlink" href="#module-broadbean.broadbean" title="Link to this heading">¶</a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="broadbean.broadbean.PulseAtoms">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">broadbean.broadbean.</span></span><span class="sig-name descname"><span class="pre">PulseAtoms</span></span><a class="reference internal" href="../../_modules/broadbean/broadbean.html#PulseAtoms"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.broadbean.PulseAtoms" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>A class full of static methods.
+The basic pulse shapes.</p>
+<p>Any pulse shape function should return a list or an np.array
+and have SR, npoints as its final two arguments.</p>
+<p>Rounding errors are a real concern/pain in the business of
+making waveforms of short duration (few samples). Therefore,
+the PulseAtoms take the number of points rather than the
+duration as input argument, so that all ambiguity can be handled
+in one place (the _subelementBuilder)</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.broadbean.PulseAtoms.arb_func">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">arb_func</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">func</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kwargs</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">SR</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">npts</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/broadbean.html#PulseAtoms.arb_func"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.broadbean.PulseAtoms.arb_func" title="Link to this definition">¶</a></dt>
+<dd><p>This function is used to generate an arbitrary waveform from a function.
+The function must be of the form f(time, **kwargs) where time is a numpy array and
+kwargs is a dict that provides any additional parameters needed for the function.</p>
+<p>Example:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">func</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">time</span><span class="p">,</span> <span class="n">freq</span><span class="p">,</span> <span class="n">ampl</span><span class="p">,</span> <span class="n">off</span><span class="p">,</span> <span class="n">phase</span><span class="p">:</span> <span class="n">ampl</span><span class="o">*</span><span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">freq</span><span class="o">*</span><span class="n">time</span><span class="o">+</span><span class="n">phase</span><span class="p">)</span><span class="o">+</span><span class="n">off</span>
+<span class="n">kwargs</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;freq&#39;</span><span class="p">:</span> <span class="mf">1e6</span><span class="p">,</span> <span class="s1">&#39;ampl&#39;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">&#39;off&#39;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span> <span class="s1">&#39;phase&#39;</span><span class="p">:</span> <span class="mi">0</span><span class="p">}</span>
+</pre></div>
+</div>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.broadbean.PulseAtoms.gaussian">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">gaussian</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ampl</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mu</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">SR</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">npts</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/broadbean.html#PulseAtoms.gaussian"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.broadbean.PulseAtoms.gaussian" title="Link to this definition">¶</a></dt>
+<dd><p>Returns a Gaussian of peak height ampl (when offset==0)</p>
+<p>Is by default centred in the middle of the interval</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.broadbean.PulseAtoms.gaussian_smooth_cutoff">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">gaussian_smooth_cutoff</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ampl</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mu</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">SR</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">npts</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/broadbean.html#PulseAtoms.gaussian_smooth_cutoff"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.broadbean.PulseAtoms.gaussian_smooth_cutoff" title="Link to this definition">¶</a></dt>
+<dd><p>Returns a Gaussian of peak height ampl (when offset==0)</p>
+<p>Is by default centred in the middle of the interval</p>
+<p>smooth cutoff by making offsetting the Gaussian so endpoint = 0 and normalizing the hight to 1</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.broadbean.PulseAtoms.ramp">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">ramp</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">start</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stop</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">SR</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">npts</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/broadbean.html#PulseAtoms.ramp"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.broadbean.PulseAtoms.ramp" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.broadbean.PulseAtoms.sine">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">sine</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">freq</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ampl</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">off</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">phase</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">SR</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">npts</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/broadbean.html#PulseAtoms.sine"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.broadbean.PulseAtoms.sine" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.broadbean.PulseAtoms.waituntil">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">waituntil</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dummy</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">SR</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">npts</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/broadbean.html#PulseAtoms.waituntil"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.broadbean.PulseAtoms.waituntil" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="broadbean.broadbean.marked_for_deletion">
+<span class="sig-prename descclassname"><span class="pre">broadbean.broadbean.</span></span><span class="sig-name descname"><span class="pre">marked_for_deletion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">replaced_by</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Callable</span></span></span><a class="reference internal" href="../../_modules/broadbean/broadbean.html#marked_for_deletion"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.broadbean.marked_for_deletion" title="Link to this definition">¶</a></dt>
+<dd><p>A decorator for functions we want to kill. The function still
+gets called.</p>
+</dd></dl>
+
+</section>
+<section id="module-broadbean.element">
+<span id="broadbean-element-module"></span><h2>broadbean.element module<a class="headerlink" href="#module-broadbean.element" title="Link to this heading">¶</a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="broadbean.element.Element">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">broadbean.element.</span></span><span class="sig-name descname"><span class="pre">Element</span></span><a class="reference internal" href="../../_modules/broadbean/element.html#Element"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.element.Element" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Object representing an element. An element is a collection of waves that
+are to be run simultaneously. The element consists of a number of channels
+that are then each filled with anything of the appropriate length.</p>
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.element.Element.SR">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">SR</span></span><a class="headerlink" href="#broadbean.element.Element.SR" title="Link to this definition">¶</a></dt>
+<dd><p>Returns the sample rate, if well-defined. Else raises
+an error about what went wrong.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.element.Element.addArray">
+<span class="sig-name descname"><span class="pre">addArray</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">channel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">waveform</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">ndarray</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">SR</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/element.html#Element.addArray"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.element.Element.addArray" title="Link to this definition">¶</a></dt>
+<dd><p>Add an array of voltage value to the element on the specified channel.
+Overwrites whatever was there before. Markers can be specified via
+the kwargs, i.e. the kwargs must specify arrays of markers. The names
+can be ‘m1’, ‘m2’, ‘m3’, etc.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>channel</strong> – The channel number</p></li>
+<li><p><strong>waveform</strong> – The array of waveform values (V)</p></li>
+<li><p><strong>SR</strong> – The sample rate in Sa/s</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.element.Element.addBluePrint">
+<span class="sig-name descname"><span class="pre">addBluePrint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">channel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">blueprint</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#broadbean.blueprint.BluePrint" title="broadbean.blueprint.BluePrint"><span class="pre">BluePrint</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/element.html#Element.addBluePrint"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.element.Element.addBluePrint" title="Link to this definition">¶</a></dt>
+<dd><p>Add a blueprint to the element on the specified channel.
+Overwrites whatever was there before.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.element.Element.addFlags">
+<span class="sig-name descname"><span class="pre">addFlags</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">channel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">flags</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Sequence</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/element.html#Element.addFlags"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.element.Element.addFlags" title="Link to this definition">¶</a></dt>
+<dd><p>Adds flags for the specified channel.
+List of 4 flags, each of which should be 0 or “” for ‘No change’, 1 or “H” for ‘High’,
+2 or “L” for ‘Low’, 3 or “T” for ‘Toggle’, 4 or “P” for ‘Pulse’.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.element.Element.changeArg">
+<span class="sig-name descname"><span class="pre">changeArg</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">channel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">arg</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">replaceeverywhere</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/element.html#Element.changeArg"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.element.Element.changeArg" title="Link to this definition">¶</a></dt>
+<dd><p>Change the argument of a function of the blueprint on the specified
+channel.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>channel</strong> – The channel where the blueprint sits.</p></li>
+<li><p><strong>name</strong> – The name of the segment in which to change an argument</p></li>
+<li><p><strong>arg</strong> – Either the position (int) or name (str) of
+the argument to change</p></li>
+<li><p><strong>value</strong> – The new value of the argument</p></li>
+<li><p><strong>replaceeverywhere</strong> – If True, the same argument is overwritten
+in ALL segments where the name matches. E.g. ‘gaussian1’ will
+match ‘gaussian’, ‘gaussian2’, etc. If False, only the segment
+with exact name match gets a replacement.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Raises<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>ValueError</strong> – If the specified channel has no blueprint.</p></li>
+<li><p><strong>ValueError</strong> – If the argument can not be matched (either the argument
+    name does not match or the argument number is wrong).</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.element.Element.changeDuration">
+<span class="sig-name descname"><span class="pre">changeDuration</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">channel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">newdur</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">replaceeverywhere</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/element.html#Element.changeDuration"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.element.Element.changeDuration" title="Link to this definition">¶</a></dt>
+<dd><p>Change the duration of a segment of the blueprint on the specified
+channel</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>channel</strong> – The channel holding the blueprint in question</p></li>
+<li><p><strong>name</strong><strong>)</strong> – The name of the segment to modify</p></li>
+<li><p><strong>newdur</strong> – The new duration.</p></li>
+<li><p><strong>replaceeverywhere</strong> – If True, all segments
+matching the base
+name given will have their duration changed. If False, only the
+segment with an exact name match will have its duration
+changed. Default: False.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.element.Element.channels">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><a class="headerlink" href="#broadbean.element.Element.channels" title="Link to this definition">¶</a></dt>
+<dd><p>The channels that has something on them</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.element.Element.copy">
+<span class="sig-name descname"><span class="pre">copy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/element.html#Element.copy"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.element.Element.copy" title="Link to this definition">¶</a></dt>
+<dd><p>Return a copy of the element</p>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.element.Element.description">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#broadbean.element.Element.description" title="Link to this definition">¶</a></dt>
+<dd><p>Returns a dict describing the element.</p>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.element.Element.duration">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">duration</span></span><a class="headerlink" href="#broadbean.element.Element.duration" title="Link to this definition">¶</a></dt>
+<dd><p>Returns the duration in seconds of the element, if said duration is
+well-defined. Else raises an error.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.element.Element.element_from_description">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">element_from_description</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">element_dict</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/element.html#Element.element_from_description"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.element.Element.element_from_description" title="Link to this definition">¶</a></dt>
+<dd><p>Returns a blueprint from a description given as a dict</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>element_dict</strong> – a dict in the same form as returned by</p></li>
+<li><p><strong>Element.description</strong></p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.element.Element.getArrays">
+<span class="sig-name descname"><span class="pre">getArrays</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">includetime</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="../../_modules/broadbean/element.html#Element.getArrays"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.element.Element.getArrays" title="Link to this definition">¶</a></dt>
+<dd><p>Return arrays of the element. Heavily used by the Sequence.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>includetime</strong> – Whether to include time arrays. They will have the key
+‘time’. Time should be included when plotting, otherwise not.</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>Dictionary with channel numbers (ints) as keys and forged
+blueprints as values. A forged blueprint is a dict with
+the mandatory key ‘wfm’ and optional keys ‘m1’, ‘m2’, ‘m3’ (etc)
+and ‘time’.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>dict</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.element.Element.init_from_json">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">init_from_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path_to_file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#broadbean.element.Element" title="broadbean.element.Element"><span class="pre">Element</span></a></span></span><a class="reference internal" href="../../_modules/broadbean/element.html#Element.init_from_json"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.element.Element.init_from_json" title="Link to this definition">¶</a></dt>
+<dd><p>Reads Element from JSON file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path_to_file</strong> – the path to the file to be read ex:</p></li>
+<li><p><strong>path_to_file/Element.json</strong></p></li>
+<li><p><strong>write_to_json</strong> (<em>by the function</em>)</p></li>
+<li><p><strong>writen</strong> (<em>The JSON file needs to be structured as if it was</em>)</p></li>
+<li><p><strong>write_to_json</strong></p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.element.Element.points">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">points</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#broadbean.element.Element.points" title="Link to this definition">¶</a></dt>
+<dd><p>Returns the number of points of each channel if that number is
+well-defined. Else an error is raised.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.element.Element.validateDurations">
+<span class="sig-name descname"><span class="pre">validateDurations</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/element.html#Element.validateDurations"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.element.Element.validateDurations" title="Link to this definition">¶</a></dt>
+<dd><p>Check that all channels have the same specified duration, number of
+points and sample rate.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.element.Element.write_to_json">
+<span class="sig-name descname"><span class="pre">write_to_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path_to_file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/element.html#Element.write_to_json"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.element.Element.write_to_json" title="Link to this definition">¶</a></dt>
+<dd><p>Writes element to JSON file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path_to_file</strong> – the path to the file to write to ex:</p></li>
+<li><p><strong>path_to_file/element.json</strong></p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py exception">
+<dt class="sig sig-object py" id="broadbean.element.ElementDurationError">
+<em class="property"><span class="pre">exception</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">broadbean.element.</span></span><span class="sig-name descname"><span class="pre">ElementDurationError</span></span><a class="reference internal" href="../../_modules/broadbean/element.html#ElementDurationError"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.element.ElementDurationError" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Exception</span></code></p>
+</dd></dl>
+
+</section>
+<section id="module-broadbean.plotting">
+<span id="broadbean-plotting-module"></span><h2>broadbean.plotting module<a class="headerlink" href="#module-broadbean.plotting" title="Link to this heading">¶</a></h2>
+<dl class="py function">
+<dt class="sig sig-object py" id="broadbean.plotting.getSIScalingAndPrefix">
+<span class="sig-prename descclassname"><span class="pre">broadbean.plotting.</span></span><span class="sig-name descname"><span class="pre">getSIScalingAndPrefix</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">minmax</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="../../_modules/broadbean/plotting.html#getSIScalingAndPrefix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.plotting.getSIScalingAndPrefix" title="Link to this definition">¶</a></dt>
+<dd><p>Return the scaling exponent and unit prefix. E.g. (-2e-3, 1e-6) will
+return (1e3, ‘m’)</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>minmax</strong> – The (min, max) value of the signal</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p><dl class="simple">
+<dt>A tuple of the scaling (inverse of the prefix) and the prefix</dt><dd><p>string.</p>
+</dd>
+</dl>
+</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="broadbean.plotting.plotter">
+<span class="sig-prename descclassname"><span class="pre">broadbean.plotting.</span></span><span class="sig-name descname"><span class="pre">plotter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj_to_plot</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#broadbean.sequence.Sequence" title="broadbean.sequence.Sequence"><span class="pre">Sequence</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#broadbean.blueprint.BluePrint" title="broadbean.blueprint.BluePrint"><span class="pre">BluePrint</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#broadbean.element.Element" title="broadbean.element.Element"><span class="pre">Element</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">forger_kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/plotting.html#plotter"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.plotting.plotter" title="Link to this definition">¶</a></dt>
+<dd><p>The one plot function to be called. Turns whatever it gets
+into a sequence, forges it, and plots that.</p>
+</dd></dl>
+
+</section>
+<section id="module-broadbean.ripasso">
+<span id="broadbean-ripasso-module"></span><h2>broadbean.ripasso module<a class="headerlink" href="#module-broadbean.ripasso" title="Link to this heading">¶</a></h2>
+<dl class="py exception">
+<dt class="sig sig-object py" id="broadbean.ripasso.MissingFrequenciesError">
+<em class="property"><span class="pre">exception</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">broadbean.ripasso.</span></span><span class="sig-name descname"><span class="pre">MissingFrequenciesError</span></span><a class="reference internal" href="../../_modules/broadbean/ripasso.html#MissingFrequenciesError"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.ripasso.MissingFrequenciesError" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Exception</span></code></p>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="broadbean.ripasso.applyCustomTransferFunction">
+<span class="sig-prename descclassname"><span class="pre">broadbean.ripasso.</span></span><span class="sig-name descname"><span class="pre">applyCustomTransferFunction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">signal</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">SR</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tf_freqs</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tf_amp</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">invert</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/ripasso.html#applyCustomTransferFunction"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.ripasso.applyCustomTransferFunction" title="Link to this definition">¶</a></dt>
+<dd><p>Apply custom transfer function</p>
+<p>Given a signal, its sample rate, and a provided transfer function, apply
+the transfer function to the signal.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>signal</strong> (<em>np.array</em>) – A numpy array containing the signal</p></li>
+<li><p><strong>SR</strong> (<em>int</em>) – The sample rate of the signal (Sa/s)</p></li>
+<li><p><strong>tf_freqs</strong> (<em>np.array</em>) – The frequencies of the transfer function. Must
+be monotonically increasing.</p></li>
+<li><p><strong>tf_amp</strong> (<em>np.array</em>) – The amplitude of the transfer function. Must be
+dimensionless.</p></li>
+<li><p><strong>invert</strong> (<em>Optional</em><em>[</em><em>bool</em><em>]</em>) – If True, the inverse transfer function is
+applied. Default: False.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The modified signal.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>np.array</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="broadbean.ripasso.applyInverseRCFilter">
+<span class="sig-prename descclassname"><span class="pre">broadbean.ripasso.</span></span><span class="sig-name descname"><span class="pre">applyInverseRCFilter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">signal</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">SR</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kind</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">f_cut</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">DCgain</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/ripasso.html#applyInverseRCFilter"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.ripasso.applyInverseRCFilter" title="Link to this definition">¶</a></dt>
+<dd><p>Apply the inverse of an RC-circuit filter to a signal and return the
+compensated signal.</p>
+<p>Note that a high-pass filter in principle has identically zero DC
+gain which requires an infinite offset to compensate.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>signal</strong> (<em>np.array</em>) – The input signal. The signal is assumed to start at
+t=0 and be evenly sampled at sample rate SR.</p></li>
+<li><p><strong>SR</strong> (<em>int</em>) – Sample rate (Sa/s) of the input signal</p></li>
+<li><p><strong>kind</strong> (<em>str</em>) – The type of filter. Either ‘HP’ or ‘LP’.</p></li>
+<li><p><strong>f_cut</strong> (<em>float</em>) – The cutoff frequency of the filter (Hz)</p></li>
+<li><p><strong>order</strong> (<em>int</em>) – The order of the filter. The first order filter is
+applied order times.</p></li>
+<li><p><strong>DCgain</strong> (<em>Optional</em><em>[</em><em>float</em><em>]</em>) – The DC gain of the filter. ONLY used by the
+high-pass filter. Default: 1.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The filtered signal along the original time axis. Imaginary
+parts are discarded prior to return.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>np.array</p>
+</dd>
+<dt class="field-even">Raises<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>ValueError</strong> – If kind is neither ‘HP’ nor ‘LP’</p></li>
+<li><p><strong>ValueError</strong> – If DCgain is zero.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="broadbean.ripasso.applyRCFilter">
+<span class="sig-prename descclassname"><span class="pre">broadbean.ripasso.</span></span><span class="sig-name descname"><span class="pre">applyRCFilter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">signal</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">SR</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kind</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">f_cut</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">DCgain</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/ripasso.html#applyRCFilter"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.ripasso.applyRCFilter" title="Link to this definition">¶</a></dt>
+<dd><p>Apply a simple RC-circuit filter
+to signal and return the filtered signal.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>signal</strong> (<em>np.array</em>) – The input signal. The signal is assumed to start at
+t=0 and be evenly sampled at sample rate SR.</p></li>
+<li><p><strong>SR</strong> (<em>int</em>) – Sample rate (Sa/s) of the input signal</p></li>
+<li><p><strong>kind</strong> (<em>str</em>) – The type of filter. Either ‘HP’ or ‘LP’.</p></li>
+<li><p><strong>f_cut</strong> (<em>float</em>) – The cutoff frequency of the filter (Hz)</p></li>
+<li><p><strong>order</strong> (<em>int</em>) – The order of the filter. The first order filter is
+applied order times.</p></li>
+<li><p><strong>DCgain</strong> (<em>Optional</em><em>[</em><em>float</em><em>]</em>) – The DC gain of the filter. ONLY used by the
+high-pass filter. Default: 0.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The filtered signal along the original time axis. Imaginary
+parts are discarded prior to return.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>np.array</p>
+</dd>
+<dt class="field-even">Raises<span class="colon">:</span></dt>
+<dd class="field-even"><p><strong>ValueError</strong> – If kind is neither ‘HP’ nor ‘LP’</p>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+<section id="module-broadbean.sequence">
+<span id="broadbean-sequence-module"></span><h2>broadbean.sequence module<a class="headerlink" href="#module-broadbean.sequence" title="Link to this heading">¶</a></h2>
+<dl class="py exception">
+<dt class="sig sig-object py" id="broadbean.sequence.InvalidForgedSequenceError">
+<em class="property"><span class="pre">exception</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">broadbean.sequence.</span></span><span class="sig-name descname"><span class="pre">InvalidForgedSequenceError</span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#InvalidForgedSequenceError"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.InvalidForgedSequenceError" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Exception</span></code></p>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">broadbean.sequence.</span></span><span class="sig-name descname"><span class="pre">Sequence</span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Sequence object</p>
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.SR">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">SR</span></span><a class="headerlink" href="#broadbean.sequence.Sequence.SR" title="Link to this definition">¶</a></dt>
+<dd><p>Returns the sample rate, if defined. Else returns -1.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.addElement">
+<span class="sig-name descname"><span class="pre">addElement</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">position</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">element</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#broadbean.element.Element" title="broadbean.element.Element"><span class="pre">Element</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.addElement"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.addElement" title="Link to this definition">¶</a></dt>
+<dd><p>Add an element to the sequence. Overwrites previous values.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>position</strong> (<em>int</em>) – The sequence position of the element (lowest: 1)</p></li>
+<li><p><strong>element</strong> (<a class="reference internal" href="#broadbean.element.Element" title="broadbean.element.Element"><em>Element</em></a>) – An element instance</p></li>
+</ul>
+</dd>
+<dt class="field-even">Raises<span class="colon">:</span></dt>
+<dd class="field-even"><p><strong>ValueError</strong> – If the element has inconsistent durations</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.addSubSequence">
+<span class="sig-name descname"><span class="pre">addSubSequence</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">position</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">subsequence</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="#broadbean.sequence.Sequence" title="broadbean.sequence.Sequence"><span class="pre">Sequence</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.addSubSequence"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.addSubSequence" title="Link to this definition">¶</a></dt>
+<dd><p>Add a subsequence to the sequence. Overwrites anything previously
+assigned to this position. The subsequence can not contain any
+subsequences itself.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>position</strong> – The sequence position (starting from 1)</p></li>
+<li><p><strong>subsequence</strong> – The subsequence to add</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.channels">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">channels</span></span><a class="headerlink" href="#broadbean.sequence.Sequence.channels" title="Link to this definition">¶</a></dt>
+<dd><p>Returns a list of the specified channels of the sequence</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.checkConsistency">
+<span class="sig-name descname"><span class="pre">checkConsistency</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">verbose</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.checkConsistency"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.checkConsistency" title="Link to this definition">¶</a></dt>
+<dd><p>Checks wether the sequence can be built, i.e. wether all elements
+have waveforms on the same channels and of the same length.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.copy">
+<span class="sig-name descname"><span class="pre">copy</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.copy"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.copy" title="Link to this definition">¶</a></dt>
+<dd><p>Returns a copy of the sequence.</p>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.description">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">description</span></span><a class="headerlink" href="#broadbean.sequence.Sequence.description" title="Link to this definition">¶</a></dt>
+<dd><p>Return a dictionary fully describing the Sequence.</p>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.duration">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">duration</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span></em><a class="headerlink" href="#broadbean.sequence.Sequence.duration" title="Link to this definition">¶</a></dt>
+<dd><p>Returns the duration in seconds of the sequence.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.element">
+<span class="sig-name descname"><span class="pre">element</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pos</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.element"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.element" title="Link to this definition">¶</a></dt>
+<dd><p>Returns the element at the given position. Changes made to the return
+value of this methods will apply to the sequence. If this is undesired,
+make a copy of the returned element using Element.copy</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>pos</strong> (<em>int</em>) – The sequence position</p>
+</dd>
+<dt class="field-even">Raises<span class="colon">:</span></dt>
+<dd class="field-even"><p><strong>KeyError</strong> – If no element is specified at the given position</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.forge">
+<span class="sig-name descname"><span class="pre">forge</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">apply_delays</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">apply_filters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">includetime</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">dict</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.forge"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.forge" title="Link to this definition">¶</a></dt>
+<dd><p>Forge the sequence, applying all specified transformations
+(delays and ripasso filter corrections). Copies the data, so
+that the sequence is not modified by forging.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>apply_delays</strong> – Whether to apply the assigned channel delays
+(if any)</p></li>
+<li><p><strong>apply_filters</strong> – Whether to apply the assigned channel filters
+(if any)</p></li>
+<li><p><strong>includetime</strong> – Whether to include the time axis and the segment
+durations (a list) with the arrays. Used for plotting.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>A nested dictionary holding the forged sequence.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.init_from_json">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">init_from_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path_to_file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#broadbean.sequence.Sequence" title="broadbean.sequence.Sequence"><span class="pre">Sequence</span></a></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.init_from_json"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.init_from_json" title="Link to this definition">¶</a></dt>
+<dd><p>Reads sequense from JSON file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path_to_file</strong> – the path to the file to be read ex:</p></li>
+<li><p><strong>path_to_file/sequense.json</strong></p></li>
+<li><p><strong>write_to_json</strong> (<em>by the function</em>)</p></li>
+<li><p><strong>writen</strong> (<em>The JSON file needs to be structured as if it was</em>)</p></li>
+<li><p><strong>write_to_json</strong></p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.length_sequenceelements">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">length_sequenceelements</span></span><a class="headerlink" href="#broadbean.sequence.Sequence.length_sequenceelements" title="Link to this definition">¶</a></dt>
+<dd><p>Returns the current number of specified sequence elements</p>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.name">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">name</span></span><a class="headerlink" href="#broadbean.sequence.Sequence.name" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.outputForAWGFile">
+<span class="sig-name descname"><span class="pre">outputForAWGFile</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.outputForAWGFile"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.outputForAWGFile" title="Link to this definition">¶</a></dt>
+<dd><p>Returns a sliceable object with items matching the call
+signature of the ‘make_*_awg_file’ functions of the QCoDeS
+AWG5014 driver. One may then construct an awg file as follows
+(assuming that seq is the sequence object):</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">package</span> <span class="o">=</span> <span class="n">seq</span><span class="o">.</span><span class="n">outputForAWGFile</span><span class="p">()</span>
+<span class="n">make_awg_file</span><span class="p">(</span><span class="o">*</span><span class="n">package</span><span class="p">[:],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+</pre></div>
+</div>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.outputForSEQXFile">
+<span class="sig-name descname"><span class="pre">outputForSEQXFile</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.outputForSEQXFile"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.outputForSEQXFile" title="Link to this definition">¶</a></dt>
+<dd><p>Generate a tuple matching the call signature of the QCoDeS
+AWG70000A driver’s <cite>makeSEQXFile</cite> function. If channel delays
+have been specified, they are added to the ouput before exporting.
+The intended use of this function together with the QCoDeS driver is</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">pkg</span> <span class="o">=</span> <span class="n">seq</span><span class="o">.</span><span class="n">outputForSEQXFile</span><span class="p">()</span>
+<span class="n">seqx</span> <span class="o">=</span> <span class="n">awg70000A</span><span class="o">.</span><span class="n">makeSEQXFile</span><span class="p">(</span><span class="o">*</span><span class="n">pkg</span><span class="p">)</span>
+</pre></div>
+</div>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p><dl class="simple">
+<dt>A tuple holding (trig_waits, nreps, event_jumps, event_jump_to,</dt><dd><p>go_to, wfms, amplitudes, seqname)</p>
+</dd>
+</dl>
+</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.outputForSEQXFileWithFlags">
+<span class="sig-name descname"><span class="pre">outputForSEQXFileWithFlags</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">ndarray</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.outputForSEQXFileWithFlags"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.outputForSEQXFileWithFlags" title="Link to this definition">¶</a></dt>
+<dd><p>Generate a tuple matching the call signature of the QCoDeS
+AWG70000A driver’s <cite>makeSEQXFile</cite> function. Same as outputForSEQXFile(),
+but also includes information about the flags.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
+<dd class="field-odd"><p><dl class="simple">
+<dt>A tuple holding (trig_waits, nreps, event_jumps, event_jump_to,</dt><dd><p>go_to, wfms, amplitudes, seqname, flags)</p>
+</dd>
+</dl>
+</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.points">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">points</span></span><a class="headerlink" href="#broadbean.sequence.Sequence.points" title="Link to this definition">¶</a></dt>
+<dd><p>Returns the number of points of the sequence, disregarding
+sequencing info (like repetitions). Useful for asserting upload
+times, i.e. the size of the built sequence.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.sequence_from_description">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">sequence_from_description</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">seq_dict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#broadbean.sequence.Sequence" title="broadbean.sequence.Sequence"><span class="pre">Sequence</span></a></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.sequence_from_description"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.sequence_from_description" title="Link to this definition">¶</a></dt>
+<dd><p>Returns a sequence from a description given as a dict</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>seq_dict</strong> – a dict in the same form as returned by</p></li>
+<li><p><strong>Sequence.description</strong></p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.setChannelAmplitude">
+<span class="sig-name descname"><span class="pre">setChannelAmplitude</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">channel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ampl</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.setChannelAmplitude"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.setChannelAmplitude" title="Link to this definition">¶</a></dt>
+<dd><p>Assign the physical voltage amplitude of the channel. This is used
+when making output for real instruments.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>channel</strong> – The channel number</p></li>
+<li><p><strong>ampl</strong> – The channel peak-to-peak amplitude (V)</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.setChannelDelay">
+<span class="sig-name descname"><span class="pre">setChannelDelay</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">channel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">delay</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.setChannelDelay"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.setChannelDelay" title="Link to this definition">¶</a></dt>
+<dd><p>Assign a delay to a channel. This is used when making output for .awg
+files. Use the delay to compensate for cable length differences etc.
+Zeros are prepended to the waveforms to delay them and correspondingly
+appended to non (or less) delayed channels.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>channel</strong> – The channel number/name</p></li>
+<li><p><strong>delay</strong> – The required delay (s)</p></li>
+</ul>
+</dd>
+<dt class="field-even">Raises<span class="colon">:</span></dt>
+<dd class="field-even"><p><strong>ValueError</strong> – If a non-integer or non-non-negative channel number is
+    given.</p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.setChannelFilterCompensation">
+<span class="sig-name descname"><span class="pre">setChannelFilterCompensation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">channel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kind</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">f_cut</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tau</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.setChannelFilterCompensation"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.setChannelFilterCompensation" title="Link to this definition">¶</a></dt>
+<dd><p>Specify a filter to compensate for.</p>
+<p>The specified channel will get a compensation (pre-distorion) to
+compensate for the specified frequency filter. Just to be clear:
+the INVERSE transfer function of the one you specify is applied.
+Only compensation for simple RC-circuit type high pass and low
+pass is supported.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>channel</strong> – The channel to apply this to.</p></li>
+<li><p><strong>kind</strong> – Either ‘LP’ or ‘HP’</p></li>
+<li><p><strong>order</strong> – The order of the filter to compensate for.
+May be negative. Default: 1.</p></li>
+<li><p><strong>f_cut</strong> – The cut_off frequency (Hz).</p></li>
+<li><p><strong>tau</strong><strong>)</strong> – The time constant (s). Note that
+tau = 1/f_cut and that only one of the two can be specified.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Raises<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>ValueError</strong> – If kind is not ‘LP’ or ‘HP’</p></li>
+<li><p><strong>ValueError</strong> – If order is not an int.</p></li>
+<li><p><a class="reference internal" href="#broadbean.sequence.SpecificationInconsistencyError" title="broadbean.sequence.SpecificationInconsistencyError"><strong>SpecificationInconsistencyError</strong></a> – If both f_cut and tau are given.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.setChannelOffset">
+<span class="sig-name descname"><span class="pre">setChannelOffset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">channel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.setChannelOffset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.setChannelOffset" title="Link to this definition">¶</a></dt>
+<dd><p>Assign the physical voltage offset of the channel. This is used
+by some backends when making output for real instruments</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>channel</strong> – The channel number/name</p></li>
+<li><p><strong>offset</strong> – The channel offset (V)</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.setChannelVoltageRange">
+<span class="sig-name descname"><span class="pre">setChannelVoltageRange</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">channel</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ampl</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.setChannelVoltageRange"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.setChannelVoltageRange" title="Link to this definition">¶</a></dt>
+<dd><p>Assign the physical voltages of the channel. This is used when making
+output for .awg files. The corresponding parameters in the QCoDeS
+AWG5014 driver are called chXX_amp and chXX_offset. Please ensure that
+the channel in question is indeed in ampl/offset mode and not in
+high/low mode.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>channel</strong> (<em>int</em>) – The channel number</p></li>
+<li><p><strong>ampl</strong> (<em>float</em>) – The channel peak-to-peak amplitude (V)</p></li>
+<li><p><strong>offset</strong> (<em>float</em>) – The channel offset (V)</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.setSR">
+<span class="sig-name descname"><span class="pre">setSR</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">SR</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.setSR"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.setSR" title="Link to this definition">¶</a></dt>
+<dd><p>Set the sample rate for the sequence</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.setSequenceSettings">
+<span class="sig-name descname"><span class="pre">setSequenceSettings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pos</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">wait</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nreps</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jump</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">goto</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.setSequenceSettings"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.setSequenceSettings" title="Link to this definition">¶</a></dt>
+<dd><p>Set the sequence setting for the sequence element at pos.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>pos</strong> (<em>int</em>) – The sequence element (counting from 1)</p></li>
+<li><p><strong>wait</strong> (<em>int</em>) – The wait state specifying whether to wait for a
+trigger. 0: OFF, don’t wait, 1: ON, wait. For some backends,
+additional integers are allowed to specify the trigger input.
+0 always means off.</p></li>
+<li><p><strong>nreps</strong> (<em>int</em>) – Number of repetitions. 0 corresponds to infinite
+repetitions</p></li>
+<li><p><strong>jump</strong> (<em>int</em>) – Event jump target, the position of a sequence element.
+If 0, the event jump state is off.</p></li>
+<li><p><strong>goto</strong> (<em>int</em>) – Goto target, the position of a sequence element.
+0 means next.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.setSequencingEventInput">
+<span class="sig-name descname"><span class="pre">setSequencingEventInput</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pos</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jump_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.setSequencingEventInput"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.setSequencingEventInput" title="Link to this definition">¶</a></dt>
+<dd><p>Set the event input for the sequence element at pos. This setting is
+ignored by the AWG 5014.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>pos</strong> – The sequence element (counting from 1)</p></li>
+<li><p><strong>jump_input</strong> – The input specifier,  0 for off,
+1 for ‘TrigA’, 2 for ‘TrigB’, 3 for ‘Internal’.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.setSequencingEventJumpTarget">
+<span class="sig-name descname"><span class="pre">setSequencingEventJumpTarget</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pos</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jump_target</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.setSequencingEventJumpTarget"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.setSequencingEventJumpTarget" title="Link to this definition">¶</a></dt>
+<dd><p>Set the event jump target for the sequence element at pos.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>pos</strong> – The sequence element (counting from 1)</p></li>
+<li><p><strong>jump_target</strong> – The sequence element to jump to (counting from 1)</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.setSequencingGoto">
+<span class="sig-name descname"><span class="pre">setSequencingGoto</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pos</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">goto</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.setSequencingGoto"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.setSequencingGoto" title="Link to this definition">¶</a></dt>
+<dd><p>Set the goto target (which element to play after the current one ends)
+for the sequence element at pos.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>pos</strong> – The sequence element (counting from 1)</p></li>
+<li><p><strong>goto</strong> – The position of the element to play. 0 means ‘next in line’</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.setSequencingNumberOfRepetitions">
+<span class="sig-name descname"><span class="pre">setSequencingNumberOfRepetitions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pos</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nrep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.setSequencingNumberOfRepetitions"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.setSequencingNumberOfRepetitions" title="Link to this definition">¶</a></dt>
+<dd><p>Set the number of repetitions for the sequence element at pos.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>pos</strong> – The sequence element (counting from 1)</p></li>
+<li><p><strong>nrep</strong> – The number of repetitions (0 means infinite)</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.setSequencingTriggerWait">
+<span class="sig-name descname"><span class="pre">setSequencingTriggerWait</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pos</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">wait</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.setSequencingTriggerWait"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.setSequencingTriggerWait" title="Link to this definition">¶</a></dt>
+<dd><p>Set the trigger wait for the sequence element at pos. For
+AWG 5014 out, this can be 0 or 1, For AWG 70000A output, this
+can be 0, 1, 2, or 3.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>pos</strong> – The sequence element (counting from 1)</p></li>
+<li><p><strong>wait</strong> – The wait state/input depending on backend.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="broadbean.sequence.Sequence.write_to_json">
+<span class="sig-name descname"><span class="pre">write_to_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path_to_file</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">None</span></span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#Sequence.write_to_json"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.Sequence.write_to_json" title="Link to this definition">¶</a></dt>
+<dd><p>Writes sequences to JSON file</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>path_to_file</strong> – the path to the file to write to ex:</p></li>
+<li><p><strong>path_to_file/sequense.json</strong></p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py exception">
+<dt class="sig sig-object py" id="broadbean.sequence.SequenceCompatibilityError">
+<em class="property"><span class="pre">exception</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">broadbean.sequence.</span></span><span class="sig-name descname"><span class="pre">SequenceCompatibilityError</span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#SequenceCompatibilityError"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.SequenceCompatibilityError" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Exception</span></code></p>
+</dd></dl>
+
+<dl class="py exception">
+<dt class="sig sig-object py" id="broadbean.sequence.SequenceConsistencyError">
+<em class="property"><span class="pre">exception</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">broadbean.sequence.</span></span><span class="sig-name descname"><span class="pre">SequenceConsistencyError</span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#SequenceConsistencyError"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.SequenceConsistencyError" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Exception</span></code></p>
+</dd></dl>
+
+<dl class="py exception">
+<dt class="sig sig-object py" id="broadbean.sequence.SequencingError">
+<em class="property"><span class="pre">exception</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">broadbean.sequence.</span></span><span class="sig-name descname"><span class="pre">SequencingError</span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#SequencingError"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.SequencingError" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Exception</span></code></p>
+</dd></dl>
+
+<dl class="py exception">
+<dt class="sig sig-object py" id="broadbean.sequence.SpecificationInconsistencyError">
+<em class="property"><span class="pre">exception</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">broadbean.sequence.</span></span><span class="sig-name descname"><span class="pre">SpecificationInconsistencyError</span></span><a class="reference internal" href="../../_modules/broadbean/sequence.html#SpecificationInconsistencyError"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.sequence.SpecificationInconsistencyError" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Exception</span></code></p>
+</dd></dl>
+
+</section>
+<section id="module-broadbean.tools">
+<span id="broadbean-tools-module"></span><h2>broadbean.tools module<a class="headerlink" href="#module-broadbean.tools" title="Link to this heading">¶</a></h2>
+<dl class="py function">
+<dt class="sig sig-object py" id="broadbean.tools.makeLinearlyVaryingSequence">
+<span class="sig-prename descclassname"><span class="pre">broadbean.tools.</span></span><span class="sig-name descname"><span class="pre">makeLinearlyVaryingSequence</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">baseelement</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">channel</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">arg</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stop</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">step</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/tools.html#makeLinearlyVaryingSequence"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.tools.makeLinearlyVaryingSequence" title="Link to this definition">¶</a></dt>
+<dd><p>Make a pulse sequence where a single parameter varies linearly.
+The pulse sequence will consist of N copies of the same element with just
+the specified argument changed (N = abs(stop-start)/steps)</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>baseelement</strong> (<a class="reference internal" href="#broadbean.element.Element" title="broadbean.element.Element"><em>Element</em></a>) – The basic element.</p></li>
+<li><p><strong>channel</strong> (<em>int</em>) – The channel where the change should happen</p></li>
+<li><p><strong>name</strong> (<em>str</em>) – Name of the blueprint segment to change</p></li>
+<li><p><strong>arg</strong> (<em>Union</em><em>[</em><em>str</em><em>, </em><em>int</em><em>]</em>) – Name (str) or position (int) of the argument
+to change. If the arg is ‘duration’, the duration is changed
+instead.</p></li>
+<li><p><strong>start</strong> (<em>float</em>) – Start point of the variation (included)</p></li>
+<li><p><strong>stop</strong> (<em>float</em>) – Stop point of the variation (included)</p></li>
+<li><p><strong>step</strong> (<em>float</em>) – Increment of the variation</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="broadbean.tools.makeVaryingSequence">
+<span class="sig-prename descclassname"><span class="pre">broadbean.tools.</span></span><span class="sig-name descname"><span class="pre">makeVaryingSequence</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">baseelement</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">channels</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">names</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">iters</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/tools.html#makeVaryingSequence"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.tools.makeVaryingSequence" title="Link to this definition">¶</a></dt>
+<dd><p>Make a pulse sequence where N parameters vary simultaneously in M steps.
+The user inputs a baseelement which is copied M times and changed
+according to the given inputs.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>baseelement</strong> (<a class="reference internal" href="#broadbean.element.Element" title="broadbean.element.Element"><em>Element</em></a>) – The basic element.</p></li>
+<li><p><strong>channels</strong> (<em>Union</em><em>[</em><em>list</em><em>, </em><em>tuple</em><em>]</em>) – Either a list or a tuple of channels on
+which to find the blueprint to change. Must have length N.</p></li>
+<li><p><strong>names</strong> (<em>Union</em><em>[</em><em>list</em><em>, </em><em>tuple</em><em>]</em>) – Either a list or a tuple of names of the
+segment to change. Must have length N.</p></li>
+<li><p><strong>args</strong> (<em>Union</em><em>[</em><em>list</em><em>, </em><em>tuple</em><em>]</em>) – Either a list or a tuple of argument
+specifications for the argument to change. Use ‘duration’ to change
+the segment duration. Must have length N.</p></li>
+<li><p><strong>iters</strong> (<em>Union</em><em>[</em><em>list</em><em>, </em><em>tuple</em><em>]</em>) – Either a list or a tuple of length N
+containing Union[list, tuple, range] of length M.</p></li>
+</ul>
+</dd>
+<dt class="field-even">Raises<span class="colon">:</span></dt>
+<dd class="field-even"><ul class="simple">
+<li><p><strong>ValueError</strong> – If not channels, names, args, and iters are of the same
+    length.</p></li>
+<li><p><strong>ValueError</strong> – If not each iter in iters specifies the same number of
+    values.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="broadbean.tools.repeatAndVarySequence">
+<span class="sig-prename descclassname"><span class="pre">broadbean.tools.</span></span><span class="sig-name descname"><span class="pre">repeatAndVarySequence</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">seq</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">poss</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">channels</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">names</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">iters</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/broadbean/tools.html#repeatAndVarySequence"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#broadbean.tools.repeatAndVarySequence" title="Link to this definition">¶</a></dt>
+<dd><p>Repeat a sequence and vary part(s) of it. Returns a new sequence.
+Given N specifications of M steps, N parameters are varied in M
+steps.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>seq</strong> (<a class="reference internal" href="#broadbean.sequence.Sequence" title="broadbean.sequence.Sequence"><em>Sequence</em></a>) – The sequence to be repeated.</p></li>
+<li><p><strong>poss</strong> (<em>Union</em><em>[</em><em>list</em><em>, </em><em>tuple</em><em>]</em>) – A length N list/tuple specifying at which
+sequence position(s) the blueprint to change is.</p></li>
+<li><p><strong>channels</strong> (<em>Union</em><em>[</em><em>list</em><em>, </em><em>tuple</em><em>]</em>) – A length N list/tuple specifying on
+which channel(s) the blueprint to change is.</p></li>
+<li><p><strong>names</strong> (<em>Union</em><em>[</em><em>list</em><em>, </em><em>tuple</em><em>]</em>) – A length N list/tuple specifying the name
+of the segment to change.</p></li>
+<li><p><strong>args</strong> (<em>Union</em><em>[</em><em>list</em><em>, </em><em>tuple</em><em>]</em>) – A length N list/tuple specifying which
+argument to change. A valid argument is also ‘duration’.</p></li>
+<li><p><strong>iters</strong> (<em>Union</em><em>[</em><em>list</em><em>, </em><em>tuple</em><em>]</em>) – A length N list/tuple containing length
+M indexable iterables with the values to step through.</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
+<section id="module-broadbean">
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-broadbean" title="Link to this heading">¶</a></h2>
+</section>
+</section>
+
+        </article>
+      </div>
+      <footer>
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+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">broadbean package</a><ul>
+<li><a class="reference internal" href="#submodules">Submodules</a></li>
+<li><a class="reference internal" href="#module-broadbean.blueprint">broadbean.blueprint module</a><ul>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint"><code class="docutils literal notranslate"><span class="pre">BluePrint</span></code></a><ul>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.SR"><code class="docutils literal notranslate"><span class="pre">BluePrint.SR</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.blueprint_from_description"><code class="docutils literal notranslate"><span class="pre">BluePrint.blueprint_from_description()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.changeArg"><code class="docutils literal notranslate"><span class="pre">BluePrint.changeArg()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.changeDuration"><code class="docutils literal notranslate"><span class="pre">BluePrint.changeDuration()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.copy"><code class="docutils literal notranslate"><span class="pre">BluePrint.copy()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.description"><code class="docutils literal notranslate"><span class="pre">BluePrint.description</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.duration"><code class="docutils literal notranslate"><span class="pre">BluePrint.duration</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.durations"><code class="docutils literal notranslate"><span class="pre">BluePrint.durations</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.init_from_json"><code class="docutils literal notranslate"><span class="pre">BluePrint.init_from_json()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.insertSegment"><code class="docutils literal notranslate"><span class="pre">BluePrint.insertSegment()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.length_segments"><code class="docutils literal notranslate"><span class="pre">BluePrint.length_segments</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.points"><code class="docutils literal notranslate"><span class="pre">BluePrint.points</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.removeSegment"><code class="docutils literal notranslate"><span class="pre">BluePrint.removeSegment()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.removeSegmentMarker"><code class="docutils literal notranslate"><span class="pre">BluePrint.removeSegmentMarker()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.setSR"><code class="docutils literal notranslate"><span class="pre">BluePrint.setSR()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.setSegmentMarker"><code class="docutils literal notranslate"><span class="pre">BluePrint.setSegmentMarker()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.showPrint"><code class="docutils literal notranslate"><span class="pre">BluePrint.showPrint()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.blueprint.BluePrint.write_to_json"><code class="docutils literal notranslate"><span class="pre">BluePrint.write_to_json()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#broadbean.blueprint.SegmentDurationError"><code class="docutils literal notranslate"><span class="pre">SegmentDurationError</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#module-broadbean.broadbean">broadbean.broadbean module</a><ul>
+<li><a class="reference internal" href="#broadbean.broadbean.PulseAtoms"><code class="docutils literal notranslate"><span class="pre">PulseAtoms</span></code></a><ul>
+<li><a class="reference internal" href="#broadbean.broadbean.PulseAtoms.arb_func"><code class="docutils literal notranslate"><span class="pre">PulseAtoms.arb_func()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.broadbean.PulseAtoms.gaussian"><code class="docutils literal notranslate"><span class="pre">PulseAtoms.gaussian()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.broadbean.PulseAtoms.gaussian_smooth_cutoff"><code class="docutils literal notranslate"><span class="pre">PulseAtoms.gaussian_smooth_cutoff()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.broadbean.PulseAtoms.ramp"><code class="docutils literal notranslate"><span class="pre">PulseAtoms.ramp()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.broadbean.PulseAtoms.sine"><code class="docutils literal notranslate"><span class="pre">PulseAtoms.sine()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.broadbean.PulseAtoms.waituntil"><code class="docutils literal notranslate"><span class="pre">PulseAtoms.waituntil()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#broadbean.broadbean.marked_for_deletion"><code class="docutils literal notranslate"><span class="pre">marked_for_deletion()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#module-broadbean.element">broadbean.element module</a><ul>
+<li><a class="reference internal" href="#broadbean.element.Element"><code class="docutils literal notranslate"><span class="pre">Element</span></code></a><ul>
+<li><a class="reference internal" href="#broadbean.element.Element.SR"><code class="docutils literal notranslate"><span class="pre">Element.SR</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.element.Element.addArray"><code class="docutils literal notranslate"><span class="pre">Element.addArray()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.element.Element.addBluePrint"><code class="docutils literal notranslate"><span class="pre">Element.addBluePrint()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.element.Element.addFlags"><code class="docutils literal notranslate"><span class="pre">Element.addFlags()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.element.Element.changeArg"><code class="docutils literal notranslate"><span class="pre">Element.changeArg()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.element.Element.changeDuration"><code class="docutils literal notranslate"><span class="pre">Element.changeDuration()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.element.Element.channels"><code class="docutils literal notranslate"><span class="pre">Element.channels</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.element.Element.copy"><code class="docutils literal notranslate"><span class="pre">Element.copy()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.element.Element.description"><code class="docutils literal notranslate"><span class="pre">Element.description</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.element.Element.duration"><code class="docutils literal notranslate"><span class="pre">Element.duration</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.element.Element.element_from_description"><code class="docutils literal notranslate"><span class="pre">Element.element_from_description()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.element.Element.getArrays"><code class="docutils literal notranslate"><span class="pre">Element.getArrays()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.element.Element.init_from_json"><code class="docutils literal notranslate"><span class="pre">Element.init_from_json()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.element.Element.points"><code class="docutils literal notranslate"><span class="pre">Element.points</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.element.Element.validateDurations"><code class="docutils literal notranslate"><span class="pre">Element.validateDurations()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.element.Element.write_to_json"><code class="docutils literal notranslate"><span class="pre">Element.write_to_json()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#broadbean.element.ElementDurationError"><code class="docutils literal notranslate"><span class="pre">ElementDurationError</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#module-broadbean.plotting">broadbean.plotting module</a><ul>
+<li><a class="reference internal" href="#broadbean.plotting.getSIScalingAndPrefix"><code class="docutils literal notranslate"><span class="pre">getSIScalingAndPrefix()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.plotting.plotter"><code class="docutils literal notranslate"><span class="pre">plotter()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#module-broadbean.ripasso">broadbean.ripasso module</a><ul>
+<li><a class="reference internal" href="#broadbean.ripasso.MissingFrequenciesError"><code class="docutils literal notranslate"><span class="pre">MissingFrequenciesError</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.ripasso.applyCustomTransferFunction"><code class="docutils literal notranslate"><span class="pre">applyCustomTransferFunction()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.ripasso.applyInverseRCFilter"><code class="docutils literal notranslate"><span class="pre">applyInverseRCFilter()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.ripasso.applyRCFilter"><code class="docutils literal notranslate"><span class="pre">applyRCFilter()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#module-broadbean.sequence">broadbean.sequence module</a><ul>
+<li><a class="reference internal" href="#broadbean.sequence.InvalidForgedSequenceError"><code class="docutils literal notranslate"><span class="pre">InvalidForgedSequenceError</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence"><code class="docutils literal notranslate"><span class="pre">Sequence</span></code></a><ul>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.SR"><code class="docutils literal notranslate"><span class="pre">Sequence.SR</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.addElement"><code class="docutils literal notranslate"><span class="pre">Sequence.addElement()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.addSubSequence"><code class="docutils literal notranslate"><span class="pre">Sequence.addSubSequence()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.channels"><code class="docutils literal notranslate"><span class="pre">Sequence.channels</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.checkConsistency"><code class="docutils literal notranslate"><span class="pre">Sequence.checkConsistency()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.copy"><code class="docutils literal notranslate"><span class="pre">Sequence.copy()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.description"><code class="docutils literal notranslate"><span class="pre">Sequence.description</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.duration"><code class="docutils literal notranslate"><span class="pre">Sequence.duration</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.element"><code class="docutils literal notranslate"><span class="pre">Sequence.element()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.forge"><code class="docutils literal notranslate"><span class="pre">Sequence.forge()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.init_from_json"><code class="docutils literal notranslate"><span class="pre">Sequence.init_from_json()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.length_sequenceelements"><code class="docutils literal notranslate"><span class="pre">Sequence.length_sequenceelements</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.name"><code class="docutils literal notranslate"><span class="pre">Sequence.name</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.outputForAWGFile"><code class="docutils literal notranslate"><span class="pre">Sequence.outputForAWGFile()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.outputForSEQXFile"><code class="docutils literal notranslate"><span class="pre">Sequence.outputForSEQXFile()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.outputForSEQXFileWithFlags"><code class="docutils literal notranslate"><span class="pre">Sequence.outputForSEQXFileWithFlags()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.points"><code class="docutils literal notranslate"><span class="pre">Sequence.points</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.sequence_from_description"><code class="docutils literal notranslate"><span class="pre">Sequence.sequence_from_description()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.setChannelAmplitude"><code class="docutils literal notranslate"><span class="pre">Sequence.setChannelAmplitude()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.setChannelDelay"><code class="docutils literal notranslate"><span class="pre">Sequence.setChannelDelay()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.setChannelFilterCompensation"><code class="docutils literal notranslate"><span class="pre">Sequence.setChannelFilterCompensation()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.setChannelOffset"><code class="docutils literal notranslate"><span class="pre">Sequence.setChannelOffset()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.setChannelVoltageRange"><code class="docutils literal notranslate"><span class="pre">Sequence.setChannelVoltageRange()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.setSR"><code class="docutils literal notranslate"><span class="pre">Sequence.setSR()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.setSequenceSettings"><code class="docutils literal notranslate"><span class="pre">Sequence.setSequenceSettings()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.setSequencingEventInput"><code class="docutils literal notranslate"><span class="pre">Sequence.setSequencingEventInput()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.setSequencingEventJumpTarget"><code class="docutils literal notranslate"><span class="pre">Sequence.setSequencingEventJumpTarget()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.setSequencingGoto"><code class="docutils literal notranslate"><span class="pre">Sequence.setSequencingGoto()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.setSequencingNumberOfRepetitions"><code class="docutils literal notranslate"><span class="pre">Sequence.setSequencingNumberOfRepetitions()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.setSequencingTriggerWait"><code class="docutils literal notranslate"><span class="pre">Sequence.setSequencingTriggerWait()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.Sequence.write_to_json"><code class="docutils literal notranslate"><span class="pre">Sequence.write_to_json()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#broadbean.sequence.SequenceCompatibilityError"><code class="docutils literal notranslate"><span class="pre">SequenceCompatibilityError</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.SequenceConsistencyError"><code class="docutils literal notranslate"><span class="pre">SequenceConsistencyError</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.SequencingError"><code class="docutils literal notranslate"><span class="pre">SequencingError</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.sequence.SpecificationInconsistencyError"><code class="docutils literal notranslate"><span class="pre">SpecificationInconsistencyError</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#module-broadbean.tools">broadbean.tools module</a><ul>
+<li><a class="reference internal" href="#broadbean.tools.makeLinearlyVaryingSequence"><code class="docutils literal notranslate"><span class="pre">makeLinearlyVaryingSequence()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.tools.makeVaryingSequence"><code class="docutils literal notranslate"><span class="pre">makeVaryingSequence()</span></code></a></li>
+<li><a class="reference internal" href="#broadbean.tools.repeatAndVarySequence"><code class="docutils literal notranslate"><span class="pre">repeatAndVarySequence()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#module-broadbean">Module contents</a></li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
+    </aside>
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+          <section id="changelog-for-broadbean-0-10-0">
+<h1>Changelog for broadbean 0.10.0<a class="headerlink" href="#changelog-for-broadbean-0-10-0" title="Link to this heading">¶</a></h1>
+<p>The January 2021 release of broadbean.</p>
+<section id="breaking-changes">
+<h2>Breaking Changes:<a class="headerlink" href="#breaking-changes" title="Link to this heading">¶</a></h2>
+<p>There are no breaking changes in this release of broadbean</p>
+</section>
+<section id="new">
+<h2>New:<a class="headerlink" href="#new" title="Link to this heading">¶</a></h2>
+<ul class="simple">
+<li><p>Support for reading and writing broadbean Sequences, elements and bluprints to and from a json file</p></li>
+<li><p>made broadbean compatiple with numpy version 1.18</p></li>
+<li><p>Include LICENSE in package</p></li>
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+<li class="toctree-l2"><a class="reference internal" href="../examples/Making_output_for_Tektronix_AWG70000A.html">Introduction</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../examples/Example_Write_Read_JSON.html#Ekstras">Ekstras</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../examples/Filter_compensation.html">Filter compensation with the ripasso module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../examples/Filter_compensation.html#RC-Filters">RC Filters</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../examples/Filter_compensation.html#User-supplied-transfer-function">User-supplied transfer function</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../examples/Subsequences.html">Subsequences</a></li>
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+<li class="toctree-l1 current has-children"><a class="reference internal" href="index.html">Changelogs</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of Changelogs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="current">
+<li class="toctree-l2 current current-page"><a class="current reference internal" href="#">0.11.0</a></li>
+<li class="toctree-l2"><a class="reference internal" href="0.10.0.html">0.10.0</a></li>
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+        <article role="main" id="furo-main-content">
+          <section id="changelog-for-broadbean-0-11-0">
+<h1>Changelog for broadbean 0.11.0<a class="headerlink" href="#changelog-for-broadbean-0-11-0" title="Link to this heading">¶</a></h1>
+<p>The August 2022 release of broadbean with many great improvements for modernizing broadbean’s infrastructure.</p>
+<section id="breaking-changes">
+<h2>Breaking Changes:<a class="headerlink" href="#breaking-changes" title="Link to this heading">¶</a></h2>
+<ul class="simple">
+<li><p>Methods and functions  marked for deletion in version <cite>0.10.0</cite> have now been removed. Specifically
+<cite>BluePrint.plot</cite>, <cite>broadbean.bluePrintPlotter</cite>, <cite>Element.plotElement</cite>, <cite>Sequence.plotSequence</cite>
+and <cite>Sequence.plotAWGOutput</cite>. (#107)</p></li>
+</ul>
+</section>
+<section id="new">
+<h2>New:<a class="headerlink" href="#new" title="Link to this heading">¶</a></h2>
+<ul class="simple">
+<li><p>New <cite>Sequence</cite> method <cite>outputForSEQXFileWithFlags</cite> for setting flags for every element forming a sequence.
+This is useful for auxiliary outputs on a Tektronix AWG70000. (#101)</p></li>
+</ul>
+</section>
+<section id="improved">
+<h2>Improved:<a class="headerlink" href="#improved" title="Link to this heading">¶</a></h2>
+<ul class="simple">
+<li><p>Fix for invalid identity comparisons in blueprint submodule. (#102)</p></li>
+</ul>
+</section>
+<section id="behind-the-scenes">
+<h2>Behind The Scenes:<a class="headerlink" href="#behind-the-scenes" title="Link to this heading">¶</a></h2>
+<ul class="simple">
+<li><p>Updated <cite>README.md</cite> that includes updated link to <cite>broadbean</cite> documentation. (#158)</p></li>
+<li><p>Replace Conda test job with regular pip job on windows. (#139)</p></li>
+<li><p>Enable dependabot for <cite>broadbean</cite>. (#111)</p></li>
+<li><p>Enable precommit hook. (#110)</p></li>
+<li><p>Documentation infrastructure improvements. (#110)</p></li>
+<li><p>Modernize setup and build infrastructure (convert to pep516/517, build wheels and sdist using build,
+automatic upload to pypi, move config to pyproject.toml and setup.cfg and pinning dependencies with
+requirements.txt). (#109)</p></li>
+<li><p>Move tests into package to include them into distribution. (#108)</p></li>
+<li><p>Use GitHub actions, test on python 3.7-3.10, remove python 3.6 support, remove Travis and AppVeyor. (#103)</p></li>
+</ul>
+</section>
+</section>
+
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+            <ul>
+<li><a class="reference internal" href="#">Changelog for broadbean 0.11.0</a><ul>
+<li><a class="reference internal" href="#breaking-changes">Breaking Changes:</a></li>
+<li><a class="reference internal" href="#new">New:</a></li>
+<li><a class="reference internal" href="#improved">Improved:</a></li>
+<li><a class="reference internal" href="#behind-the-scenes">Behind The Scenes:</a></li>
+</ul>
+</li>
+</ul>
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+    <title>Auto light/dark, in light mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round"
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+  </symbol>
+  <symbol id="svg-moon-with-sun" viewBox="0 0 24 24">
+    <title>Auto light/dark, in dark mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round"
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+<li class="toctree-l2"><a class="reference internal" href="Pulse_Building_Tutorial.html">Pulsebuilding tutorial</a></li>
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+<li class="toctree-l2 current current-page"><a class="current reference internal" href="#">Read and Write from JSON file Tutorial</a></li>
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+        <article role="main" id="furo-main-content">
+          <section id="Read-and-Write-from-JSON-file-Tutorial">
+<h1>Read and Write from JSON file Tutorial<a class="headerlink" href="#Read-and-Write-from-JSON-file-Tutorial" title="Link to this heading">¶</a></h1>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[1]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1">#</span>
+<span class="c1"># IMPORTS</span>
+<span class="c1">#</span>
+<span class="o">%</span><span class="k">matplotlib</span> nbagg
+<span class="kn">import</span><span class="w"> </span><span class="nn">matplotlib</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">mpl</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">broadbean</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">bb</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">broadbean.plotting</span><span class="w"> </span><span class="kn">import</span> <span class="n">plotter</span>
+
+<span class="n">mpl</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s2">&quot;figure.figsize&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
+<span class="n">mpl</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s2">&quot;figure.subplot.bottom&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.15</span>
+</pre></div>
+</div>
+</div>
+<section id="Read-and-Write-BluePrint-from-JSON-file-Tutorial">
+<h2>Read and Write BluePrint from JSON file Tutorial<a class="headerlink" href="#Read-and-Write-BluePrint-from-JSON-file-Tutorial" title="Link to this heading">¶</a></h2>
+<section id="Building-a-BluePrint">
+<h3>Building a BluePrint<a class="headerlink" href="#Building-a-BluePrint" title="Link to this heading">¶</a></h3>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[2]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># The pulsebuilding module comes with a (small) collection of functions appropriate for being segments.</span>
+<span class="n">ramp</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">PulseAtoms</span><span class="o">.</span><span class="n">ramp</span>  <span class="c1"># args: start, stop</span>
+
+<span class="c1"># Create the blueprints</span>
+<span class="n">bp_square</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mf">1e9</span><span class="p">)</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">100e-9</span><span class="p">)</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mf">1e-3</span><span class="p">,</span> <span class="mf">1e-3</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;top&quot;</span><span class="p">,</span> <span class="n">dur</span><span class="o">=</span><span class="mf">100e-9</span><span class="p">)</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">100e-9</span><span class="p">)</span>
+<span class="n">bp_boxes</span> <span class="o">=</span> <span class="n">bp_square</span> <span class="o">+</span> <span class="n">bp_square</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">bp_boxes</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
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+<div class="output_area docutils container">
+<div class="output_javascript"></div>
+<script type="text/javascript">
+var element = document.currentScript.previousSibling.previousSibling;
+/* Put everything inside the global mpl namespace */
+/* global mpl */
+window.mpl = {};
+
+mpl.get_websocket_type = function () {
+    if (typeof WebSocket !== 'undefined') {
+        return WebSocket;
+    } else if (typeof MozWebSocket !== 'undefined') {
+        return MozWebSocket;
+    } else {
+        alert(
+            'Your browser does not have WebSocket support. ' +
+                'Please try Chrome, Safari or Firefox ≥ 6. ' +
+                'Firefox 4 and 5 are also supported but you ' +
+                'have to enable WebSockets in about:config.'
+        );
+    }
+};
+
+mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
+    this.id = figure_id;
+
+    this.ws = websocket;
+
+    this.supports_binary = this.ws.binaryType !== undefined;
+
+    if (!this.supports_binary) {
+        var warnings = document.getElementById('mpl-warnings');
+        if (warnings) {
+            warnings.style.display = 'block';
+            warnings.textContent =
+                'This browser does not support binary websocket messages. ' +
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+        }
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+
+    this.imageObj = new Image();
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+    this.message = undefined;
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+    this.rubberband_context = undefined;
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+
+    this.image_mode = 'full';
+
+    this.root = document.createElement('div');
+    this.root.setAttribute('style', 'display: inline-block');
+    this._root_extra_style(this.root);
+
+    parent_element.appendChild(this.root);
+
+    this._init_header(this);
+    this._init_canvas(this);
+    this._init_toolbar(this);
+
+    var fig = this;
+
+    this.waiting = false;
+
+    this.ws.onopen = function () {
+        fig.send_message('supports_binary', { value: fig.supports_binary });
+        fig.send_message('send_image_mode', {});
+        if (fig.ratio !== 1) {
+            fig.send_message('set_device_pixel_ratio', {
+                device_pixel_ratio: fig.ratio,
+            });
+        }
+        fig.send_message('refresh', {});
+    };
+
+    this.imageObj.onload = function () {
+        if (fig.image_mode === 'full') {
+            // Full images could contain transparency (where diff images
+            // almost always do), so we need to clear the canvas so that
+            // there is no ghosting.
+            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);
+        }
+        fig.context.drawImage(fig.imageObj, 0, 0);
+    };
+
+    this.imageObj.onunload = function () {
+        fig.ws.close();
+    };
+
+    this.ws.onmessage = this._make_on_message_function(this);
+
+    this.ondownload = ondownload;
+};
+
+mpl.figure.prototype._init_header = function () {
+    var titlebar = document.createElement('div');
+    titlebar.classList =
+        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';
+    var titletext = document.createElement('div');
+    titletext.classList = 'ui-dialog-title';
+    titletext.setAttribute(
+        'style',
+        'width: 100%; text-align: center; padding: 3px;'
+    );
+    titlebar.appendChild(titletext);
+    this.root.appendChild(titlebar);
+    this.header = titletext;
+};
+
+mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._root_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._init_canvas = function () {
+    var fig = this;
+
+    var canvas_div = (this.canvas_div = document.createElement('div'));
+    canvas_div.setAttribute('tabindex', '0');
+    canvas_div.setAttribute(
+        'style',
+        'border: 1px solid #ddd;' +
+            'box-sizing: content-box;' +
+            'clear: both;' +
+            'min-height: 1px;' +
+            'min-width: 1px;' +
+            'outline: 0;' +
+            'overflow: hidden;' +
+            'position: relative;' +
+            'resize: both;' +
+            'z-index: 2;'
+    );
+
+    function on_keyboard_event_closure(name) {
+        return function (event) {
+            return fig.key_event(event, name);
+        };
+    }
+
+    canvas_div.addEventListener(
+        'keydown',
+        on_keyboard_event_closure('key_press')
+    );
+    canvas_div.addEventListener(
+        'keyup',
+        on_keyboard_event_closure('key_release')
+    );
+
+    this._canvas_extra_style(canvas_div);
+    this.root.appendChild(canvas_div);
+
+    var canvas = (this.canvas = document.createElement('canvas'));
+    canvas.classList.add('mpl-canvas');
+    canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'pointer-events: none;' +
+            'position: relative;' +
+            'z-index: 0;'
+    );
+
+    this.context = canvas.getContext('2d');
+
+    var backingStore =
+        this.context.backingStorePixelRatio ||
+        this.context.webkitBackingStorePixelRatio ||
+        this.context.mozBackingStorePixelRatio ||
+        this.context.msBackingStorePixelRatio ||
+        this.context.oBackingStorePixelRatio ||
+        this.context.backingStorePixelRatio ||
+        1;
+
+    this.ratio = (window.devicePixelRatio || 1) / backingStore;
+
+    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
+        'canvas'
+    ));
+    rubberband_canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'left: 0;' +
+            'pointer-events: none;' +
+            'position: absolute;' +
+            'top: 0;' +
+            'z-index: 1;'
+    );
+
+    // Apply a ponyfill if ResizeObserver is not implemented by browser.
+    if (this.ResizeObserver === undefined) {
+        if (window.ResizeObserver !== undefined) {
+            this.ResizeObserver = window.ResizeObserver;
+        } else {
+            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
+            this.ResizeObserver = obs.ResizeObserver;
+        }
+    }
+
+    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
+        // There's no need to resize if the WebSocket is not connected:
+        // - If it is still connecting, then we will get an initial resize from
+        //   Python once it connects.
+        // - If it has disconnected, then resizing will clear the canvas and
+        //   never get anything back to refill it, so better to not resize and
+        //   keep something visible.
+        if (fig.ws.readyState != 1) {
+            return;
+        }
+        var nentries = entries.length;
+        for (var i = 0; i < nentries; i++) {
+            var entry = entries[i];
+            var width, height;
+            if (entry.contentBoxSize) {
+                if (entry.contentBoxSize instanceof Array) {
+                    // Chrome 84 implements new version of spec.
+                    width = entry.contentBoxSize[0].inlineSize;
+                    height = entry.contentBoxSize[0].blockSize;
+                } else {
+                    // Firefox implements old version of spec.
+                    width = entry.contentBoxSize.inlineSize;
+                    height = entry.contentBoxSize.blockSize;
+                }
+            } else {
+                // Chrome <84 implements even older version of spec.
+                width = entry.contentRect.width;
+                height = entry.contentRect.height;
+            }
+
+            // Keep the size of the canvas and rubber band canvas in sync with
+            // the canvas container.
+            if (entry.devicePixelContentBoxSize) {
+                // Chrome 84 implements new version of spec.
+                canvas.setAttribute(
+                    'width',
+                    entry.devicePixelContentBoxSize[0].inlineSize
+                );
+                canvas.setAttribute(
+                    'height',
+                    entry.devicePixelContentBoxSize[0].blockSize
+                );
+            } else {
+                canvas.setAttribute('width', width * fig.ratio);
+                canvas.setAttribute('height', height * fig.ratio);
+            }
+            /* This rescales the canvas back to display pixels, so that it
+             * appears correct on HiDPI screens. */
+            canvas.style.width = width + 'px';
+            canvas.style.height = height + 'px';
+
+            rubberband_canvas.setAttribute('width', width);
+            rubberband_canvas.setAttribute('height', height);
+
+            // And update the size in Python. We ignore the initial 0/0 size
+            // that occurs as the element is placed into the DOM, which should
+            // otherwise not happen due to the minimum size styling.
+            if (width != 0 && height != 0) {
+                fig.request_resize(width, height);
+            }
+        }
+    });
+    this.resizeObserverInstance.observe(canvas_div);
+
+    function on_mouse_event_closure(name) {
+        /* User Agent sniffing is bad, but WebKit is busted:
+         * https://bugs.webkit.org/show_bug.cgi?id=144526
+         * https://bugs.webkit.org/show_bug.cgi?id=181818
+         * The worst that happens here is that they get an extra browser
+         * selection when dragging, if this check fails to catch them.
+         */
+        var UA = navigator.userAgent;
+        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);
+        if(isWebKit) {
+            return function (event) {
+                /* This prevents the web browser from automatically changing to
+                 * the text insertion cursor when the button is pressed. We
+                 * want to control all of the cursor setting manually through
+                 * the 'cursor' event from matplotlib */
+                event.preventDefault()
+                return fig.mouse_event(event, name);
+            };
+        } else {
+            return function (event) {
+                return fig.mouse_event(event, name);
+            };
+        }
+    }
+
+    canvas_div.addEventListener(
+        'mousedown',
+        on_mouse_event_closure('button_press')
+    );
+    canvas_div.addEventListener(
+        'mouseup',
+        on_mouse_event_closure('button_release')
+    );
+    canvas_div.addEventListener(
+        'dblclick',
+        on_mouse_event_closure('dblclick')
+    );
+    // Throttle sequential mouse events to 1 every 20ms.
+    canvas_div.addEventListener(
+        'mousemove',
+        on_mouse_event_closure('motion_notify')
+    );
+
+    canvas_div.addEventListener(
+        'mouseenter',
+        on_mouse_event_closure('figure_enter')
+    );
+    canvas_div.addEventListener(
+        'mouseleave',
+        on_mouse_event_closure('figure_leave')
+    );
+
+    canvas_div.addEventListener('wheel', function (event) {
+        if (event.deltaY < 0) {
+            event.step = 1;
+        } else {
+            event.step = -1;
+        }
+        on_mouse_event_closure('scroll')(event);
+    });
+
+    canvas_div.appendChild(canvas);
+    canvas_div.appendChild(rubberband_canvas);
+
+    this.rubberband_context = rubberband_canvas.getContext('2d');
+    this.rubberband_context.strokeStyle = '#000000';
+
+    this._resize_canvas = function (width, height, forward) {
+        if (forward) {
+            canvas_div.style.width = width + 'px';
+            canvas_div.style.height = height + 'px';
+        }
+    };
+
+    // Disable right mouse context menu.
+    canvas_div.addEventListener('contextmenu', function (_e) {
+        event.preventDefault();
+        return false;
+    });
+
+    function set_focus() {
+        canvas.focus();
+        canvas_div.focus();
+    }
+
+    window.setTimeout(set_focus, 100);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'mpl-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'mpl-button-group';
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'mpl-button-group';
+            continue;
+        }
+
+        var button = (fig.buttons[name] = document.createElement('button'));
+        button.classList = 'mpl-widget';
+        button.setAttribute('role', 'button');
+        button.setAttribute('aria-disabled', 'false');
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+
+        var icon_img = document.createElement('img');
+        icon_img.src = '_images/' + image + '.png';
+        icon_img.srcset = '_images/' + image + '_large.png 2x';
+        icon_img.alt = tooltip;
+        button.appendChild(icon_img);
+
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    var fmt_picker = document.createElement('select');
+    fmt_picker.classList = 'mpl-widget';
+    toolbar.appendChild(fmt_picker);
+    this.format_dropdown = fmt_picker;
+
+    for (var ind in mpl.extensions) {
+        var fmt = mpl.extensions[ind];
+        var option = document.createElement('option');
+        option.selected = fmt === mpl.default_extension;
+        option.innerHTML = fmt;
+        fmt_picker.appendChild(option);
+    }
+
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+};
+
+mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
+    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
+    // which will in turn request a refresh of the image.
+    this.send_message('resize', { width: x_pixels, height: y_pixels });
+};
+
+mpl.figure.prototype.send_message = function (type, properties) {
+    properties['type'] = type;
+    properties['figure_id'] = this.id;
+    this.ws.send(JSON.stringify(properties));
+};
+
+mpl.figure.prototype.send_draw_message = function () {
+    if (!this.waiting) {
+        this.waiting = true;
+        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    var format_dropdown = fig.format_dropdown;
+    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
+    fig.ondownload(fig, format);
+};
+
+mpl.figure.prototype.handle_resize = function (fig, msg) {
+    var size = msg['size'];
+    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
+        fig._resize_canvas(size[0], size[1], msg['forward']);
+        fig.send_message('refresh', {});
+    }
+};
+
+mpl.figure.prototype.handle_rubberband = function (fig, msg) {
+    var x0 = msg['x0'] / fig.ratio;
+    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
+    var x1 = msg['x1'] / fig.ratio;
+    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
+    x0 = Math.floor(x0) + 0.5;
+    y0 = Math.floor(y0) + 0.5;
+    x1 = Math.floor(x1) + 0.5;
+    y1 = Math.floor(y1) + 0.5;
+    var min_x = Math.min(x0, x1);
+    var min_y = Math.min(y0, y1);
+    var width = Math.abs(x1 - x0);
+    var height = Math.abs(y1 - y0);
+
+    fig.rubberband_context.clearRect(
+        0,
+        0,
+        fig.canvas.width / fig.ratio,
+        fig.canvas.height / fig.ratio
+    );
+
+    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
+};
+
+mpl.figure.prototype.handle_figure_label = function (fig, msg) {
+    // Updates the figure title.
+    fig.header.textContent = msg['label'];
+};
+
+mpl.figure.prototype.handle_cursor = function (fig, msg) {
+    fig.canvas_div.style.cursor = msg['cursor'];
+};
+
+mpl.figure.prototype.handle_message = function (fig, msg) {
+    fig.message.textContent = msg['message'];
+};
+
+mpl.figure.prototype.handle_draw = function (fig, _msg) {
+    // Request the server to send over a new figure.
+    fig.send_draw_message();
+};
+
+mpl.figure.prototype.handle_image_mode = function (fig, msg) {
+    fig.image_mode = msg['mode'];
+};
+
+mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
+    for (var key in msg) {
+        if (!(key in fig.buttons)) {
+            continue;
+        }
+        fig.buttons[key].disabled = !msg[key];
+        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
+    }
+};
+
+mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
+    if (msg['mode'] === 'PAN') {
+        fig.buttons['Pan'].classList.add('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    } else if (msg['mode'] === 'ZOOM') {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.add('active');
+    } else {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    }
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Called whenever the canvas gets updated.
+    this.send_message('ack', {});
+};
+
+// A function to construct a web socket function for onmessage handling.
+// Called in the figure constructor.
+mpl.figure.prototype._make_on_message_function = function (fig) {
+    return function socket_on_message(evt) {
+        if (evt.data instanceof Blob) {
+            var img = evt.data;
+            if (img.type !== 'image/png') {
+                /* FIXME: We get "Resource interpreted as Image but
+                 * transferred with MIME type text/plain:" errors on
+                 * Chrome.  But how to set the MIME type?  It doesn't seem
+                 * to be part of the websocket stream */
+                img.type = 'image/png';
+            }
+
+            /* Free the memory for the previous frames */
+            if (fig.imageObj.src) {
+                (window.URL || window.webkitURL).revokeObjectURL(
+                    fig.imageObj.src
+                );
+            }
+
+            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
+                img
+            );
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        } else if (
+            typeof evt.data === 'string' &&
+            evt.data.slice(0, 21) === 'data:image/png;base64'
+        ) {
+            fig.imageObj.src = evt.data;
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        }
+
+        var msg = JSON.parse(evt.data);
+        var msg_type = msg['type'];
+
+        // Call the  "handle_{type}" callback, which takes
+        // the figure and JSON message as its only arguments.
+        try {
+            var callback = fig['handle_' + msg_type];
+        } catch (e) {
+            console.log(
+                "No handler for the '" + msg_type + "' message type: ",
+                msg
+            );
+            return;
+        }
+
+        if (callback) {
+            try {
+                // console.log("Handling '" + msg_type + "' message: ", msg);
+                callback(fig, msg);
+            } catch (e) {
+                console.log(
+                    "Exception inside the 'handler_" + msg_type + "' callback:",
+                    e,
+                    e.stack,
+                    msg
+                );
+            }
+        }
+    };
+};
+
+function getModifiers(event) {
+    var mods = [];
+    if (event.ctrlKey) {
+        mods.push('ctrl');
+    }
+    if (event.altKey) {
+        mods.push('alt');
+    }
+    if (event.shiftKey) {
+        mods.push('shift');
+    }
+    if (event.metaKey) {
+        mods.push('meta');
+    }
+    return mods;
+}
+
+/*
+ * return a copy of an object with only non-object keys
+ * we need this to avoid circular references
+ * https://stackoverflow.com/a/24161582/3208463
+ */
+function simpleKeys(original) {
+    return Object.keys(original).reduce(function (obj, key) {
+        if (typeof original[key] !== 'object') {
+            obj[key] = original[key];
+        }
+        return obj;
+    }, {});
+}
+
+mpl.figure.prototype.mouse_event = function (event, name) {
+    if (name === 'button_press') {
+        this.canvas.focus();
+        this.canvas_div.focus();
+    }
+
+    // from https://stackoverflow.com/q/1114465
+    var boundingRect = this.canvas.getBoundingClientRect();
+    var x = (event.clientX - boundingRect.left) * this.ratio;
+    var y = (event.clientY - boundingRect.top) * this.ratio;
+
+    this.send_message(name, {
+        x: x,
+        y: y,
+        button: event.button,
+        step: event.step,
+        buttons: event.buttons,
+        modifiers: getModifiers(event),
+        guiEvent: simpleKeys(event),
+    });
+
+    return false;
+};
+
+mpl.figure.prototype._key_event_extra = function (_event, _name) {
+    // Handle any extra behaviour associated with a key event
+};
+
+mpl.figure.prototype.key_event = function (event, name) {
+    // Prevent repeat events
+    if (name === 'key_press') {
+        if (event.key === this._key) {
+            return;
+        } else {
+            this._key = event.key;
+        }
+    }
+    if (name === 'key_release') {
+        this._key = null;
+    }
+
+    var value = '';
+    if (event.ctrlKey && event.key !== 'Control') {
+        value += 'ctrl+';
+    }
+    else if (event.altKey && event.key !== 'Alt') {
+        value += 'alt+';
+    }
+    else if (event.shiftKey && event.key !== 'Shift') {
+        value += 'shift+';
+    }
+
+    value += 'k' + event.key;
+
+    this._key_event_extra(event, name);
+
+    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
+    return false;
+};
+
+mpl.figure.prototype.toolbar_button_onclick = function (name) {
+    if (name === 'download') {
+        this.handle_save(this, null);
+    } else {
+        this.send_message('toolbar_button', { name: name });
+    }
+};
+
+mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
+    this.message.textContent = tooltip;
+};
+
+///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
+// prettier-ignore
+var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
+mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o", "download"]];
+
+mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif", "webp"];
+
+mpl.default_extension = "png";/* global mpl */
+
+var comm_websocket_adapter = function (comm) {
+    // Create a "websocket"-like object which calls the given IPython comm
+    // object with the appropriate methods. Currently this is a non binary
+    // socket, so there is still some room for performance tuning.
+    var ws = {};
+
+    ws.binaryType = comm.kernel.ws.binaryType;
+    ws.readyState = comm.kernel.ws.readyState;
+    function updateReadyState(_event) {
+        if (comm.kernel.ws) {
+            ws.readyState = comm.kernel.ws.readyState;
+        } else {
+            ws.readyState = 3; // Closed state.
+        }
+    }
+    comm.kernel.ws.addEventListener('open', updateReadyState);
+    comm.kernel.ws.addEventListener('close', updateReadyState);
+    comm.kernel.ws.addEventListener('error', updateReadyState);
+
+    ws.close = function () {
+        comm.close();
+    };
+    ws.send = function (m) {
+        //console.log('sending', m);
+        comm.send(m);
+    };
+    // Register the callback with on_msg.
+    comm.on_msg(function (msg) {
+        //console.log('receiving', msg['content']['data'], msg);
+        var data = msg['content']['data'];
+        if (data['blob'] !== undefined) {
+            data = {
+                data: new Blob(msg['buffers'], { type: data['blob'] }),
+            };
+        }
+        // Pass the mpl event to the overridden (by mpl) onmessage function.
+        ws.onmessage(data);
+    });
+    return ws;
+};
+
+mpl.mpl_figure_comm = function (comm, msg) {
+    // This is the function which gets called when the mpl process
+    // starts-up an IPython Comm through the "matplotlib" channel.
+
+    var id = msg.content.data.id;
+    // Get hold of the div created by the display call when the Comm
+    // socket was opened in Python.
+    var element = document.getElementById(id);
+    var ws_proxy = comm_websocket_adapter(comm);
+
+    function ondownload(figure, _format) {
+        window.open(figure.canvas.toDataURL());
+    }
+
+    var fig = new mpl.figure(id, ws_proxy, ondownload, element);
+
+    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
+    // web socket which is closed, not our websocket->open comm proxy.
+    ws_proxy.onopen();
+
+    fig.parent_element = element;
+    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
+    if (!fig.cell_info) {
+        console.error('Failed to find cell for figure', id, fig);
+        return;
+    }
+    fig.cell_info[0].output_area.element.on(
+        'cleared',
+        { fig: fig },
+        fig._remove_fig_handler
+    );
+};
+
+mpl.figure.prototype.handle_close = function (fig, msg) {
+    var width = fig.canvas.width / fig.ratio;
+    fig.cell_info[0].output_area.element.off(
+        'cleared',
+        fig._remove_fig_handler
+    );
+    fig.resizeObserverInstance.unobserve(fig.canvas_div);
+
+    // Update the output cell to use the data from the current canvas.
+    fig.push_to_output();
+    var dataURL = fig.canvas.toDataURL();
+    // Re-enable the keyboard manager in IPython - without this line, in FF,
+    // the notebook keyboard shortcuts fail.
+    IPython.keyboard_manager.enable();
+    fig.parent_element.innerHTML =
+        '<img src="' + dataURL + '" width="' + width + '">';
+    fig.close_ws(fig, msg);
+};
+
+mpl.figure.prototype.close_ws = function (fig, msg) {
+    fig.send_message('closing', msg);
+    // fig.ws.close()
+};
+
+mpl.figure.prototype.push_to_output = function (_remove_interactive) {
+    // Turn the data on the canvas into data in the output cell.
+    var width = this.canvas.width / this.ratio;
+    var dataURL = this.canvas.toDataURL();
+    this.cell_info[1]['text/html'] =
+        '<img src="' + dataURL + '" width="' + width + '">';
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Tell IPython that the notebook contents must change.
+    IPython.notebook.set_dirty(true);
+    this.send_message('ack', {});
+    var fig = this;
+    // Wait a second, then push the new image to the DOM so
+    // that it is saved nicely (might be nice to debounce this).
+    setTimeout(function () {
+        fig.push_to_output();
+    }, 1000);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'btn-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'btn-group';
+    var button;
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'btn-group';
+            continue;
+        }
+
+        button = fig.buttons[name] = document.createElement('button');
+        button.classList = 'btn btn-default';
+        button.href = '#';
+        button.title = name;
+        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    // Add the status bar.
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message pull-right';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+
+    // Add the close button to the window.
+    var buttongrp = document.createElement('div');
+    buttongrp.classList = 'btn-group inline pull-right';
+    button = document.createElement('button');
+    button.classList = 'btn btn-mini btn-primary';
+    button.href = '#';
+    button.title = 'Stop Interaction';
+    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
+    button.addEventListener('click', function (_evt) {
+        fig.handle_close(fig, {});
+    });
+    button.addEventListener(
+        'mouseover',
+        on_mouseover_closure('Stop Interaction')
+    );
+    buttongrp.appendChild(button);
+    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
+    titlebar.insertBefore(buttongrp, titlebar.firstChild);
+};
+
+mpl.figure.prototype._remove_fig_handler = function (event) {
+    var fig = event.data.fig;
+    if (event.target !== this) {
+        // Ignore bubbled events from children.
+        return;
+    }
+    fig.close_ws(fig, {});
+};
+
+mpl.figure.prototype._root_extra_style = function (el) {
+    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
+};
+
+mpl.figure.prototype._canvas_extra_style = function (el) {
+    // this is important to make the div 'focusable
+    el.setAttribute('tabindex', 0);
+    // reach out to IPython and tell the keyboard manager to turn it's self
+    // off when our div gets focus
+
+    // location in version 3
+    if (IPython.notebook.keyboard_manager) {
+        IPython.notebook.keyboard_manager.register_events(el);
+    } else {
+        // location in version 2
+        IPython.keyboard_manager.register_events(el);
+    }
+};
+
+mpl.figure.prototype._key_event_extra = function (event, _name) {
+    // Check for shift+enter
+    if (event.shiftKey && event.which === 13) {
+        this.canvas_div.blur();
+        // select the cell after this one
+        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
+        IPython.notebook.select(index + 1);
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    fig.ondownload(fig, null);
+};
+
+mpl.find_output_cell = function (html_output) {
+    // Return the cell and output element which can be found *uniquely* in the notebook.
+    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
+    // IPython event is triggered only after the cells have been serialised, which for
+    // our purposes (turning an active figure into a static one), is too late.
+    var cells = IPython.notebook.get_cells();
+    var ncells = cells.length;
+    for (var i = 0; i < ncells; i++) {
+        var cell = cells[i];
+        if (cell.cell_type === 'code') {
+            for (var j = 0; j < cell.output_area.outputs.length; j++) {
+                var data = cell.output_area.outputs[j];
+                if (data.data) {
+                    // IPython >= 3 moved mimebundle to data attribute of output
+                    data = data.data;
+                }
+                if (data['text/html'] === html_output) {
+                    return [cell, data, j];
+                }
+            }
+        }
+    }
+};
+
+// Register the function which deals with the matplotlib target/channel.
+// The kernel may be null if the page has been refreshed.
+if (IPython.notebook.kernel !== null) {
+    IPython.notebook.kernel.comm_manager.register_target(
+        'matplotlib',
+        mpl.mpl_figure_comm
+    );
+}
+
+</script></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<div id='7d12b70f-253d-4106-b187-56a822182cb0'></div></div>
+</div>
+<p>Writing the BluePrint to a file</p>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[3]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">bp_boxes</span><span class="o">.</span><span class="n">write_to_json</span><span class="p">(</span><span class="s2">&quot;blue.json&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<p>Reading the BluePrint back from the file</p>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[4]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">bp_boxes_read</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="o">.</span><span class="n">init_from_json</span><span class="p">(</span><span class="s2">&quot;blue.json&quot;</span><span class="p">)</span>
+<span class="n">bp_boxes_read</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span>
+    <span class="mf">1e9</span>
+<span class="p">)</span>  <span class="c1"># note the blueprint readback do not have a sample rate attached</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">bp_boxes_read</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="output_javascript"></div>
+<script type="text/javascript">
+var element = document.currentScript.previousSibling.previousSibling;
+/* Put everything inside the global mpl namespace */
+/* global mpl */
+window.mpl = {};
+
+mpl.get_websocket_type = function () {
+    if (typeof WebSocket !== 'undefined') {
+        return WebSocket;
+    } else if (typeof MozWebSocket !== 'undefined') {
+        return MozWebSocket;
+    } else {
+        alert(
+            'Your browser does not have WebSocket support. ' +
+                'Please try Chrome, Safari or Firefox ≥ 6. ' +
+                'Firefox 4 and 5 are also supported but you ' +
+                'have to enable WebSockets in about:config.'
+        );
+    }
+};
+
+mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
+    this.id = figure_id;
+
+    this.ws = websocket;
+
+    this.supports_binary = this.ws.binaryType !== undefined;
+
+    if (!this.supports_binary) {
+        var warnings = document.getElementById('mpl-warnings');
+        if (warnings) {
+            warnings.style.display = 'block';
+            warnings.textContent =
+                'This browser does not support binary websocket messages. ' +
+                'Performance may be slow.';
+        }
+    }
+
+    this.imageObj = new Image();
+
+    this.context = undefined;
+    this.message = undefined;
+    this.canvas = undefined;
+    this.rubberband_canvas = undefined;
+    this.rubberband_context = undefined;
+    this.format_dropdown = undefined;
+
+    this.image_mode = 'full';
+
+    this.root = document.createElement('div');
+    this.root.setAttribute('style', 'display: inline-block');
+    this._root_extra_style(this.root);
+
+    parent_element.appendChild(this.root);
+
+    this._init_header(this);
+    this._init_canvas(this);
+    this._init_toolbar(this);
+
+    var fig = this;
+
+    this.waiting = false;
+
+    this.ws.onopen = function () {
+        fig.send_message('supports_binary', { value: fig.supports_binary });
+        fig.send_message('send_image_mode', {});
+        if (fig.ratio !== 1) {
+            fig.send_message('set_device_pixel_ratio', {
+                device_pixel_ratio: fig.ratio,
+            });
+        }
+        fig.send_message('refresh', {});
+    };
+
+    this.imageObj.onload = function () {
+        if (fig.image_mode === 'full') {
+            // Full images could contain transparency (where diff images
+            // almost always do), so we need to clear the canvas so that
+            // there is no ghosting.
+            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);
+        }
+        fig.context.drawImage(fig.imageObj, 0, 0);
+    };
+
+    this.imageObj.onunload = function () {
+        fig.ws.close();
+    };
+
+    this.ws.onmessage = this._make_on_message_function(this);
+
+    this.ondownload = ondownload;
+};
+
+mpl.figure.prototype._init_header = function () {
+    var titlebar = document.createElement('div');
+    titlebar.classList =
+        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';
+    var titletext = document.createElement('div');
+    titletext.classList = 'ui-dialog-title';
+    titletext.setAttribute(
+        'style',
+        'width: 100%; text-align: center; padding: 3px;'
+    );
+    titlebar.appendChild(titletext);
+    this.root.appendChild(titlebar);
+    this.header = titletext;
+};
+
+mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._root_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._init_canvas = function () {
+    var fig = this;
+
+    var canvas_div = (this.canvas_div = document.createElement('div'));
+    canvas_div.setAttribute('tabindex', '0');
+    canvas_div.setAttribute(
+        'style',
+        'border: 1px solid #ddd;' +
+            'box-sizing: content-box;' +
+            'clear: both;' +
+            'min-height: 1px;' +
+            'min-width: 1px;' +
+            'outline: 0;' +
+            'overflow: hidden;' +
+            'position: relative;' +
+            'resize: both;' +
+            'z-index: 2;'
+    );
+
+    function on_keyboard_event_closure(name) {
+        return function (event) {
+            return fig.key_event(event, name);
+        };
+    }
+
+    canvas_div.addEventListener(
+        'keydown',
+        on_keyboard_event_closure('key_press')
+    );
+    canvas_div.addEventListener(
+        'keyup',
+        on_keyboard_event_closure('key_release')
+    );
+
+    this._canvas_extra_style(canvas_div);
+    this.root.appendChild(canvas_div);
+
+    var canvas = (this.canvas = document.createElement('canvas'));
+    canvas.classList.add('mpl-canvas');
+    canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'pointer-events: none;' +
+            'position: relative;' +
+            'z-index: 0;'
+    );
+
+    this.context = canvas.getContext('2d');
+
+    var backingStore =
+        this.context.backingStorePixelRatio ||
+        this.context.webkitBackingStorePixelRatio ||
+        this.context.mozBackingStorePixelRatio ||
+        this.context.msBackingStorePixelRatio ||
+        this.context.oBackingStorePixelRatio ||
+        this.context.backingStorePixelRatio ||
+        1;
+
+    this.ratio = (window.devicePixelRatio || 1) / backingStore;
+
+    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
+        'canvas'
+    ));
+    rubberband_canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'left: 0;' +
+            'pointer-events: none;' +
+            'position: absolute;' +
+            'top: 0;' +
+            'z-index: 1;'
+    );
+
+    // Apply a ponyfill if ResizeObserver is not implemented by browser.
+    if (this.ResizeObserver === undefined) {
+        if (window.ResizeObserver !== undefined) {
+            this.ResizeObserver = window.ResizeObserver;
+        } else {
+            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
+            this.ResizeObserver = obs.ResizeObserver;
+        }
+    }
+
+    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
+        // There's no need to resize if the WebSocket is not connected:
+        // - If it is still connecting, then we will get an initial resize from
+        //   Python once it connects.
+        // - If it has disconnected, then resizing will clear the canvas and
+        //   never get anything back to refill it, so better to not resize and
+        //   keep something visible.
+        if (fig.ws.readyState != 1) {
+            return;
+        }
+        var nentries = entries.length;
+        for (var i = 0; i < nentries; i++) {
+            var entry = entries[i];
+            var width, height;
+            if (entry.contentBoxSize) {
+                if (entry.contentBoxSize instanceof Array) {
+                    // Chrome 84 implements new version of spec.
+                    width = entry.contentBoxSize[0].inlineSize;
+                    height = entry.contentBoxSize[0].blockSize;
+                } else {
+                    // Firefox implements old version of spec.
+                    width = entry.contentBoxSize.inlineSize;
+                    height = entry.contentBoxSize.blockSize;
+                }
+            } else {
+                // Chrome <84 implements even older version of spec.
+                width = entry.contentRect.width;
+                height = entry.contentRect.height;
+            }
+
+            // Keep the size of the canvas and rubber band canvas in sync with
+            // the canvas container.
+            if (entry.devicePixelContentBoxSize) {
+                // Chrome 84 implements new version of spec.
+                canvas.setAttribute(
+                    'width',
+                    entry.devicePixelContentBoxSize[0].inlineSize
+                );
+                canvas.setAttribute(
+                    'height',
+                    entry.devicePixelContentBoxSize[0].blockSize
+                );
+            } else {
+                canvas.setAttribute('width', width * fig.ratio);
+                canvas.setAttribute('height', height * fig.ratio);
+            }
+            /* This rescales the canvas back to display pixels, so that it
+             * appears correct on HiDPI screens. */
+            canvas.style.width = width + 'px';
+            canvas.style.height = height + 'px';
+
+            rubberband_canvas.setAttribute('width', width);
+            rubberband_canvas.setAttribute('height', height);
+
+            // And update the size in Python. We ignore the initial 0/0 size
+            // that occurs as the element is placed into the DOM, which should
+            // otherwise not happen due to the minimum size styling.
+            if (width != 0 && height != 0) {
+                fig.request_resize(width, height);
+            }
+        }
+    });
+    this.resizeObserverInstance.observe(canvas_div);
+
+    function on_mouse_event_closure(name) {
+        /* User Agent sniffing is bad, but WebKit is busted:
+         * https://bugs.webkit.org/show_bug.cgi?id=144526
+         * https://bugs.webkit.org/show_bug.cgi?id=181818
+         * The worst that happens here is that they get an extra browser
+         * selection when dragging, if this check fails to catch them.
+         */
+        var UA = navigator.userAgent;
+        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);
+        if(isWebKit) {
+            return function (event) {
+                /* This prevents the web browser from automatically changing to
+                 * the text insertion cursor when the button is pressed. We
+                 * want to control all of the cursor setting manually through
+                 * the 'cursor' event from matplotlib */
+                event.preventDefault()
+                return fig.mouse_event(event, name);
+            };
+        } else {
+            return function (event) {
+                return fig.mouse_event(event, name);
+            };
+        }
+    }
+
+    canvas_div.addEventListener(
+        'mousedown',
+        on_mouse_event_closure('button_press')
+    );
+    canvas_div.addEventListener(
+        'mouseup',
+        on_mouse_event_closure('button_release')
+    );
+    canvas_div.addEventListener(
+        'dblclick',
+        on_mouse_event_closure('dblclick')
+    );
+    // Throttle sequential mouse events to 1 every 20ms.
+    canvas_div.addEventListener(
+        'mousemove',
+        on_mouse_event_closure('motion_notify')
+    );
+
+    canvas_div.addEventListener(
+        'mouseenter',
+        on_mouse_event_closure('figure_enter')
+    );
+    canvas_div.addEventListener(
+        'mouseleave',
+        on_mouse_event_closure('figure_leave')
+    );
+
+    canvas_div.addEventListener('wheel', function (event) {
+        if (event.deltaY < 0) {
+            event.step = 1;
+        } else {
+            event.step = -1;
+        }
+        on_mouse_event_closure('scroll')(event);
+    });
+
+    canvas_div.appendChild(canvas);
+    canvas_div.appendChild(rubberband_canvas);
+
+    this.rubberband_context = rubberband_canvas.getContext('2d');
+    this.rubberband_context.strokeStyle = '#000000';
+
+    this._resize_canvas = function (width, height, forward) {
+        if (forward) {
+            canvas_div.style.width = width + 'px';
+            canvas_div.style.height = height + 'px';
+        }
+    };
+
+    // Disable right mouse context menu.
+    canvas_div.addEventListener('contextmenu', function (_e) {
+        event.preventDefault();
+        return false;
+    });
+
+    function set_focus() {
+        canvas.focus();
+        canvas_div.focus();
+    }
+
+    window.setTimeout(set_focus, 100);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'mpl-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'mpl-button-group';
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'mpl-button-group';
+            continue;
+        }
+
+        var button = (fig.buttons[name] = document.createElement('button'));
+        button.classList = 'mpl-widget';
+        button.setAttribute('role', 'button');
+        button.setAttribute('aria-disabled', 'false');
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+
+        var icon_img = document.createElement('img');
+        icon_img.src = '_images/' + image + '.png';
+        icon_img.srcset = '_images/' + image + '_large.png 2x';
+        icon_img.alt = tooltip;
+        button.appendChild(icon_img);
+
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    var fmt_picker = document.createElement('select');
+    fmt_picker.classList = 'mpl-widget';
+    toolbar.appendChild(fmt_picker);
+    this.format_dropdown = fmt_picker;
+
+    for (var ind in mpl.extensions) {
+        var fmt = mpl.extensions[ind];
+        var option = document.createElement('option');
+        option.selected = fmt === mpl.default_extension;
+        option.innerHTML = fmt;
+        fmt_picker.appendChild(option);
+    }
+
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+};
+
+mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
+    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
+    // which will in turn request a refresh of the image.
+    this.send_message('resize', { width: x_pixels, height: y_pixels });
+};
+
+mpl.figure.prototype.send_message = function (type, properties) {
+    properties['type'] = type;
+    properties['figure_id'] = this.id;
+    this.ws.send(JSON.stringify(properties));
+};
+
+mpl.figure.prototype.send_draw_message = function () {
+    if (!this.waiting) {
+        this.waiting = true;
+        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    var format_dropdown = fig.format_dropdown;
+    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
+    fig.ondownload(fig, format);
+};
+
+mpl.figure.prototype.handle_resize = function (fig, msg) {
+    var size = msg['size'];
+    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
+        fig._resize_canvas(size[0], size[1], msg['forward']);
+        fig.send_message('refresh', {});
+    }
+};
+
+mpl.figure.prototype.handle_rubberband = function (fig, msg) {
+    var x0 = msg['x0'] / fig.ratio;
+    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
+    var x1 = msg['x1'] / fig.ratio;
+    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
+    x0 = Math.floor(x0) + 0.5;
+    y0 = Math.floor(y0) + 0.5;
+    x1 = Math.floor(x1) + 0.5;
+    y1 = Math.floor(y1) + 0.5;
+    var min_x = Math.min(x0, x1);
+    var min_y = Math.min(y0, y1);
+    var width = Math.abs(x1 - x0);
+    var height = Math.abs(y1 - y0);
+
+    fig.rubberband_context.clearRect(
+        0,
+        0,
+        fig.canvas.width / fig.ratio,
+        fig.canvas.height / fig.ratio
+    );
+
+    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
+};
+
+mpl.figure.prototype.handle_figure_label = function (fig, msg) {
+    // Updates the figure title.
+    fig.header.textContent = msg['label'];
+};
+
+mpl.figure.prototype.handle_cursor = function (fig, msg) {
+    fig.canvas_div.style.cursor = msg['cursor'];
+};
+
+mpl.figure.prototype.handle_message = function (fig, msg) {
+    fig.message.textContent = msg['message'];
+};
+
+mpl.figure.prototype.handle_draw = function (fig, _msg) {
+    // Request the server to send over a new figure.
+    fig.send_draw_message();
+};
+
+mpl.figure.prototype.handle_image_mode = function (fig, msg) {
+    fig.image_mode = msg['mode'];
+};
+
+mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
+    for (var key in msg) {
+        if (!(key in fig.buttons)) {
+            continue;
+        }
+        fig.buttons[key].disabled = !msg[key];
+        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
+    }
+};
+
+mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
+    if (msg['mode'] === 'PAN') {
+        fig.buttons['Pan'].classList.add('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    } else if (msg['mode'] === 'ZOOM') {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.add('active');
+    } else {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    }
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Called whenever the canvas gets updated.
+    this.send_message('ack', {});
+};
+
+// A function to construct a web socket function for onmessage handling.
+// Called in the figure constructor.
+mpl.figure.prototype._make_on_message_function = function (fig) {
+    return function socket_on_message(evt) {
+        if (evt.data instanceof Blob) {
+            var img = evt.data;
+            if (img.type !== 'image/png') {
+                /* FIXME: We get "Resource interpreted as Image but
+                 * transferred with MIME type text/plain:" errors on
+                 * Chrome.  But how to set the MIME type?  It doesn't seem
+                 * to be part of the websocket stream */
+                img.type = 'image/png';
+            }
+
+            /* Free the memory for the previous frames */
+            if (fig.imageObj.src) {
+                (window.URL || window.webkitURL).revokeObjectURL(
+                    fig.imageObj.src
+                );
+            }
+
+            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
+                img
+            );
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        } else if (
+            typeof evt.data === 'string' &&
+            evt.data.slice(0, 21) === 'data:image/png;base64'
+        ) {
+            fig.imageObj.src = evt.data;
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        }
+
+        var msg = JSON.parse(evt.data);
+        var msg_type = msg['type'];
+
+        // Call the  "handle_{type}" callback, which takes
+        // the figure and JSON message as its only arguments.
+        try {
+            var callback = fig['handle_' + msg_type];
+        } catch (e) {
+            console.log(
+                "No handler for the '" + msg_type + "' message type: ",
+                msg
+            );
+            return;
+        }
+
+        if (callback) {
+            try {
+                // console.log("Handling '" + msg_type + "' message: ", msg);
+                callback(fig, msg);
+            } catch (e) {
+                console.log(
+                    "Exception inside the 'handler_" + msg_type + "' callback:",
+                    e,
+                    e.stack,
+                    msg
+                );
+            }
+        }
+    };
+};
+
+function getModifiers(event) {
+    var mods = [];
+    if (event.ctrlKey) {
+        mods.push('ctrl');
+    }
+    if (event.altKey) {
+        mods.push('alt');
+    }
+    if (event.shiftKey) {
+        mods.push('shift');
+    }
+    if (event.metaKey) {
+        mods.push('meta');
+    }
+    return mods;
+}
+
+/*
+ * return a copy of an object with only non-object keys
+ * we need this to avoid circular references
+ * https://stackoverflow.com/a/24161582/3208463
+ */
+function simpleKeys(original) {
+    return Object.keys(original).reduce(function (obj, key) {
+        if (typeof original[key] !== 'object') {
+            obj[key] = original[key];
+        }
+        return obj;
+    }, {});
+}
+
+mpl.figure.prototype.mouse_event = function (event, name) {
+    if (name === 'button_press') {
+        this.canvas.focus();
+        this.canvas_div.focus();
+    }
+
+    // from https://stackoverflow.com/q/1114465
+    var boundingRect = this.canvas.getBoundingClientRect();
+    var x = (event.clientX - boundingRect.left) * this.ratio;
+    var y = (event.clientY - boundingRect.top) * this.ratio;
+
+    this.send_message(name, {
+        x: x,
+        y: y,
+        button: event.button,
+        step: event.step,
+        buttons: event.buttons,
+        modifiers: getModifiers(event),
+        guiEvent: simpleKeys(event),
+    });
+
+    return false;
+};
+
+mpl.figure.prototype._key_event_extra = function (_event, _name) {
+    // Handle any extra behaviour associated with a key event
+};
+
+mpl.figure.prototype.key_event = function (event, name) {
+    // Prevent repeat events
+    if (name === 'key_press') {
+        if (event.key === this._key) {
+            return;
+        } else {
+            this._key = event.key;
+        }
+    }
+    if (name === 'key_release') {
+        this._key = null;
+    }
+
+    var value = '';
+    if (event.ctrlKey && event.key !== 'Control') {
+        value += 'ctrl+';
+    }
+    else if (event.altKey && event.key !== 'Alt') {
+        value += 'alt+';
+    }
+    else if (event.shiftKey && event.key !== 'Shift') {
+        value += 'shift+';
+    }
+
+    value += 'k' + event.key;
+
+    this._key_event_extra(event, name);
+
+    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
+    return false;
+};
+
+mpl.figure.prototype.toolbar_button_onclick = function (name) {
+    if (name === 'download') {
+        this.handle_save(this, null);
+    } else {
+        this.send_message('toolbar_button', { name: name });
+    }
+};
+
+mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
+    this.message.textContent = tooltip;
+};
+
+///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
+// prettier-ignore
+var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
+mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o", "download"]];
+
+mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif", "webp"];
+
+mpl.default_extension = "png";/* global mpl */
+
+var comm_websocket_adapter = function (comm) {
+    // Create a "websocket"-like object which calls the given IPython comm
+    // object with the appropriate methods. Currently this is a non binary
+    // socket, so there is still some room for performance tuning.
+    var ws = {};
+
+    ws.binaryType = comm.kernel.ws.binaryType;
+    ws.readyState = comm.kernel.ws.readyState;
+    function updateReadyState(_event) {
+        if (comm.kernel.ws) {
+            ws.readyState = comm.kernel.ws.readyState;
+        } else {
+            ws.readyState = 3; // Closed state.
+        }
+    }
+    comm.kernel.ws.addEventListener('open', updateReadyState);
+    comm.kernel.ws.addEventListener('close', updateReadyState);
+    comm.kernel.ws.addEventListener('error', updateReadyState);
+
+    ws.close = function () {
+        comm.close();
+    };
+    ws.send = function (m) {
+        //console.log('sending', m);
+        comm.send(m);
+    };
+    // Register the callback with on_msg.
+    comm.on_msg(function (msg) {
+        //console.log('receiving', msg['content']['data'], msg);
+        var data = msg['content']['data'];
+        if (data['blob'] !== undefined) {
+            data = {
+                data: new Blob(msg['buffers'], { type: data['blob'] }),
+            };
+        }
+        // Pass the mpl event to the overridden (by mpl) onmessage function.
+        ws.onmessage(data);
+    });
+    return ws;
+};
+
+mpl.mpl_figure_comm = function (comm, msg) {
+    // This is the function which gets called when the mpl process
+    // starts-up an IPython Comm through the "matplotlib" channel.
+
+    var id = msg.content.data.id;
+    // Get hold of the div created by the display call when the Comm
+    // socket was opened in Python.
+    var element = document.getElementById(id);
+    var ws_proxy = comm_websocket_adapter(comm);
+
+    function ondownload(figure, _format) {
+        window.open(figure.canvas.toDataURL());
+    }
+
+    var fig = new mpl.figure(id, ws_proxy, ondownload, element);
+
+    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
+    // web socket which is closed, not our websocket->open comm proxy.
+    ws_proxy.onopen();
+
+    fig.parent_element = element;
+    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
+    if (!fig.cell_info) {
+        console.error('Failed to find cell for figure', id, fig);
+        return;
+    }
+    fig.cell_info[0].output_area.element.on(
+        'cleared',
+        { fig: fig },
+        fig._remove_fig_handler
+    );
+};
+
+mpl.figure.prototype.handle_close = function (fig, msg) {
+    var width = fig.canvas.width / fig.ratio;
+    fig.cell_info[0].output_area.element.off(
+        'cleared',
+        fig._remove_fig_handler
+    );
+    fig.resizeObserverInstance.unobserve(fig.canvas_div);
+
+    // Update the output cell to use the data from the current canvas.
+    fig.push_to_output();
+    var dataURL = fig.canvas.toDataURL();
+    // Re-enable the keyboard manager in IPython - without this line, in FF,
+    // the notebook keyboard shortcuts fail.
+    IPython.keyboard_manager.enable();
+    fig.parent_element.innerHTML =
+        '<img src="' + dataURL + '" width="' + width + '">';
+    fig.close_ws(fig, msg);
+};
+
+mpl.figure.prototype.close_ws = function (fig, msg) {
+    fig.send_message('closing', msg);
+    // fig.ws.close()
+};
+
+mpl.figure.prototype.push_to_output = function (_remove_interactive) {
+    // Turn the data on the canvas into data in the output cell.
+    var width = this.canvas.width / this.ratio;
+    var dataURL = this.canvas.toDataURL();
+    this.cell_info[1]['text/html'] =
+        '<img src="' + dataURL + '" width="' + width + '">';
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Tell IPython that the notebook contents must change.
+    IPython.notebook.set_dirty(true);
+    this.send_message('ack', {});
+    var fig = this;
+    // Wait a second, then push the new image to the DOM so
+    // that it is saved nicely (might be nice to debounce this).
+    setTimeout(function () {
+        fig.push_to_output();
+    }, 1000);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'btn-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'btn-group';
+    var button;
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'btn-group';
+            continue;
+        }
+
+        button = fig.buttons[name] = document.createElement('button');
+        button.classList = 'btn btn-default';
+        button.href = '#';
+        button.title = name;
+        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    // Add the status bar.
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message pull-right';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+
+    // Add the close button to the window.
+    var buttongrp = document.createElement('div');
+    buttongrp.classList = 'btn-group inline pull-right';
+    button = document.createElement('button');
+    button.classList = 'btn btn-mini btn-primary';
+    button.href = '#';
+    button.title = 'Stop Interaction';
+    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
+    button.addEventListener('click', function (_evt) {
+        fig.handle_close(fig, {});
+    });
+    button.addEventListener(
+        'mouseover',
+        on_mouseover_closure('Stop Interaction')
+    );
+    buttongrp.appendChild(button);
+    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
+    titlebar.insertBefore(buttongrp, titlebar.firstChild);
+};
+
+mpl.figure.prototype._remove_fig_handler = function (event) {
+    var fig = event.data.fig;
+    if (event.target !== this) {
+        // Ignore bubbled events from children.
+        return;
+    }
+    fig.close_ws(fig, {});
+};
+
+mpl.figure.prototype._root_extra_style = function (el) {
+    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
+};
+
+mpl.figure.prototype._canvas_extra_style = function (el) {
+    // this is important to make the div 'focusable
+    el.setAttribute('tabindex', 0);
+    // reach out to IPython and tell the keyboard manager to turn it's self
+    // off when our div gets focus
+
+    // location in version 3
+    if (IPython.notebook.keyboard_manager) {
+        IPython.notebook.keyboard_manager.register_events(el);
+    } else {
+        // location in version 2
+        IPython.keyboard_manager.register_events(el);
+    }
+};
+
+mpl.figure.prototype._key_event_extra = function (event, _name) {
+    // Check for shift+enter
+    if (event.shiftKey && event.which === 13) {
+        this.canvas_div.blur();
+        // select the cell after this one
+        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
+        IPython.notebook.select(index + 1);
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    fig.ondownload(fig, null);
+};
+
+mpl.find_output_cell = function (html_output) {
+    // Return the cell and output element which can be found *uniquely* in the notebook.
+    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
+    // IPython event is triggered only after the cells have been serialised, which for
+    // our purposes (turning an active figure into a static one), is too late.
+    var cells = IPython.notebook.get_cells();
+    var ncells = cells.length;
+    for (var i = 0; i < ncells; i++) {
+        var cell = cells[i];
+        if (cell.cell_type === 'code') {
+            for (var j = 0; j < cell.output_area.outputs.length; j++) {
+                var data = cell.output_area.outputs[j];
+                if (data.data) {
+                    // IPython >= 3 moved mimebundle to data attribute of output
+                    data = data.data;
+                }
+                if (data['text/html'] === html_output) {
+                    return [cell, data, j];
+                }
+            }
+        }
+    }
+};
+
+// Register the function which deals with the matplotlib target/channel.
+// The kernel may be null if the page has been refreshed.
+if (IPython.notebook.kernel !== null) {
+    IPython.notebook.kernel.comm_manager.register_target(
+        'matplotlib',
+        mpl.mpl_figure_comm
+    );
+}
+
+</script></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<div id='0c0d0827-565a-4bfa-bff6-6d03e78fc5cd'></div></div>
+</div>
+<p>Test if the BluePrints are identical</p>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[5]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">bp_boxes</span> <span class="o">==</span> <span class="n">bp_boxes_read</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+True
+</pre></div></div>
+</div>
+</section>
+</section>
+<section id="Read-and-Write-Element-from-JSON-file-Tutorial">
+<h2>Read and Write Element from JSON file Tutorial<a class="headerlink" href="#Read-and-Write-Element-from-JSON-file-Tutorial" title="Link to this heading">¶</a></h2>
+<p>Note only works if the Element is generated from BluePrints not if the Elements contains part generated directly form a numpy array</p>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[6]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1">######################################################</span>
+<span class="c1"># The pulsebuilding module comes with a (small) collection of functions appropriate for being segments.</span>
+<span class="n">ramp</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">PulseAtoms</span><span class="o">.</span><span class="n">ramp</span>  <span class="c1"># args: start, stop</span>
+<span class="n">sine</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">PulseAtoms</span><span class="o">.</span><span class="n">sine</span>  <span class="c1"># args: freq, ampl, off, phase</span>
+<span class="n">seq1</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Sequence</span><span class="p">()</span>
+
+<span class="c1"># We fill up the sequence by adding elements at different sequence positions.</span>
+<span class="c1"># A valid sequence is filled from 1 to N with NO HOLES, i.e. if position 4 is filled, so must be position 1, 2, and 3</span>
+
+<span class="c1">#</span>
+<span class="c1"># Make blueprints, make elements</span>
+
+<span class="c1"># Create the blueprints</span>
+<span class="n">bp_square</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mf">1e9</span><span class="p">)</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">100e-9</span><span class="p">)</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mf">1e-3</span><span class="p">,</span> <span class="mf">1e-3</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;top&quot;</span><span class="p">,</span> <span class="n">dur</span><span class="o">=</span><span class="mf">100e-9</span><span class="p">)</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">100e-9</span><span class="p">)</span>
+<span class="n">bp_boxes</span> <span class="o">=</span> <span class="n">bp_square</span> <span class="o">+</span> <span class="n">bp_square</span>
+<span class="c1">#</span>
+<span class="n">bp_sine</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp_sine</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mf">1e9</span><span class="p">)</span>
+<span class="n">bp_sine</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">sine</span><span class="p">,</span> <span class="p">(</span><span class="mf">3.333e6</span><span class="p">,</span> <span class="mf">1.5e-3</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">300e-9</span><span class="p">)</span>
+<span class="n">bp_sineandboxes</span> <span class="o">=</span> <span class="n">bp_sine</span> <span class="o">+</span> <span class="n">bp_square</span>
+
+<span class="n">bp_sineandboxes</span><span class="o">.</span><span class="n">setSegmentMarker</span><span class="p">(</span>
+    <span class="s2">&quot;ramp&quot;</span><span class="p">,</span> <span class="p">(</span><span class="o">-</span><span class="mf">0.0</span><span class="p">,</span> <span class="mf">100e-9</span><span class="p">),</span> <span class="mi">1</span>
+<span class="p">)</span>  <span class="c1"># segment name, (delay, duration), markerID</span>
+<span class="n">bp_sineandboxes</span><span class="o">.</span><span class="n">setSegmentMarker</span><span class="p">(</span>
+    <span class="s2">&quot;sine&quot;</span><span class="p">,</span> <span class="p">(</span><span class="o">-</span><span class="mf">0.0</span><span class="p">,</span> <span class="mf">100e-9</span><span class="p">),</span> <span class="mi">2</span>
+<span class="p">)</span>  <span class="c1"># segment name, (delay, duration), markerID</span>
+<span class="c1"># make marker 2 go ON halfway through the sine</span>
+<span class="c1"># bp_rtm.setSegmentMarker(&#39;mysine&#39;, (0.75, 0.1), 2)</span>
+
+
+<span class="c1"># create elements</span>
+<span class="n">elem1</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="p">()</span>
+<span class="n">elem1</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">bp_boxes</span><span class="p">)</span>
+<span class="n">elem1</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">bp_sineandboxes</span><span class="p">)</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">elem1</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="output_javascript"></div>
+<script type="text/javascript">
+var element = document.currentScript.previousSibling.previousSibling;
+/* Put everything inside the global mpl namespace */
+/* global mpl */
+window.mpl = {};
+
+mpl.get_websocket_type = function () {
+    if (typeof WebSocket !== 'undefined') {
+        return WebSocket;
+    } else if (typeof MozWebSocket !== 'undefined') {
+        return MozWebSocket;
+    } else {
+        alert(
+            'Your browser does not have WebSocket support. ' +
+                'Please try Chrome, Safari or Firefox ≥ 6. ' +
+                'Firefox 4 and 5 are also supported but you ' +
+                'have to enable WebSockets in about:config.'
+        );
+    }
+};
+
+mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
+    this.id = figure_id;
+
+    this.ws = websocket;
+
+    this.supports_binary = this.ws.binaryType !== undefined;
+
+    if (!this.supports_binary) {
+        var warnings = document.getElementById('mpl-warnings');
+        if (warnings) {
+            warnings.style.display = 'block';
+            warnings.textContent =
+                'This browser does not support binary websocket messages. ' +
+                'Performance may be slow.';
+        }
+    }
+
+    this.imageObj = new Image();
+
+    this.context = undefined;
+    this.message = undefined;
+    this.canvas = undefined;
+    this.rubberband_canvas = undefined;
+    this.rubberband_context = undefined;
+    this.format_dropdown = undefined;
+
+    this.image_mode = 'full';
+
+    this.root = document.createElement('div');
+    this.root.setAttribute('style', 'display: inline-block');
+    this._root_extra_style(this.root);
+
+    parent_element.appendChild(this.root);
+
+    this._init_header(this);
+    this._init_canvas(this);
+    this._init_toolbar(this);
+
+    var fig = this;
+
+    this.waiting = false;
+
+    this.ws.onopen = function () {
+        fig.send_message('supports_binary', { value: fig.supports_binary });
+        fig.send_message('send_image_mode', {});
+        if (fig.ratio !== 1) {
+            fig.send_message('set_device_pixel_ratio', {
+                device_pixel_ratio: fig.ratio,
+            });
+        }
+        fig.send_message('refresh', {});
+    };
+
+    this.imageObj.onload = function () {
+        if (fig.image_mode === 'full') {
+            // Full images could contain transparency (where diff images
+            // almost always do), so we need to clear the canvas so that
+            // there is no ghosting.
+            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);
+        }
+        fig.context.drawImage(fig.imageObj, 0, 0);
+    };
+
+    this.imageObj.onunload = function () {
+        fig.ws.close();
+    };
+
+    this.ws.onmessage = this._make_on_message_function(this);
+
+    this.ondownload = ondownload;
+};
+
+mpl.figure.prototype._init_header = function () {
+    var titlebar = document.createElement('div');
+    titlebar.classList =
+        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';
+    var titletext = document.createElement('div');
+    titletext.classList = 'ui-dialog-title';
+    titletext.setAttribute(
+        'style',
+        'width: 100%; text-align: center; padding: 3px;'
+    );
+    titlebar.appendChild(titletext);
+    this.root.appendChild(titlebar);
+    this.header = titletext;
+};
+
+mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._root_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._init_canvas = function () {
+    var fig = this;
+
+    var canvas_div = (this.canvas_div = document.createElement('div'));
+    canvas_div.setAttribute('tabindex', '0');
+    canvas_div.setAttribute(
+        'style',
+        'border: 1px solid #ddd;' +
+            'box-sizing: content-box;' +
+            'clear: both;' +
+            'min-height: 1px;' +
+            'min-width: 1px;' +
+            'outline: 0;' +
+            'overflow: hidden;' +
+            'position: relative;' +
+            'resize: both;' +
+            'z-index: 2;'
+    );
+
+    function on_keyboard_event_closure(name) {
+        return function (event) {
+            return fig.key_event(event, name);
+        };
+    }
+
+    canvas_div.addEventListener(
+        'keydown',
+        on_keyboard_event_closure('key_press')
+    );
+    canvas_div.addEventListener(
+        'keyup',
+        on_keyboard_event_closure('key_release')
+    );
+
+    this._canvas_extra_style(canvas_div);
+    this.root.appendChild(canvas_div);
+
+    var canvas = (this.canvas = document.createElement('canvas'));
+    canvas.classList.add('mpl-canvas');
+    canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'pointer-events: none;' +
+            'position: relative;' +
+            'z-index: 0;'
+    );
+
+    this.context = canvas.getContext('2d');
+
+    var backingStore =
+        this.context.backingStorePixelRatio ||
+        this.context.webkitBackingStorePixelRatio ||
+        this.context.mozBackingStorePixelRatio ||
+        this.context.msBackingStorePixelRatio ||
+        this.context.oBackingStorePixelRatio ||
+        this.context.backingStorePixelRatio ||
+        1;
+
+    this.ratio = (window.devicePixelRatio || 1) / backingStore;
+
+    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
+        'canvas'
+    ));
+    rubberband_canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'left: 0;' +
+            'pointer-events: none;' +
+            'position: absolute;' +
+            'top: 0;' +
+            'z-index: 1;'
+    );
+
+    // Apply a ponyfill if ResizeObserver is not implemented by browser.
+    if (this.ResizeObserver === undefined) {
+        if (window.ResizeObserver !== undefined) {
+            this.ResizeObserver = window.ResizeObserver;
+        } else {
+            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
+            this.ResizeObserver = obs.ResizeObserver;
+        }
+    }
+
+    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
+        // There's no need to resize if the WebSocket is not connected:
+        // - If it is still connecting, then we will get an initial resize from
+        //   Python once it connects.
+        // - If it has disconnected, then resizing will clear the canvas and
+        //   never get anything back to refill it, so better to not resize and
+        //   keep something visible.
+        if (fig.ws.readyState != 1) {
+            return;
+        }
+        var nentries = entries.length;
+        for (var i = 0; i < nentries; i++) {
+            var entry = entries[i];
+            var width, height;
+            if (entry.contentBoxSize) {
+                if (entry.contentBoxSize instanceof Array) {
+                    // Chrome 84 implements new version of spec.
+                    width = entry.contentBoxSize[0].inlineSize;
+                    height = entry.contentBoxSize[0].blockSize;
+                } else {
+                    // Firefox implements old version of spec.
+                    width = entry.contentBoxSize.inlineSize;
+                    height = entry.contentBoxSize.blockSize;
+                }
+            } else {
+                // Chrome <84 implements even older version of spec.
+                width = entry.contentRect.width;
+                height = entry.contentRect.height;
+            }
+
+            // Keep the size of the canvas and rubber band canvas in sync with
+            // the canvas container.
+            if (entry.devicePixelContentBoxSize) {
+                // Chrome 84 implements new version of spec.
+                canvas.setAttribute(
+                    'width',
+                    entry.devicePixelContentBoxSize[0].inlineSize
+                );
+                canvas.setAttribute(
+                    'height',
+                    entry.devicePixelContentBoxSize[0].blockSize
+                );
+            } else {
+                canvas.setAttribute('width', width * fig.ratio);
+                canvas.setAttribute('height', height * fig.ratio);
+            }
+            /* This rescales the canvas back to display pixels, so that it
+             * appears correct on HiDPI screens. */
+            canvas.style.width = width + 'px';
+            canvas.style.height = height + 'px';
+
+            rubberband_canvas.setAttribute('width', width);
+            rubberband_canvas.setAttribute('height', height);
+
+            // And update the size in Python. We ignore the initial 0/0 size
+            // that occurs as the element is placed into the DOM, which should
+            // otherwise not happen due to the minimum size styling.
+            if (width != 0 && height != 0) {
+                fig.request_resize(width, height);
+            }
+        }
+    });
+    this.resizeObserverInstance.observe(canvas_div);
+
+    function on_mouse_event_closure(name) {
+        /* User Agent sniffing is bad, but WebKit is busted:
+         * https://bugs.webkit.org/show_bug.cgi?id=144526
+         * https://bugs.webkit.org/show_bug.cgi?id=181818
+         * The worst that happens here is that they get an extra browser
+         * selection when dragging, if this check fails to catch them.
+         */
+        var UA = navigator.userAgent;
+        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);
+        if(isWebKit) {
+            return function (event) {
+                /* This prevents the web browser from automatically changing to
+                 * the text insertion cursor when the button is pressed. We
+                 * want to control all of the cursor setting manually through
+                 * the 'cursor' event from matplotlib */
+                event.preventDefault()
+                return fig.mouse_event(event, name);
+            };
+        } else {
+            return function (event) {
+                return fig.mouse_event(event, name);
+            };
+        }
+    }
+
+    canvas_div.addEventListener(
+        'mousedown',
+        on_mouse_event_closure('button_press')
+    );
+    canvas_div.addEventListener(
+        'mouseup',
+        on_mouse_event_closure('button_release')
+    );
+    canvas_div.addEventListener(
+        'dblclick',
+        on_mouse_event_closure('dblclick')
+    );
+    // Throttle sequential mouse events to 1 every 20ms.
+    canvas_div.addEventListener(
+        'mousemove',
+        on_mouse_event_closure('motion_notify')
+    );
+
+    canvas_div.addEventListener(
+        'mouseenter',
+        on_mouse_event_closure('figure_enter')
+    );
+    canvas_div.addEventListener(
+        'mouseleave',
+        on_mouse_event_closure('figure_leave')
+    );
+
+    canvas_div.addEventListener('wheel', function (event) {
+        if (event.deltaY < 0) {
+            event.step = 1;
+        } else {
+            event.step = -1;
+        }
+        on_mouse_event_closure('scroll')(event);
+    });
+
+    canvas_div.appendChild(canvas);
+    canvas_div.appendChild(rubberband_canvas);
+
+    this.rubberband_context = rubberband_canvas.getContext('2d');
+    this.rubberband_context.strokeStyle = '#000000';
+
+    this._resize_canvas = function (width, height, forward) {
+        if (forward) {
+            canvas_div.style.width = width + 'px';
+            canvas_div.style.height = height + 'px';
+        }
+    };
+
+    // Disable right mouse context menu.
+    canvas_div.addEventListener('contextmenu', function (_e) {
+        event.preventDefault();
+        return false;
+    });
+
+    function set_focus() {
+        canvas.focus();
+        canvas_div.focus();
+    }
+
+    window.setTimeout(set_focus, 100);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'mpl-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'mpl-button-group';
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'mpl-button-group';
+            continue;
+        }
+
+        var button = (fig.buttons[name] = document.createElement('button'));
+        button.classList = 'mpl-widget';
+        button.setAttribute('role', 'button');
+        button.setAttribute('aria-disabled', 'false');
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+
+        var icon_img = document.createElement('img');
+        icon_img.src = '_images/' + image + '.png';
+        icon_img.srcset = '_images/' + image + '_large.png 2x';
+        icon_img.alt = tooltip;
+        button.appendChild(icon_img);
+
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    var fmt_picker = document.createElement('select');
+    fmt_picker.classList = 'mpl-widget';
+    toolbar.appendChild(fmt_picker);
+    this.format_dropdown = fmt_picker;
+
+    for (var ind in mpl.extensions) {
+        var fmt = mpl.extensions[ind];
+        var option = document.createElement('option');
+        option.selected = fmt === mpl.default_extension;
+        option.innerHTML = fmt;
+        fmt_picker.appendChild(option);
+    }
+
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+};
+
+mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
+    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
+    // which will in turn request a refresh of the image.
+    this.send_message('resize', { width: x_pixels, height: y_pixels });
+};
+
+mpl.figure.prototype.send_message = function (type, properties) {
+    properties['type'] = type;
+    properties['figure_id'] = this.id;
+    this.ws.send(JSON.stringify(properties));
+};
+
+mpl.figure.prototype.send_draw_message = function () {
+    if (!this.waiting) {
+        this.waiting = true;
+        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    var format_dropdown = fig.format_dropdown;
+    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
+    fig.ondownload(fig, format);
+};
+
+mpl.figure.prototype.handle_resize = function (fig, msg) {
+    var size = msg['size'];
+    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
+        fig._resize_canvas(size[0], size[1], msg['forward']);
+        fig.send_message('refresh', {});
+    }
+};
+
+mpl.figure.prototype.handle_rubberband = function (fig, msg) {
+    var x0 = msg['x0'] / fig.ratio;
+    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
+    var x1 = msg['x1'] / fig.ratio;
+    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
+    x0 = Math.floor(x0) + 0.5;
+    y0 = Math.floor(y0) + 0.5;
+    x1 = Math.floor(x1) + 0.5;
+    y1 = Math.floor(y1) + 0.5;
+    var min_x = Math.min(x0, x1);
+    var min_y = Math.min(y0, y1);
+    var width = Math.abs(x1 - x0);
+    var height = Math.abs(y1 - y0);
+
+    fig.rubberband_context.clearRect(
+        0,
+        0,
+        fig.canvas.width / fig.ratio,
+        fig.canvas.height / fig.ratio
+    );
+
+    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
+};
+
+mpl.figure.prototype.handle_figure_label = function (fig, msg) {
+    // Updates the figure title.
+    fig.header.textContent = msg['label'];
+};
+
+mpl.figure.prototype.handle_cursor = function (fig, msg) {
+    fig.canvas_div.style.cursor = msg['cursor'];
+};
+
+mpl.figure.prototype.handle_message = function (fig, msg) {
+    fig.message.textContent = msg['message'];
+};
+
+mpl.figure.prototype.handle_draw = function (fig, _msg) {
+    // Request the server to send over a new figure.
+    fig.send_draw_message();
+};
+
+mpl.figure.prototype.handle_image_mode = function (fig, msg) {
+    fig.image_mode = msg['mode'];
+};
+
+mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
+    for (var key in msg) {
+        if (!(key in fig.buttons)) {
+            continue;
+        }
+        fig.buttons[key].disabled = !msg[key];
+        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
+    }
+};
+
+mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
+    if (msg['mode'] === 'PAN') {
+        fig.buttons['Pan'].classList.add('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    } else if (msg['mode'] === 'ZOOM') {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.add('active');
+    } else {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    }
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Called whenever the canvas gets updated.
+    this.send_message('ack', {});
+};
+
+// A function to construct a web socket function for onmessage handling.
+// Called in the figure constructor.
+mpl.figure.prototype._make_on_message_function = function (fig) {
+    return function socket_on_message(evt) {
+        if (evt.data instanceof Blob) {
+            var img = evt.data;
+            if (img.type !== 'image/png') {
+                /* FIXME: We get "Resource interpreted as Image but
+                 * transferred with MIME type text/plain:" errors on
+                 * Chrome.  But how to set the MIME type?  It doesn't seem
+                 * to be part of the websocket stream */
+                img.type = 'image/png';
+            }
+
+            /* Free the memory for the previous frames */
+            if (fig.imageObj.src) {
+                (window.URL || window.webkitURL).revokeObjectURL(
+                    fig.imageObj.src
+                );
+            }
+
+            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
+                img
+            );
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        } else if (
+            typeof evt.data === 'string' &&
+            evt.data.slice(0, 21) === 'data:image/png;base64'
+        ) {
+            fig.imageObj.src = evt.data;
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        }
+
+        var msg = JSON.parse(evt.data);
+        var msg_type = msg['type'];
+
+        // Call the  "handle_{type}" callback, which takes
+        // the figure and JSON message as its only arguments.
+        try {
+            var callback = fig['handle_' + msg_type];
+        } catch (e) {
+            console.log(
+                "No handler for the '" + msg_type + "' message type: ",
+                msg
+            );
+            return;
+        }
+
+        if (callback) {
+            try {
+                // console.log("Handling '" + msg_type + "' message: ", msg);
+                callback(fig, msg);
+            } catch (e) {
+                console.log(
+                    "Exception inside the 'handler_" + msg_type + "' callback:",
+                    e,
+                    e.stack,
+                    msg
+                );
+            }
+        }
+    };
+};
+
+function getModifiers(event) {
+    var mods = [];
+    if (event.ctrlKey) {
+        mods.push('ctrl');
+    }
+    if (event.altKey) {
+        mods.push('alt');
+    }
+    if (event.shiftKey) {
+        mods.push('shift');
+    }
+    if (event.metaKey) {
+        mods.push('meta');
+    }
+    return mods;
+}
+
+/*
+ * return a copy of an object with only non-object keys
+ * we need this to avoid circular references
+ * https://stackoverflow.com/a/24161582/3208463
+ */
+function simpleKeys(original) {
+    return Object.keys(original).reduce(function (obj, key) {
+        if (typeof original[key] !== 'object') {
+            obj[key] = original[key];
+        }
+        return obj;
+    }, {});
+}
+
+mpl.figure.prototype.mouse_event = function (event, name) {
+    if (name === 'button_press') {
+        this.canvas.focus();
+        this.canvas_div.focus();
+    }
+
+    // from https://stackoverflow.com/q/1114465
+    var boundingRect = this.canvas.getBoundingClientRect();
+    var x = (event.clientX - boundingRect.left) * this.ratio;
+    var y = (event.clientY - boundingRect.top) * this.ratio;
+
+    this.send_message(name, {
+        x: x,
+        y: y,
+        button: event.button,
+        step: event.step,
+        buttons: event.buttons,
+        modifiers: getModifiers(event),
+        guiEvent: simpleKeys(event),
+    });
+
+    return false;
+};
+
+mpl.figure.prototype._key_event_extra = function (_event, _name) {
+    // Handle any extra behaviour associated with a key event
+};
+
+mpl.figure.prototype.key_event = function (event, name) {
+    // Prevent repeat events
+    if (name === 'key_press') {
+        if (event.key === this._key) {
+            return;
+        } else {
+            this._key = event.key;
+        }
+    }
+    if (name === 'key_release') {
+        this._key = null;
+    }
+
+    var value = '';
+    if (event.ctrlKey && event.key !== 'Control') {
+        value += 'ctrl+';
+    }
+    else if (event.altKey && event.key !== 'Alt') {
+        value += 'alt+';
+    }
+    else if (event.shiftKey && event.key !== 'Shift') {
+        value += 'shift+';
+    }
+
+    value += 'k' + event.key;
+
+    this._key_event_extra(event, name);
+
+    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
+    return false;
+};
+
+mpl.figure.prototype.toolbar_button_onclick = function (name) {
+    if (name === 'download') {
+        this.handle_save(this, null);
+    } else {
+        this.send_message('toolbar_button', { name: name });
+    }
+};
+
+mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
+    this.message.textContent = tooltip;
+};
+
+///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
+// prettier-ignore
+var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
+mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o", "download"]];
+
+mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif", "webp"];
+
+mpl.default_extension = "png";/* global mpl */
+
+var comm_websocket_adapter = function (comm) {
+    // Create a "websocket"-like object which calls the given IPython comm
+    // object with the appropriate methods. Currently this is a non binary
+    // socket, so there is still some room for performance tuning.
+    var ws = {};
+
+    ws.binaryType = comm.kernel.ws.binaryType;
+    ws.readyState = comm.kernel.ws.readyState;
+    function updateReadyState(_event) {
+        if (comm.kernel.ws) {
+            ws.readyState = comm.kernel.ws.readyState;
+        } else {
+            ws.readyState = 3; // Closed state.
+        }
+    }
+    comm.kernel.ws.addEventListener('open', updateReadyState);
+    comm.kernel.ws.addEventListener('close', updateReadyState);
+    comm.kernel.ws.addEventListener('error', updateReadyState);
+
+    ws.close = function () {
+        comm.close();
+    };
+    ws.send = function (m) {
+        //console.log('sending', m);
+        comm.send(m);
+    };
+    // Register the callback with on_msg.
+    comm.on_msg(function (msg) {
+        //console.log('receiving', msg['content']['data'], msg);
+        var data = msg['content']['data'];
+        if (data['blob'] !== undefined) {
+            data = {
+                data: new Blob(msg['buffers'], { type: data['blob'] }),
+            };
+        }
+        // Pass the mpl event to the overridden (by mpl) onmessage function.
+        ws.onmessage(data);
+    });
+    return ws;
+};
+
+mpl.mpl_figure_comm = function (comm, msg) {
+    // This is the function which gets called when the mpl process
+    // starts-up an IPython Comm through the "matplotlib" channel.
+
+    var id = msg.content.data.id;
+    // Get hold of the div created by the display call when the Comm
+    // socket was opened in Python.
+    var element = document.getElementById(id);
+    var ws_proxy = comm_websocket_adapter(comm);
+
+    function ondownload(figure, _format) {
+        window.open(figure.canvas.toDataURL());
+    }
+
+    var fig = new mpl.figure(id, ws_proxy, ondownload, element);
+
+    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
+    // web socket which is closed, not our websocket->open comm proxy.
+    ws_proxy.onopen();
+
+    fig.parent_element = element;
+    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
+    if (!fig.cell_info) {
+        console.error('Failed to find cell for figure', id, fig);
+        return;
+    }
+    fig.cell_info[0].output_area.element.on(
+        'cleared',
+        { fig: fig },
+        fig._remove_fig_handler
+    );
+};
+
+mpl.figure.prototype.handle_close = function (fig, msg) {
+    var width = fig.canvas.width / fig.ratio;
+    fig.cell_info[0].output_area.element.off(
+        'cleared',
+        fig._remove_fig_handler
+    );
+    fig.resizeObserverInstance.unobserve(fig.canvas_div);
+
+    // Update the output cell to use the data from the current canvas.
+    fig.push_to_output();
+    var dataURL = fig.canvas.toDataURL();
+    // Re-enable the keyboard manager in IPython - without this line, in FF,
+    // the notebook keyboard shortcuts fail.
+    IPython.keyboard_manager.enable();
+    fig.parent_element.innerHTML =
+        '<img src="' + dataURL + '" width="' + width + '">';
+    fig.close_ws(fig, msg);
+};
+
+mpl.figure.prototype.close_ws = function (fig, msg) {
+    fig.send_message('closing', msg);
+    // fig.ws.close()
+};
+
+mpl.figure.prototype.push_to_output = function (_remove_interactive) {
+    // Turn the data on the canvas into data in the output cell.
+    var width = this.canvas.width / this.ratio;
+    var dataURL = this.canvas.toDataURL();
+    this.cell_info[1]['text/html'] =
+        '<img src="' + dataURL + '" width="' + width + '">';
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Tell IPython that the notebook contents must change.
+    IPython.notebook.set_dirty(true);
+    this.send_message('ack', {});
+    var fig = this;
+    // Wait a second, then push the new image to the DOM so
+    // that it is saved nicely (might be nice to debounce this).
+    setTimeout(function () {
+        fig.push_to_output();
+    }, 1000);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'btn-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'btn-group';
+    var button;
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'btn-group';
+            continue;
+        }
+
+        button = fig.buttons[name] = document.createElement('button');
+        button.classList = 'btn btn-default';
+        button.href = '#';
+        button.title = name;
+        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    // Add the status bar.
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message pull-right';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+
+    // Add the close button to the window.
+    var buttongrp = document.createElement('div');
+    buttongrp.classList = 'btn-group inline pull-right';
+    button = document.createElement('button');
+    button.classList = 'btn btn-mini btn-primary';
+    button.href = '#';
+    button.title = 'Stop Interaction';
+    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
+    button.addEventListener('click', function (_evt) {
+        fig.handle_close(fig, {});
+    });
+    button.addEventListener(
+        'mouseover',
+        on_mouseover_closure('Stop Interaction')
+    );
+    buttongrp.appendChild(button);
+    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
+    titlebar.insertBefore(buttongrp, titlebar.firstChild);
+};
+
+mpl.figure.prototype._remove_fig_handler = function (event) {
+    var fig = event.data.fig;
+    if (event.target !== this) {
+        // Ignore bubbled events from children.
+        return;
+    }
+    fig.close_ws(fig, {});
+};
+
+mpl.figure.prototype._root_extra_style = function (el) {
+    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
+};
+
+mpl.figure.prototype._canvas_extra_style = function (el) {
+    // this is important to make the div 'focusable
+    el.setAttribute('tabindex', 0);
+    // reach out to IPython and tell the keyboard manager to turn it's self
+    // off when our div gets focus
+
+    // location in version 3
+    if (IPython.notebook.keyboard_manager) {
+        IPython.notebook.keyboard_manager.register_events(el);
+    } else {
+        // location in version 2
+        IPython.keyboard_manager.register_events(el);
+    }
+};
+
+mpl.figure.prototype._key_event_extra = function (event, _name) {
+    // Check for shift+enter
+    if (event.shiftKey && event.which === 13) {
+        this.canvas_div.blur();
+        // select the cell after this one
+        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
+        IPython.notebook.select(index + 1);
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    fig.ondownload(fig, null);
+};
+
+mpl.find_output_cell = function (html_output) {
+    // Return the cell and output element which can be found *uniquely* in the notebook.
+    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
+    // IPython event is triggered only after the cells have been serialised, which for
+    // our purposes (turning an active figure into a static one), is too late.
+    var cells = IPython.notebook.get_cells();
+    var ncells = cells.length;
+    for (var i = 0; i < ncells; i++) {
+        var cell = cells[i];
+        if (cell.cell_type === 'code') {
+            for (var j = 0; j < cell.output_area.outputs.length; j++) {
+                var data = cell.output_area.outputs[j];
+                if (data.data) {
+                    // IPython >= 3 moved mimebundle to data attribute of output
+                    data = data.data;
+                }
+                if (data['text/html'] === html_output) {
+                    return [cell, data, j];
+                }
+            }
+        }
+    }
+};
+
+// Register the function which deals with the matplotlib target/channel.
+// The kernel may be null if the page has been refreshed.
+if (IPython.notebook.kernel !== null) {
+    IPython.notebook.kernel.comm_manager.register_target(
+        'matplotlib',
+        mpl.mpl_figure_comm
+    );
+}
+
+</script></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<div id='5c5cd3a6-f145-4459-900f-603e4c244f3f'></div></div>
+</div>
+<p>Writing the Element to a file</p>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[7]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">elem1</span><span class="o">.</span><span class="n">write_to_json</span><span class="p">(</span><span class="s2">&quot;elem.json&quot;</span><span class="p">)</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">elem1</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="output_javascript"></div>
+<script type="text/javascript">
+var element = document.currentScript.previousSibling.previousSibling;
+/* Put everything inside the global mpl namespace */
+/* global mpl */
+window.mpl = {};
+
+mpl.get_websocket_type = function () {
+    if (typeof WebSocket !== 'undefined') {
+        return WebSocket;
+    } else if (typeof MozWebSocket !== 'undefined') {
+        return MozWebSocket;
+    } else {
+        alert(
+            'Your browser does not have WebSocket support. ' +
+                'Please try Chrome, Safari or Firefox ≥ 6. ' +
+                'Firefox 4 and 5 are also supported but you ' +
+                'have to enable WebSockets in about:config.'
+        );
+    }
+};
+
+mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
+    this.id = figure_id;
+
+    this.ws = websocket;
+
+    this.supports_binary = this.ws.binaryType !== undefined;
+
+    if (!this.supports_binary) {
+        var warnings = document.getElementById('mpl-warnings');
+        if (warnings) {
+            warnings.style.display = 'block';
+            warnings.textContent =
+                'This browser does not support binary websocket messages. ' +
+                'Performance may be slow.';
+        }
+    }
+
+    this.imageObj = new Image();
+
+    this.context = undefined;
+    this.message = undefined;
+    this.canvas = undefined;
+    this.rubberband_canvas = undefined;
+    this.rubberband_context = undefined;
+    this.format_dropdown = undefined;
+
+    this.image_mode = 'full';
+
+    this.root = document.createElement('div');
+    this.root.setAttribute('style', 'display: inline-block');
+    this._root_extra_style(this.root);
+
+    parent_element.appendChild(this.root);
+
+    this._init_header(this);
+    this._init_canvas(this);
+    this._init_toolbar(this);
+
+    var fig = this;
+
+    this.waiting = false;
+
+    this.ws.onopen = function () {
+        fig.send_message('supports_binary', { value: fig.supports_binary });
+        fig.send_message('send_image_mode', {});
+        if (fig.ratio !== 1) {
+            fig.send_message('set_device_pixel_ratio', {
+                device_pixel_ratio: fig.ratio,
+            });
+        }
+        fig.send_message('refresh', {});
+    };
+
+    this.imageObj.onload = function () {
+        if (fig.image_mode === 'full') {
+            // Full images could contain transparency (where diff images
+            // almost always do), so we need to clear the canvas so that
+            // there is no ghosting.
+            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);
+        }
+        fig.context.drawImage(fig.imageObj, 0, 0);
+    };
+
+    this.imageObj.onunload = function () {
+        fig.ws.close();
+    };
+
+    this.ws.onmessage = this._make_on_message_function(this);
+
+    this.ondownload = ondownload;
+};
+
+mpl.figure.prototype._init_header = function () {
+    var titlebar = document.createElement('div');
+    titlebar.classList =
+        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';
+    var titletext = document.createElement('div');
+    titletext.classList = 'ui-dialog-title';
+    titletext.setAttribute(
+        'style',
+        'width: 100%; text-align: center; padding: 3px;'
+    );
+    titlebar.appendChild(titletext);
+    this.root.appendChild(titlebar);
+    this.header = titletext;
+};
+
+mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._root_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._init_canvas = function () {
+    var fig = this;
+
+    var canvas_div = (this.canvas_div = document.createElement('div'));
+    canvas_div.setAttribute('tabindex', '0');
+    canvas_div.setAttribute(
+        'style',
+        'border: 1px solid #ddd;' +
+            'box-sizing: content-box;' +
+            'clear: both;' +
+            'min-height: 1px;' +
+            'min-width: 1px;' +
+            'outline: 0;' +
+            'overflow: hidden;' +
+            'position: relative;' +
+            'resize: both;' +
+            'z-index: 2;'
+    );
+
+    function on_keyboard_event_closure(name) {
+        return function (event) {
+            return fig.key_event(event, name);
+        };
+    }
+
+    canvas_div.addEventListener(
+        'keydown',
+        on_keyboard_event_closure('key_press')
+    );
+    canvas_div.addEventListener(
+        'keyup',
+        on_keyboard_event_closure('key_release')
+    );
+
+    this._canvas_extra_style(canvas_div);
+    this.root.appendChild(canvas_div);
+
+    var canvas = (this.canvas = document.createElement('canvas'));
+    canvas.classList.add('mpl-canvas');
+    canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'pointer-events: none;' +
+            'position: relative;' +
+            'z-index: 0;'
+    );
+
+    this.context = canvas.getContext('2d');
+
+    var backingStore =
+        this.context.backingStorePixelRatio ||
+        this.context.webkitBackingStorePixelRatio ||
+        this.context.mozBackingStorePixelRatio ||
+        this.context.msBackingStorePixelRatio ||
+        this.context.oBackingStorePixelRatio ||
+        this.context.backingStorePixelRatio ||
+        1;
+
+    this.ratio = (window.devicePixelRatio || 1) / backingStore;
+
+    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
+        'canvas'
+    ));
+    rubberband_canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'left: 0;' +
+            'pointer-events: none;' +
+            'position: absolute;' +
+            'top: 0;' +
+            'z-index: 1;'
+    );
+
+    // Apply a ponyfill if ResizeObserver is not implemented by browser.
+    if (this.ResizeObserver === undefined) {
+        if (window.ResizeObserver !== undefined) {
+            this.ResizeObserver = window.ResizeObserver;
+        } else {
+            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
+            this.ResizeObserver = obs.ResizeObserver;
+        }
+    }
+
+    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
+        // There's no need to resize if the WebSocket is not connected:
+        // - If it is still connecting, then we will get an initial resize from
+        //   Python once it connects.
+        // - If it has disconnected, then resizing will clear the canvas and
+        //   never get anything back to refill it, so better to not resize and
+        //   keep something visible.
+        if (fig.ws.readyState != 1) {
+            return;
+        }
+        var nentries = entries.length;
+        for (var i = 0; i < nentries; i++) {
+            var entry = entries[i];
+            var width, height;
+            if (entry.contentBoxSize) {
+                if (entry.contentBoxSize instanceof Array) {
+                    // Chrome 84 implements new version of spec.
+                    width = entry.contentBoxSize[0].inlineSize;
+                    height = entry.contentBoxSize[0].blockSize;
+                } else {
+                    // Firefox implements old version of spec.
+                    width = entry.contentBoxSize.inlineSize;
+                    height = entry.contentBoxSize.blockSize;
+                }
+            } else {
+                // Chrome <84 implements even older version of spec.
+                width = entry.contentRect.width;
+                height = entry.contentRect.height;
+            }
+
+            // Keep the size of the canvas and rubber band canvas in sync with
+            // the canvas container.
+            if (entry.devicePixelContentBoxSize) {
+                // Chrome 84 implements new version of spec.
+                canvas.setAttribute(
+                    'width',
+                    entry.devicePixelContentBoxSize[0].inlineSize
+                );
+                canvas.setAttribute(
+                    'height',
+                    entry.devicePixelContentBoxSize[0].blockSize
+                );
+            } else {
+                canvas.setAttribute('width', width * fig.ratio);
+                canvas.setAttribute('height', height * fig.ratio);
+            }
+            /* This rescales the canvas back to display pixels, so that it
+             * appears correct on HiDPI screens. */
+            canvas.style.width = width + 'px';
+            canvas.style.height = height + 'px';
+
+            rubberband_canvas.setAttribute('width', width);
+            rubberband_canvas.setAttribute('height', height);
+
+            // And update the size in Python. We ignore the initial 0/0 size
+            // that occurs as the element is placed into the DOM, which should
+            // otherwise not happen due to the minimum size styling.
+            if (width != 0 && height != 0) {
+                fig.request_resize(width, height);
+            }
+        }
+    });
+    this.resizeObserverInstance.observe(canvas_div);
+
+    function on_mouse_event_closure(name) {
+        /* User Agent sniffing is bad, but WebKit is busted:
+         * https://bugs.webkit.org/show_bug.cgi?id=144526
+         * https://bugs.webkit.org/show_bug.cgi?id=181818
+         * The worst that happens here is that they get an extra browser
+         * selection when dragging, if this check fails to catch them.
+         */
+        var UA = navigator.userAgent;
+        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);
+        if(isWebKit) {
+            return function (event) {
+                /* This prevents the web browser from automatically changing to
+                 * the text insertion cursor when the button is pressed. We
+                 * want to control all of the cursor setting manually through
+                 * the 'cursor' event from matplotlib */
+                event.preventDefault()
+                return fig.mouse_event(event, name);
+            };
+        } else {
+            return function (event) {
+                return fig.mouse_event(event, name);
+            };
+        }
+    }
+
+    canvas_div.addEventListener(
+        'mousedown',
+        on_mouse_event_closure('button_press')
+    );
+    canvas_div.addEventListener(
+        'mouseup',
+        on_mouse_event_closure('button_release')
+    );
+    canvas_div.addEventListener(
+        'dblclick',
+        on_mouse_event_closure('dblclick')
+    );
+    // Throttle sequential mouse events to 1 every 20ms.
+    canvas_div.addEventListener(
+        'mousemove',
+        on_mouse_event_closure('motion_notify')
+    );
+
+    canvas_div.addEventListener(
+        'mouseenter',
+        on_mouse_event_closure('figure_enter')
+    );
+    canvas_div.addEventListener(
+        'mouseleave',
+        on_mouse_event_closure('figure_leave')
+    );
+
+    canvas_div.addEventListener('wheel', function (event) {
+        if (event.deltaY < 0) {
+            event.step = 1;
+        } else {
+            event.step = -1;
+        }
+        on_mouse_event_closure('scroll')(event);
+    });
+
+    canvas_div.appendChild(canvas);
+    canvas_div.appendChild(rubberband_canvas);
+
+    this.rubberband_context = rubberband_canvas.getContext('2d');
+    this.rubberband_context.strokeStyle = '#000000';
+
+    this._resize_canvas = function (width, height, forward) {
+        if (forward) {
+            canvas_div.style.width = width + 'px';
+            canvas_div.style.height = height + 'px';
+        }
+    };
+
+    // Disable right mouse context menu.
+    canvas_div.addEventListener('contextmenu', function (_e) {
+        event.preventDefault();
+        return false;
+    });
+
+    function set_focus() {
+        canvas.focus();
+        canvas_div.focus();
+    }
+
+    window.setTimeout(set_focus, 100);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'mpl-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'mpl-button-group';
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'mpl-button-group';
+            continue;
+        }
+
+        var button = (fig.buttons[name] = document.createElement('button'));
+        button.classList = 'mpl-widget';
+        button.setAttribute('role', 'button');
+        button.setAttribute('aria-disabled', 'false');
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+
+        var icon_img = document.createElement('img');
+        icon_img.src = '_images/' + image + '.png';
+        icon_img.srcset = '_images/' + image + '_large.png 2x';
+        icon_img.alt = tooltip;
+        button.appendChild(icon_img);
+
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    var fmt_picker = document.createElement('select');
+    fmt_picker.classList = 'mpl-widget';
+    toolbar.appendChild(fmt_picker);
+    this.format_dropdown = fmt_picker;
+
+    for (var ind in mpl.extensions) {
+        var fmt = mpl.extensions[ind];
+        var option = document.createElement('option');
+        option.selected = fmt === mpl.default_extension;
+        option.innerHTML = fmt;
+        fmt_picker.appendChild(option);
+    }
+
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+};
+
+mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
+    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
+    // which will in turn request a refresh of the image.
+    this.send_message('resize', { width: x_pixels, height: y_pixels });
+};
+
+mpl.figure.prototype.send_message = function (type, properties) {
+    properties['type'] = type;
+    properties['figure_id'] = this.id;
+    this.ws.send(JSON.stringify(properties));
+};
+
+mpl.figure.prototype.send_draw_message = function () {
+    if (!this.waiting) {
+        this.waiting = true;
+        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    var format_dropdown = fig.format_dropdown;
+    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
+    fig.ondownload(fig, format);
+};
+
+mpl.figure.prototype.handle_resize = function (fig, msg) {
+    var size = msg['size'];
+    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
+        fig._resize_canvas(size[0], size[1], msg['forward']);
+        fig.send_message('refresh', {});
+    }
+};
+
+mpl.figure.prototype.handle_rubberband = function (fig, msg) {
+    var x0 = msg['x0'] / fig.ratio;
+    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
+    var x1 = msg['x1'] / fig.ratio;
+    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
+    x0 = Math.floor(x0) + 0.5;
+    y0 = Math.floor(y0) + 0.5;
+    x1 = Math.floor(x1) + 0.5;
+    y1 = Math.floor(y1) + 0.5;
+    var min_x = Math.min(x0, x1);
+    var min_y = Math.min(y0, y1);
+    var width = Math.abs(x1 - x0);
+    var height = Math.abs(y1 - y0);
+
+    fig.rubberband_context.clearRect(
+        0,
+        0,
+        fig.canvas.width / fig.ratio,
+        fig.canvas.height / fig.ratio
+    );
+
+    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
+};
+
+mpl.figure.prototype.handle_figure_label = function (fig, msg) {
+    // Updates the figure title.
+    fig.header.textContent = msg['label'];
+};
+
+mpl.figure.prototype.handle_cursor = function (fig, msg) {
+    fig.canvas_div.style.cursor = msg['cursor'];
+};
+
+mpl.figure.prototype.handle_message = function (fig, msg) {
+    fig.message.textContent = msg['message'];
+};
+
+mpl.figure.prototype.handle_draw = function (fig, _msg) {
+    // Request the server to send over a new figure.
+    fig.send_draw_message();
+};
+
+mpl.figure.prototype.handle_image_mode = function (fig, msg) {
+    fig.image_mode = msg['mode'];
+};
+
+mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
+    for (var key in msg) {
+        if (!(key in fig.buttons)) {
+            continue;
+        }
+        fig.buttons[key].disabled = !msg[key];
+        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
+    }
+};
+
+mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
+    if (msg['mode'] === 'PAN') {
+        fig.buttons['Pan'].classList.add('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    } else if (msg['mode'] === 'ZOOM') {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.add('active');
+    } else {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    }
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Called whenever the canvas gets updated.
+    this.send_message('ack', {});
+};
+
+// A function to construct a web socket function for onmessage handling.
+// Called in the figure constructor.
+mpl.figure.prototype._make_on_message_function = function (fig) {
+    return function socket_on_message(evt) {
+        if (evt.data instanceof Blob) {
+            var img = evt.data;
+            if (img.type !== 'image/png') {
+                /* FIXME: We get "Resource interpreted as Image but
+                 * transferred with MIME type text/plain:" errors on
+                 * Chrome.  But how to set the MIME type?  It doesn't seem
+                 * to be part of the websocket stream */
+                img.type = 'image/png';
+            }
+
+            /* Free the memory for the previous frames */
+            if (fig.imageObj.src) {
+                (window.URL || window.webkitURL).revokeObjectURL(
+                    fig.imageObj.src
+                );
+            }
+
+            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
+                img
+            );
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        } else if (
+            typeof evt.data === 'string' &&
+            evt.data.slice(0, 21) === 'data:image/png;base64'
+        ) {
+            fig.imageObj.src = evt.data;
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        }
+
+        var msg = JSON.parse(evt.data);
+        var msg_type = msg['type'];
+
+        // Call the  "handle_{type}" callback, which takes
+        // the figure and JSON message as its only arguments.
+        try {
+            var callback = fig['handle_' + msg_type];
+        } catch (e) {
+            console.log(
+                "No handler for the '" + msg_type + "' message type: ",
+                msg
+            );
+            return;
+        }
+
+        if (callback) {
+            try {
+                // console.log("Handling '" + msg_type + "' message: ", msg);
+                callback(fig, msg);
+            } catch (e) {
+                console.log(
+                    "Exception inside the 'handler_" + msg_type + "' callback:",
+                    e,
+                    e.stack,
+                    msg
+                );
+            }
+        }
+    };
+};
+
+function getModifiers(event) {
+    var mods = [];
+    if (event.ctrlKey) {
+        mods.push('ctrl');
+    }
+    if (event.altKey) {
+        mods.push('alt');
+    }
+    if (event.shiftKey) {
+        mods.push('shift');
+    }
+    if (event.metaKey) {
+        mods.push('meta');
+    }
+    return mods;
+}
+
+/*
+ * return a copy of an object with only non-object keys
+ * we need this to avoid circular references
+ * https://stackoverflow.com/a/24161582/3208463
+ */
+function simpleKeys(original) {
+    return Object.keys(original).reduce(function (obj, key) {
+        if (typeof original[key] !== 'object') {
+            obj[key] = original[key];
+        }
+        return obj;
+    }, {});
+}
+
+mpl.figure.prototype.mouse_event = function (event, name) {
+    if (name === 'button_press') {
+        this.canvas.focus();
+        this.canvas_div.focus();
+    }
+
+    // from https://stackoverflow.com/q/1114465
+    var boundingRect = this.canvas.getBoundingClientRect();
+    var x = (event.clientX - boundingRect.left) * this.ratio;
+    var y = (event.clientY - boundingRect.top) * this.ratio;
+
+    this.send_message(name, {
+        x: x,
+        y: y,
+        button: event.button,
+        step: event.step,
+        buttons: event.buttons,
+        modifiers: getModifiers(event),
+        guiEvent: simpleKeys(event),
+    });
+
+    return false;
+};
+
+mpl.figure.prototype._key_event_extra = function (_event, _name) {
+    // Handle any extra behaviour associated with a key event
+};
+
+mpl.figure.prototype.key_event = function (event, name) {
+    // Prevent repeat events
+    if (name === 'key_press') {
+        if (event.key === this._key) {
+            return;
+        } else {
+            this._key = event.key;
+        }
+    }
+    if (name === 'key_release') {
+        this._key = null;
+    }
+
+    var value = '';
+    if (event.ctrlKey && event.key !== 'Control') {
+        value += 'ctrl+';
+    }
+    else if (event.altKey && event.key !== 'Alt') {
+        value += 'alt+';
+    }
+    else if (event.shiftKey && event.key !== 'Shift') {
+        value += 'shift+';
+    }
+
+    value += 'k' + event.key;
+
+    this._key_event_extra(event, name);
+
+    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
+    return false;
+};
+
+mpl.figure.prototype.toolbar_button_onclick = function (name) {
+    if (name === 'download') {
+        this.handle_save(this, null);
+    } else {
+        this.send_message('toolbar_button', { name: name });
+    }
+};
+
+mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
+    this.message.textContent = tooltip;
+};
+
+///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
+// prettier-ignore
+var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
+mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o", "download"]];
+
+mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif", "webp"];
+
+mpl.default_extension = "png";/* global mpl */
+
+var comm_websocket_adapter = function (comm) {
+    // Create a "websocket"-like object which calls the given IPython comm
+    // object with the appropriate methods. Currently this is a non binary
+    // socket, so there is still some room for performance tuning.
+    var ws = {};
+
+    ws.binaryType = comm.kernel.ws.binaryType;
+    ws.readyState = comm.kernel.ws.readyState;
+    function updateReadyState(_event) {
+        if (comm.kernel.ws) {
+            ws.readyState = comm.kernel.ws.readyState;
+        } else {
+            ws.readyState = 3; // Closed state.
+        }
+    }
+    comm.kernel.ws.addEventListener('open', updateReadyState);
+    comm.kernel.ws.addEventListener('close', updateReadyState);
+    comm.kernel.ws.addEventListener('error', updateReadyState);
+
+    ws.close = function () {
+        comm.close();
+    };
+    ws.send = function (m) {
+        //console.log('sending', m);
+        comm.send(m);
+    };
+    // Register the callback with on_msg.
+    comm.on_msg(function (msg) {
+        //console.log('receiving', msg['content']['data'], msg);
+        var data = msg['content']['data'];
+        if (data['blob'] !== undefined) {
+            data = {
+                data: new Blob(msg['buffers'], { type: data['blob'] }),
+            };
+        }
+        // Pass the mpl event to the overridden (by mpl) onmessage function.
+        ws.onmessage(data);
+    });
+    return ws;
+};
+
+mpl.mpl_figure_comm = function (comm, msg) {
+    // This is the function which gets called when the mpl process
+    // starts-up an IPython Comm through the "matplotlib" channel.
+
+    var id = msg.content.data.id;
+    // Get hold of the div created by the display call when the Comm
+    // socket was opened in Python.
+    var element = document.getElementById(id);
+    var ws_proxy = comm_websocket_adapter(comm);
+
+    function ondownload(figure, _format) {
+        window.open(figure.canvas.toDataURL());
+    }
+
+    var fig = new mpl.figure(id, ws_proxy, ondownload, element);
+
+    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
+    // web socket which is closed, not our websocket->open comm proxy.
+    ws_proxy.onopen();
+
+    fig.parent_element = element;
+    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
+    if (!fig.cell_info) {
+        console.error('Failed to find cell for figure', id, fig);
+        return;
+    }
+    fig.cell_info[0].output_area.element.on(
+        'cleared',
+        { fig: fig },
+        fig._remove_fig_handler
+    );
+};
+
+mpl.figure.prototype.handle_close = function (fig, msg) {
+    var width = fig.canvas.width / fig.ratio;
+    fig.cell_info[0].output_area.element.off(
+        'cleared',
+        fig._remove_fig_handler
+    );
+    fig.resizeObserverInstance.unobserve(fig.canvas_div);
+
+    // Update the output cell to use the data from the current canvas.
+    fig.push_to_output();
+    var dataURL = fig.canvas.toDataURL();
+    // Re-enable the keyboard manager in IPython - without this line, in FF,
+    // the notebook keyboard shortcuts fail.
+    IPython.keyboard_manager.enable();
+    fig.parent_element.innerHTML =
+        '<img src="' + dataURL + '" width="' + width + '">';
+    fig.close_ws(fig, msg);
+};
+
+mpl.figure.prototype.close_ws = function (fig, msg) {
+    fig.send_message('closing', msg);
+    // fig.ws.close()
+};
+
+mpl.figure.prototype.push_to_output = function (_remove_interactive) {
+    // Turn the data on the canvas into data in the output cell.
+    var width = this.canvas.width / this.ratio;
+    var dataURL = this.canvas.toDataURL();
+    this.cell_info[1]['text/html'] =
+        '<img src="' + dataURL + '" width="' + width + '">';
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Tell IPython that the notebook contents must change.
+    IPython.notebook.set_dirty(true);
+    this.send_message('ack', {});
+    var fig = this;
+    // Wait a second, then push the new image to the DOM so
+    // that it is saved nicely (might be nice to debounce this).
+    setTimeout(function () {
+        fig.push_to_output();
+    }, 1000);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'btn-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'btn-group';
+    var button;
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'btn-group';
+            continue;
+        }
+
+        button = fig.buttons[name] = document.createElement('button');
+        button.classList = 'btn btn-default';
+        button.href = '#';
+        button.title = name;
+        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    // Add the status bar.
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message pull-right';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+
+    // Add the close button to the window.
+    var buttongrp = document.createElement('div');
+    buttongrp.classList = 'btn-group inline pull-right';
+    button = document.createElement('button');
+    button.classList = 'btn btn-mini btn-primary';
+    button.href = '#';
+    button.title = 'Stop Interaction';
+    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
+    button.addEventListener('click', function (_evt) {
+        fig.handle_close(fig, {});
+    });
+    button.addEventListener(
+        'mouseover',
+        on_mouseover_closure('Stop Interaction')
+    );
+    buttongrp.appendChild(button);
+    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
+    titlebar.insertBefore(buttongrp, titlebar.firstChild);
+};
+
+mpl.figure.prototype._remove_fig_handler = function (event) {
+    var fig = event.data.fig;
+    if (event.target !== this) {
+        // Ignore bubbled events from children.
+        return;
+    }
+    fig.close_ws(fig, {});
+};
+
+mpl.figure.prototype._root_extra_style = function (el) {
+    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
+};
+
+mpl.figure.prototype._canvas_extra_style = function (el) {
+    // this is important to make the div 'focusable
+    el.setAttribute('tabindex', 0);
+    // reach out to IPython and tell the keyboard manager to turn it's self
+    // off when our div gets focus
+
+    // location in version 3
+    if (IPython.notebook.keyboard_manager) {
+        IPython.notebook.keyboard_manager.register_events(el);
+    } else {
+        // location in version 2
+        IPython.keyboard_manager.register_events(el);
+    }
+};
+
+mpl.figure.prototype._key_event_extra = function (event, _name) {
+    // Check for shift+enter
+    if (event.shiftKey && event.which === 13) {
+        this.canvas_div.blur();
+        // select the cell after this one
+        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
+        IPython.notebook.select(index + 1);
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    fig.ondownload(fig, null);
+};
+
+mpl.find_output_cell = function (html_output) {
+    // Return the cell and output element which can be found *uniquely* in the notebook.
+    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
+    // IPython event is triggered only after the cells have been serialised, which for
+    // our purposes (turning an active figure into a static one), is too late.
+    var cells = IPython.notebook.get_cells();
+    var ncells = cells.length;
+    for (var i = 0; i < ncells; i++) {
+        var cell = cells[i];
+        if (cell.cell_type === 'code') {
+            for (var j = 0; j < cell.output_area.outputs.length; j++) {
+                var data = cell.output_area.outputs[j];
+                if (data.data) {
+                    // IPython >= 3 moved mimebundle to data attribute of output
+                    data = data.data;
+                }
+                if (data['text/html'] === html_output) {
+                    return [cell, data, j];
+                }
+            }
+        }
+    }
+};
+
+// Register the function which deals with the matplotlib target/channel.
+// The kernel may be null if the page has been refreshed.
+if (IPython.notebook.kernel !== null) {
+    IPython.notebook.kernel.comm_manager.register_target(
+        'matplotlib',
+        mpl.mpl_figure_comm
+    );
+}
+
+</script></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<div id='02bdabd5-9bef-40b9-81e5-e6a983615866'></div></div>
+</div>
+<p>Reading the Element back from the file</p>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[8]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">elem_read</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="o">.</span><span class="n">init_from_json</span><span class="p">(</span><span class="s2">&quot;elem.json&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<p>Test if the Element.description are identical</p>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[9]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="nb">print</span><span class="p">(</span>
+    <span class="n">elem1</span><span class="o">.</span><span class="n">description</span> <span class="o">==</span> <span class="n">elem_read</span><span class="o">.</span><span class="n">description</span>
+<span class="p">)</span>  <span class="c1">## note that the elements are not identical only the discription</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+True
+</pre></div></div>
+</div>
+</section>
+<section id="Read-and-Write-Sequence-from-JSON-file-Tutorial">
+<h2>Read and Write Sequence from JSON file Tutorial<a class="headerlink" href="#Read-and-Write-Sequence-from-JSON-file-Tutorial" title="Link to this heading">¶</a></h2>
+<p>Note only works if the Element is generated from BluePrints not if the Elements contains part generated directly form a numpy array</p>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[10]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1">######################################################</span>
+<span class="c1"># The pulsebuilding module comes with a (small) collection of functions appropriate for being segments.</span>
+<span class="n">ramp</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">PulseAtoms</span><span class="o">.</span><span class="n">ramp</span>  <span class="c1"># args: start, stop</span>
+<span class="n">sine</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">PulseAtoms</span><span class="o">.</span><span class="n">sine</span>  <span class="c1"># args: freq, ampl, off, phase</span>
+<span class="n">seq1</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Sequence</span><span class="p">()</span>
+
+<span class="c1"># We fill up the sequence by adding elements at different sequence positions.</span>
+<span class="c1"># A valid sequence is filled from 1 to N with NO HOLES, i.e. if position 4 is filled, so must be position 1, 2, and 3</span>
+
+<span class="c1">#</span>
+<span class="c1"># Make blueprints, make elements</span>
+
+<span class="c1"># Create the blueprints</span>
+<span class="n">bp_square</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mf">1e9</span><span class="p">)</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">100e-9</span><span class="p">)</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mf">1e-3</span><span class="p">,</span> <span class="mf">1e-3</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;top&quot;</span><span class="p">,</span> <span class="n">dur</span><span class="o">=</span><span class="mf">100e-9</span><span class="p">)</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">100e-9</span><span class="p">)</span>
+<span class="n">bp_boxes</span> <span class="o">=</span> <span class="n">bp_square</span> <span class="o">+</span> <span class="n">bp_square</span>
+<span class="c1">#</span>
+<span class="n">bp_sine</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp_sine</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mf">1e9</span><span class="p">)</span>
+<span class="n">bp_sine</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">sine</span><span class="p">,</span> <span class="p">(</span><span class="mf">3.333e6</span><span class="p">,</span> <span class="mf">1.5e-3</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">300e-9</span><span class="p">)</span>
+<span class="n">bp_sineandboxes</span> <span class="o">=</span> <span class="n">bp_sine</span> <span class="o">+</span> <span class="n">bp_square</span>
+
+<span class="n">bp_sineandboxes</span><span class="o">.</span><span class="n">setSegmentMarker</span><span class="p">(</span>
+    <span class="s2">&quot;ramp&quot;</span><span class="p">,</span> <span class="p">(</span><span class="o">-</span><span class="mf">0.0</span><span class="p">,</span> <span class="mf">100e-9</span><span class="p">),</span> <span class="mi">1</span>
+<span class="p">)</span>  <span class="c1"># segment name, (delay, duration), markerID</span>
+<span class="n">bp_sineandboxes</span><span class="o">.</span><span class="n">setSegmentMarker</span><span class="p">(</span>
+    <span class="s2">&quot;sine&quot;</span><span class="p">,</span> <span class="p">(</span><span class="o">-</span><span class="mf">0.0</span><span class="p">,</span> <span class="mf">100e-9</span><span class="p">),</span> <span class="mi">2</span>
+<span class="p">)</span>  <span class="c1"># segment name, (delay, duration), markerID</span>
+<span class="c1"># make marker 2 go ON halfway through the sine</span>
+<span class="c1"># bp_rtm.setSegmentMarker(&#39;mysine&#39;, (0.75, 0.1), 2)</span>
+
+
+<span class="c1"># create elements</span>
+<span class="n">elem1</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="p">()</span>
+<span class="n">elem1</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">bp_boxes</span><span class="p">)</span>
+<span class="n">elem1</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">bp_sineandboxes</span><span class="p">)</span>
+<span class="c1">#</span>
+<span class="n">elem2</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="p">()</span>
+<span class="n">elem2</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">bp_boxes</span><span class="p">)</span>
+<span class="n">elem2</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">bp_sineandboxes</span><span class="p">)</span>
+
+<span class="c1"># Fill up the sequence</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">elem1</span><span class="p">)</span>  <span class="c1"># Call signature: seq. pos., element</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">elem2</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">elem1</span><span class="p">)</span>
+
+<span class="c1"># set its sample rate</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">elem1</span><span class="o">.</span><span class="n">SR</span><span class="p">)</span>
+
+<span class="n">seq1</span><span class="o">.</span><span class="n">setChannelAmplitude</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mf">10e-3</span><span class="p">)</span>  <span class="c1"># Call signature: channel, amplitude (peak-to-peak)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setChannelOffset</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setChannelAmplitude</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mf">10e-3</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setChannelOffset</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+
+<span class="c1"># Here we repeat each element twice and then proceed to the next, wrapping over at the end</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingTriggerWait</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingNumberOfRepetitions</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingEventJumpTarget</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingGoto</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="c1">#</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingTriggerWait</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingNumberOfRepetitions</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingEventJumpTarget</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingGoto</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="c1">#</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingTriggerWait</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingNumberOfRepetitions</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingEventJumpTarget</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingGoto</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">seq1</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="output_javascript"></div>
+<script type="text/javascript">
+var element = document.currentScript.previousSibling.previousSibling;
+/* Put everything inside the global mpl namespace */
+/* global mpl */
+window.mpl = {};
+
+mpl.get_websocket_type = function () {
+    if (typeof WebSocket !== 'undefined') {
+        return WebSocket;
+    } else if (typeof MozWebSocket !== 'undefined') {
+        return MozWebSocket;
+    } else {
+        alert(
+            'Your browser does not have WebSocket support. ' +
+                'Please try Chrome, Safari or Firefox ≥ 6. ' +
+                'Firefox 4 and 5 are also supported but you ' +
+                'have to enable WebSockets in about:config.'
+        );
+    }
+};
+
+mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
+    this.id = figure_id;
+
+    this.ws = websocket;
+
+    this.supports_binary = this.ws.binaryType !== undefined;
+
+    if (!this.supports_binary) {
+        var warnings = document.getElementById('mpl-warnings');
+        if (warnings) {
+            warnings.style.display = 'block';
+            warnings.textContent =
+                'This browser does not support binary websocket messages. ' +
+                'Performance may be slow.';
+        }
+    }
+
+    this.imageObj = new Image();
+
+    this.context = undefined;
+    this.message = undefined;
+    this.canvas = undefined;
+    this.rubberband_canvas = undefined;
+    this.rubberband_context = undefined;
+    this.format_dropdown = undefined;
+
+    this.image_mode = 'full';
+
+    this.root = document.createElement('div');
+    this.root.setAttribute('style', 'display: inline-block');
+    this._root_extra_style(this.root);
+
+    parent_element.appendChild(this.root);
+
+    this._init_header(this);
+    this._init_canvas(this);
+    this._init_toolbar(this);
+
+    var fig = this;
+
+    this.waiting = false;
+
+    this.ws.onopen = function () {
+        fig.send_message('supports_binary', { value: fig.supports_binary });
+        fig.send_message('send_image_mode', {});
+        if (fig.ratio !== 1) {
+            fig.send_message('set_device_pixel_ratio', {
+                device_pixel_ratio: fig.ratio,
+            });
+        }
+        fig.send_message('refresh', {});
+    };
+
+    this.imageObj.onload = function () {
+        if (fig.image_mode === 'full') {
+            // Full images could contain transparency (where diff images
+            // almost always do), so we need to clear the canvas so that
+            // there is no ghosting.
+            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);
+        }
+        fig.context.drawImage(fig.imageObj, 0, 0);
+    };
+
+    this.imageObj.onunload = function () {
+        fig.ws.close();
+    };
+
+    this.ws.onmessage = this._make_on_message_function(this);
+
+    this.ondownload = ondownload;
+};
+
+mpl.figure.prototype._init_header = function () {
+    var titlebar = document.createElement('div');
+    titlebar.classList =
+        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';
+    var titletext = document.createElement('div');
+    titletext.classList = 'ui-dialog-title';
+    titletext.setAttribute(
+        'style',
+        'width: 100%; text-align: center; padding: 3px;'
+    );
+    titlebar.appendChild(titletext);
+    this.root.appendChild(titlebar);
+    this.header = titletext;
+};
+
+mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._root_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._init_canvas = function () {
+    var fig = this;
+
+    var canvas_div = (this.canvas_div = document.createElement('div'));
+    canvas_div.setAttribute('tabindex', '0');
+    canvas_div.setAttribute(
+        'style',
+        'border: 1px solid #ddd;' +
+            'box-sizing: content-box;' +
+            'clear: both;' +
+            'min-height: 1px;' +
+            'min-width: 1px;' +
+            'outline: 0;' +
+            'overflow: hidden;' +
+            'position: relative;' +
+            'resize: both;' +
+            'z-index: 2;'
+    );
+
+    function on_keyboard_event_closure(name) {
+        return function (event) {
+            return fig.key_event(event, name);
+        };
+    }
+
+    canvas_div.addEventListener(
+        'keydown',
+        on_keyboard_event_closure('key_press')
+    );
+    canvas_div.addEventListener(
+        'keyup',
+        on_keyboard_event_closure('key_release')
+    );
+
+    this._canvas_extra_style(canvas_div);
+    this.root.appendChild(canvas_div);
+
+    var canvas = (this.canvas = document.createElement('canvas'));
+    canvas.classList.add('mpl-canvas');
+    canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'pointer-events: none;' +
+            'position: relative;' +
+            'z-index: 0;'
+    );
+
+    this.context = canvas.getContext('2d');
+
+    var backingStore =
+        this.context.backingStorePixelRatio ||
+        this.context.webkitBackingStorePixelRatio ||
+        this.context.mozBackingStorePixelRatio ||
+        this.context.msBackingStorePixelRatio ||
+        this.context.oBackingStorePixelRatio ||
+        this.context.backingStorePixelRatio ||
+        1;
+
+    this.ratio = (window.devicePixelRatio || 1) / backingStore;
+
+    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
+        'canvas'
+    ));
+    rubberband_canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'left: 0;' +
+            'pointer-events: none;' +
+            'position: absolute;' +
+            'top: 0;' +
+            'z-index: 1;'
+    );
+
+    // Apply a ponyfill if ResizeObserver is not implemented by browser.
+    if (this.ResizeObserver === undefined) {
+        if (window.ResizeObserver !== undefined) {
+            this.ResizeObserver = window.ResizeObserver;
+        } else {
+            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
+            this.ResizeObserver = obs.ResizeObserver;
+        }
+    }
+
+    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
+        // There's no need to resize if the WebSocket is not connected:
+        // - If it is still connecting, then we will get an initial resize from
+        //   Python once it connects.
+        // - If it has disconnected, then resizing will clear the canvas and
+        //   never get anything back to refill it, so better to not resize and
+        //   keep something visible.
+        if (fig.ws.readyState != 1) {
+            return;
+        }
+        var nentries = entries.length;
+        for (var i = 0; i < nentries; i++) {
+            var entry = entries[i];
+            var width, height;
+            if (entry.contentBoxSize) {
+                if (entry.contentBoxSize instanceof Array) {
+                    // Chrome 84 implements new version of spec.
+                    width = entry.contentBoxSize[0].inlineSize;
+                    height = entry.contentBoxSize[0].blockSize;
+                } else {
+                    // Firefox implements old version of spec.
+                    width = entry.contentBoxSize.inlineSize;
+                    height = entry.contentBoxSize.blockSize;
+                }
+            } else {
+                // Chrome <84 implements even older version of spec.
+                width = entry.contentRect.width;
+                height = entry.contentRect.height;
+            }
+
+            // Keep the size of the canvas and rubber band canvas in sync with
+            // the canvas container.
+            if (entry.devicePixelContentBoxSize) {
+                // Chrome 84 implements new version of spec.
+                canvas.setAttribute(
+                    'width',
+                    entry.devicePixelContentBoxSize[0].inlineSize
+                );
+                canvas.setAttribute(
+                    'height',
+                    entry.devicePixelContentBoxSize[0].blockSize
+                );
+            } else {
+                canvas.setAttribute('width', width * fig.ratio);
+                canvas.setAttribute('height', height * fig.ratio);
+            }
+            /* This rescales the canvas back to display pixels, so that it
+             * appears correct on HiDPI screens. */
+            canvas.style.width = width + 'px';
+            canvas.style.height = height + 'px';
+
+            rubberband_canvas.setAttribute('width', width);
+            rubberband_canvas.setAttribute('height', height);
+
+            // And update the size in Python. We ignore the initial 0/0 size
+            // that occurs as the element is placed into the DOM, which should
+            // otherwise not happen due to the minimum size styling.
+            if (width != 0 && height != 0) {
+                fig.request_resize(width, height);
+            }
+        }
+    });
+    this.resizeObserverInstance.observe(canvas_div);
+
+    function on_mouse_event_closure(name) {
+        /* User Agent sniffing is bad, but WebKit is busted:
+         * https://bugs.webkit.org/show_bug.cgi?id=144526
+         * https://bugs.webkit.org/show_bug.cgi?id=181818
+         * The worst that happens here is that they get an extra browser
+         * selection when dragging, if this check fails to catch them.
+         */
+        var UA = navigator.userAgent;
+        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);
+        if(isWebKit) {
+            return function (event) {
+                /* This prevents the web browser from automatically changing to
+                 * the text insertion cursor when the button is pressed. We
+                 * want to control all of the cursor setting manually through
+                 * the 'cursor' event from matplotlib */
+                event.preventDefault()
+                return fig.mouse_event(event, name);
+            };
+        } else {
+            return function (event) {
+                return fig.mouse_event(event, name);
+            };
+        }
+    }
+
+    canvas_div.addEventListener(
+        'mousedown',
+        on_mouse_event_closure('button_press')
+    );
+    canvas_div.addEventListener(
+        'mouseup',
+        on_mouse_event_closure('button_release')
+    );
+    canvas_div.addEventListener(
+        'dblclick',
+        on_mouse_event_closure('dblclick')
+    );
+    // Throttle sequential mouse events to 1 every 20ms.
+    canvas_div.addEventListener(
+        'mousemove',
+        on_mouse_event_closure('motion_notify')
+    );
+
+    canvas_div.addEventListener(
+        'mouseenter',
+        on_mouse_event_closure('figure_enter')
+    );
+    canvas_div.addEventListener(
+        'mouseleave',
+        on_mouse_event_closure('figure_leave')
+    );
+
+    canvas_div.addEventListener('wheel', function (event) {
+        if (event.deltaY < 0) {
+            event.step = 1;
+        } else {
+            event.step = -1;
+        }
+        on_mouse_event_closure('scroll')(event);
+    });
+
+    canvas_div.appendChild(canvas);
+    canvas_div.appendChild(rubberband_canvas);
+
+    this.rubberband_context = rubberband_canvas.getContext('2d');
+    this.rubberband_context.strokeStyle = '#000000';
+
+    this._resize_canvas = function (width, height, forward) {
+        if (forward) {
+            canvas_div.style.width = width + 'px';
+            canvas_div.style.height = height + 'px';
+        }
+    };
+
+    // Disable right mouse context menu.
+    canvas_div.addEventListener('contextmenu', function (_e) {
+        event.preventDefault();
+        return false;
+    });
+
+    function set_focus() {
+        canvas.focus();
+        canvas_div.focus();
+    }
+
+    window.setTimeout(set_focus, 100);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'mpl-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'mpl-button-group';
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'mpl-button-group';
+            continue;
+        }
+
+        var button = (fig.buttons[name] = document.createElement('button'));
+        button.classList = 'mpl-widget';
+        button.setAttribute('role', 'button');
+        button.setAttribute('aria-disabled', 'false');
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+
+        var icon_img = document.createElement('img');
+        icon_img.src = '_images/' + image + '.png';
+        icon_img.srcset = '_images/' + image + '_large.png 2x';
+        icon_img.alt = tooltip;
+        button.appendChild(icon_img);
+
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    var fmt_picker = document.createElement('select');
+    fmt_picker.classList = 'mpl-widget';
+    toolbar.appendChild(fmt_picker);
+    this.format_dropdown = fmt_picker;
+
+    for (var ind in mpl.extensions) {
+        var fmt = mpl.extensions[ind];
+        var option = document.createElement('option');
+        option.selected = fmt === mpl.default_extension;
+        option.innerHTML = fmt;
+        fmt_picker.appendChild(option);
+    }
+
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+};
+
+mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
+    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
+    // which will in turn request a refresh of the image.
+    this.send_message('resize', { width: x_pixels, height: y_pixels });
+};
+
+mpl.figure.prototype.send_message = function (type, properties) {
+    properties['type'] = type;
+    properties['figure_id'] = this.id;
+    this.ws.send(JSON.stringify(properties));
+};
+
+mpl.figure.prototype.send_draw_message = function () {
+    if (!this.waiting) {
+        this.waiting = true;
+        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    var format_dropdown = fig.format_dropdown;
+    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
+    fig.ondownload(fig, format);
+};
+
+mpl.figure.prototype.handle_resize = function (fig, msg) {
+    var size = msg['size'];
+    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
+        fig._resize_canvas(size[0], size[1], msg['forward']);
+        fig.send_message('refresh', {});
+    }
+};
+
+mpl.figure.prototype.handle_rubberband = function (fig, msg) {
+    var x0 = msg['x0'] / fig.ratio;
+    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
+    var x1 = msg['x1'] / fig.ratio;
+    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
+    x0 = Math.floor(x0) + 0.5;
+    y0 = Math.floor(y0) + 0.5;
+    x1 = Math.floor(x1) + 0.5;
+    y1 = Math.floor(y1) + 0.5;
+    var min_x = Math.min(x0, x1);
+    var min_y = Math.min(y0, y1);
+    var width = Math.abs(x1 - x0);
+    var height = Math.abs(y1 - y0);
+
+    fig.rubberband_context.clearRect(
+        0,
+        0,
+        fig.canvas.width / fig.ratio,
+        fig.canvas.height / fig.ratio
+    );
+
+    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
+};
+
+mpl.figure.prototype.handle_figure_label = function (fig, msg) {
+    // Updates the figure title.
+    fig.header.textContent = msg['label'];
+};
+
+mpl.figure.prototype.handle_cursor = function (fig, msg) {
+    fig.canvas_div.style.cursor = msg['cursor'];
+};
+
+mpl.figure.prototype.handle_message = function (fig, msg) {
+    fig.message.textContent = msg['message'];
+};
+
+mpl.figure.prototype.handle_draw = function (fig, _msg) {
+    // Request the server to send over a new figure.
+    fig.send_draw_message();
+};
+
+mpl.figure.prototype.handle_image_mode = function (fig, msg) {
+    fig.image_mode = msg['mode'];
+};
+
+mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
+    for (var key in msg) {
+        if (!(key in fig.buttons)) {
+            continue;
+        }
+        fig.buttons[key].disabled = !msg[key];
+        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
+    }
+};
+
+mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
+    if (msg['mode'] === 'PAN') {
+        fig.buttons['Pan'].classList.add('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    } else if (msg['mode'] === 'ZOOM') {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.add('active');
+    } else {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    }
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Called whenever the canvas gets updated.
+    this.send_message('ack', {});
+};
+
+// A function to construct a web socket function for onmessage handling.
+// Called in the figure constructor.
+mpl.figure.prototype._make_on_message_function = function (fig) {
+    return function socket_on_message(evt) {
+        if (evt.data instanceof Blob) {
+            var img = evt.data;
+            if (img.type !== 'image/png') {
+                /* FIXME: We get "Resource interpreted as Image but
+                 * transferred with MIME type text/plain:" errors on
+                 * Chrome.  But how to set the MIME type?  It doesn't seem
+                 * to be part of the websocket stream */
+                img.type = 'image/png';
+            }
+
+            /* Free the memory for the previous frames */
+            if (fig.imageObj.src) {
+                (window.URL || window.webkitURL).revokeObjectURL(
+                    fig.imageObj.src
+                );
+            }
+
+            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
+                img
+            );
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        } else if (
+            typeof evt.data === 'string' &&
+            evt.data.slice(0, 21) === 'data:image/png;base64'
+        ) {
+            fig.imageObj.src = evt.data;
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        }
+
+        var msg = JSON.parse(evt.data);
+        var msg_type = msg['type'];
+
+        // Call the  "handle_{type}" callback, which takes
+        // the figure and JSON message as its only arguments.
+        try {
+            var callback = fig['handle_' + msg_type];
+        } catch (e) {
+            console.log(
+                "No handler for the '" + msg_type + "' message type: ",
+                msg
+            );
+            return;
+        }
+
+        if (callback) {
+            try {
+                // console.log("Handling '" + msg_type + "' message: ", msg);
+                callback(fig, msg);
+            } catch (e) {
+                console.log(
+                    "Exception inside the 'handler_" + msg_type + "' callback:",
+                    e,
+                    e.stack,
+                    msg
+                );
+            }
+        }
+    };
+};
+
+function getModifiers(event) {
+    var mods = [];
+    if (event.ctrlKey) {
+        mods.push('ctrl');
+    }
+    if (event.altKey) {
+        mods.push('alt');
+    }
+    if (event.shiftKey) {
+        mods.push('shift');
+    }
+    if (event.metaKey) {
+        mods.push('meta');
+    }
+    return mods;
+}
+
+/*
+ * return a copy of an object with only non-object keys
+ * we need this to avoid circular references
+ * https://stackoverflow.com/a/24161582/3208463
+ */
+function simpleKeys(original) {
+    return Object.keys(original).reduce(function (obj, key) {
+        if (typeof original[key] !== 'object') {
+            obj[key] = original[key];
+        }
+        return obj;
+    }, {});
+}
+
+mpl.figure.prototype.mouse_event = function (event, name) {
+    if (name === 'button_press') {
+        this.canvas.focus();
+        this.canvas_div.focus();
+    }
+
+    // from https://stackoverflow.com/q/1114465
+    var boundingRect = this.canvas.getBoundingClientRect();
+    var x = (event.clientX - boundingRect.left) * this.ratio;
+    var y = (event.clientY - boundingRect.top) * this.ratio;
+
+    this.send_message(name, {
+        x: x,
+        y: y,
+        button: event.button,
+        step: event.step,
+        buttons: event.buttons,
+        modifiers: getModifiers(event),
+        guiEvent: simpleKeys(event),
+    });
+
+    return false;
+};
+
+mpl.figure.prototype._key_event_extra = function (_event, _name) {
+    // Handle any extra behaviour associated with a key event
+};
+
+mpl.figure.prototype.key_event = function (event, name) {
+    // Prevent repeat events
+    if (name === 'key_press') {
+        if (event.key === this._key) {
+            return;
+        } else {
+            this._key = event.key;
+        }
+    }
+    if (name === 'key_release') {
+        this._key = null;
+    }
+
+    var value = '';
+    if (event.ctrlKey && event.key !== 'Control') {
+        value += 'ctrl+';
+    }
+    else if (event.altKey && event.key !== 'Alt') {
+        value += 'alt+';
+    }
+    else if (event.shiftKey && event.key !== 'Shift') {
+        value += 'shift+';
+    }
+
+    value += 'k' + event.key;
+
+    this._key_event_extra(event, name);
+
+    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
+    return false;
+};
+
+mpl.figure.prototype.toolbar_button_onclick = function (name) {
+    if (name === 'download') {
+        this.handle_save(this, null);
+    } else {
+        this.send_message('toolbar_button', { name: name });
+    }
+};
+
+mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
+    this.message.textContent = tooltip;
+};
+
+///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
+// prettier-ignore
+var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
+mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o", "download"]];
+
+mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif", "webp"];
+
+mpl.default_extension = "png";/* global mpl */
+
+var comm_websocket_adapter = function (comm) {
+    // Create a "websocket"-like object which calls the given IPython comm
+    // object with the appropriate methods. Currently this is a non binary
+    // socket, so there is still some room for performance tuning.
+    var ws = {};
+
+    ws.binaryType = comm.kernel.ws.binaryType;
+    ws.readyState = comm.kernel.ws.readyState;
+    function updateReadyState(_event) {
+        if (comm.kernel.ws) {
+            ws.readyState = comm.kernel.ws.readyState;
+        } else {
+            ws.readyState = 3; // Closed state.
+        }
+    }
+    comm.kernel.ws.addEventListener('open', updateReadyState);
+    comm.kernel.ws.addEventListener('close', updateReadyState);
+    comm.kernel.ws.addEventListener('error', updateReadyState);
+
+    ws.close = function () {
+        comm.close();
+    };
+    ws.send = function (m) {
+        //console.log('sending', m);
+        comm.send(m);
+    };
+    // Register the callback with on_msg.
+    comm.on_msg(function (msg) {
+        //console.log('receiving', msg['content']['data'], msg);
+        var data = msg['content']['data'];
+        if (data['blob'] !== undefined) {
+            data = {
+                data: new Blob(msg['buffers'], { type: data['blob'] }),
+            };
+        }
+        // Pass the mpl event to the overridden (by mpl) onmessage function.
+        ws.onmessage(data);
+    });
+    return ws;
+};
+
+mpl.mpl_figure_comm = function (comm, msg) {
+    // This is the function which gets called when the mpl process
+    // starts-up an IPython Comm through the "matplotlib" channel.
+
+    var id = msg.content.data.id;
+    // Get hold of the div created by the display call when the Comm
+    // socket was opened in Python.
+    var element = document.getElementById(id);
+    var ws_proxy = comm_websocket_adapter(comm);
+
+    function ondownload(figure, _format) {
+        window.open(figure.canvas.toDataURL());
+    }
+
+    var fig = new mpl.figure(id, ws_proxy, ondownload, element);
+
+    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
+    // web socket which is closed, not our websocket->open comm proxy.
+    ws_proxy.onopen();
+
+    fig.parent_element = element;
+    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
+    if (!fig.cell_info) {
+        console.error('Failed to find cell for figure', id, fig);
+        return;
+    }
+    fig.cell_info[0].output_area.element.on(
+        'cleared',
+        { fig: fig },
+        fig._remove_fig_handler
+    );
+};
+
+mpl.figure.prototype.handle_close = function (fig, msg) {
+    var width = fig.canvas.width / fig.ratio;
+    fig.cell_info[0].output_area.element.off(
+        'cleared',
+        fig._remove_fig_handler
+    );
+    fig.resizeObserverInstance.unobserve(fig.canvas_div);
+
+    // Update the output cell to use the data from the current canvas.
+    fig.push_to_output();
+    var dataURL = fig.canvas.toDataURL();
+    // Re-enable the keyboard manager in IPython - without this line, in FF,
+    // the notebook keyboard shortcuts fail.
+    IPython.keyboard_manager.enable();
+    fig.parent_element.innerHTML =
+        '<img src="' + dataURL + '" width="' + width + '">';
+    fig.close_ws(fig, msg);
+};
+
+mpl.figure.prototype.close_ws = function (fig, msg) {
+    fig.send_message('closing', msg);
+    // fig.ws.close()
+};
+
+mpl.figure.prototype.push_to_output = function (_remove_interactive) {
+    // Turn the data on the canvas into data in the output cell.
+    var width = this.canvas.width / this.ratio;
+    var dataURL = this.canvas.toDataURL();
+    this.cell_info[1]['text/html'] =
+        '<img src="' + dataURL + '" width="' + width + '">';
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Tell IPython that the notebook contents must change.
+    IPython.notebook.set_dirty(true);
+    this.send_message('ack', {});
+    var fig = this;
+    // Wait a second, then push the new image to the DOM so
+    // that it is saved nicely (might be nice to debounce this).
+    setTimeout(function () {
+        fig.push_to_output();
+    }, 1000);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'btn-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'btn-group';
+    var button;
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'btn-group';
+            continue;
+        }
+
+        button = fig.buttons[name] = document.createElement('button');
+        button.classList = 'btn btn-default';
+        button.href = '#';
+        button.title = name;
+        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    // Add the status bar.
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message pull-right';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+
+    // Add the close button to the window.
+    var buttongrp = document.createElement('div');
+    buttongrp.classList = 'btn-group inline pull-right';
+    button = document.createElement('button');
+    button.classList = 'btn btn-mini btn-primary';
+    button.href = '#';
+    button.title = 'Stop Interaction';
+    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
+    button.addEventListener('click', function (_evt) {
+        fig.handle_close(fig, {});
+    });
+    button.addEventListener(
+        'mouseover',
+        on_mouseover_closure('Stop Interaction')
+    );
+    buttongrp.appendChild(button);
+    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
+    titlebar.insertBefore(buttongrp, titlebar.firstChild);
+};
+
+mpl.figure.prototype._remove_fig_handler = function (event) {
+    var fig = event.data.fig;
+    if (event.target !== this) {
+        // Ignore bubbled events from children.
+        return;
+    }
+    fig.close_ws(fig, {});
+};
+
+mpl.figure.prototype._root_extra_style = function (el) {
+    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
+};
+
+mpl.figure.prototype._canvas_extra_style = function (el) {
+    // this is important to make the div 'focusable
+    el.setAttribute('tabindex', 0);
+    // reach out to IPython and tell the keyboard manager to turn it's self
+    // off when our div gets focus
+
+    // location in version 3
+    if (IPython.notebook.keyboard_manager) {
+        IPython.notebook.keyboard_manager.register_events(el);
+    } else {
+        // location in version 2
+        IPython.keyboard_manager.register_events(el);
+    }
+};
+
+mpl.figure.prototype._key_event_extra = function (event, _name) {
+    // Check for shift+enter
+    if (event.shiftKey && event.which === 13) {
+        this.canvas_div.blur();
+        // select the cell after this one
+        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
+        IPython.notebook.select(index + 1);
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    fig.ondownload(fig, null);
+};
+
+mpl.find_output_cell = function (html_output) {
+    // Return the cell and output element which can be found *uniquely* in the notebook.
+    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
+    // IPython event is triggered only after the cells have been serialised, which for
+    // our purposes (turning an active figure into a static one), is too late.
+    var cells = IPython.notebook.get_cells();
+    var ncells = cells.length;
+    for (var i = 0; i < ncells; i++) {
+        var cell = cells[i];
+        if (cell.cell_type === 'code') {
+            for (var j = 0; j < cell.output_area.outputs.length; j++) {
+                var data = cell.output_area.outputs[j];
+                if (data.data) {
+                    // IPython >= 3 moved mimebundle to data attribute of output
+                    data = data.data;
+                }
+                if (data['text/html'] === html_output) {
+                    return [cell, data, j];
+                }
+            }
+        }
+    }
+};
+
+// Register the function which deals with the matplotlib target/channel.
+// The kernel may be null if the page has been refreshed.
+if (IPython.notebook.kernel !== null) {
+    IPython.notebook.kernel.comm_manager.register_target(
+        'matplotlib',
+        mpl.mpl_figure_comm
+    );
+}
+
+</script></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<div id='476cbc68-fdb7-4cf4-be73-383cb6571b9a'></div></div>
+</div>
+</section>
+<section id="Writing-the-Sequence-to-a-file">
+<h2>Writing the Sequence to a file<a class="headerlink" href="#Writing-the-Sequence-to-a-file" title="Link to this heading">¶</a></h2>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[11]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">seq1</span><span class="o">.</span><span class="n">write_to_json</span><span class="p">(</span><span class="s2">&quot;testdata.json&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[12]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">bp_boxes</span><span class="o">.</span><span class="n">write_to_json</span><span class="p">(</span><span class="s2">&quot;blue.json&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</section>
+<section id="Reading-the-Sequence-back-from-the-file">
+<h2>Reading the Sequence back from the file<a class="headerlink" href="#Reading-the-Sequence-back-from-the-file" title="Link to this heading">¶</a></h2>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[13]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">seq</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Sequence</span><span class="o">.</span><span class="n">init_from_json</span><span class="p">(</span><span class="s2">&quot;testdata.json&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[14]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">plotter</span><span class="p">(</span><span class="n">seq</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="output_javascript"></div>
+<script type="text/javascript">
+var element = document.currentScript.previousSibling.previousSibling;
+/* Put everything inside the global mpl namespace */
+/* global mpl */
+window.mpl = {};
+
+mpl.get_websocket_type = function () {
+    if (typeof WebSocket !== 'undefined') {
+        return WebSocket;
+    } else if (typeof MozWebSocket !== 'undefined') {
+        return MozWebSocket;
+    } else {
+        alert(
+            'Your browser does not have WebSocket support. ' +
+                'Please try Chrome, Safari or Firefox ≥ 6. ' +
+                'Firefox 4 and 5 are also supported but you ' +
+                'have to enable WebSockets in about:config.'
+        );
+    }
+};
+
+mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
+    this.id = figure_id;
+
+    this.ws = websocket;
+
+    this.supports_binary = this.ws.binaryType !== undefined;
+
+    if (!this.supports_binary) {
+        var warnings = document.getElementById('mpl-warnings');
+        if (warnings) {
+            warnings.style.display = 'block';
+            warnings.textContent =
+                'This browser does not support binary websocket messages. ' +
+                'Performance may be slow.';
+        }
+    }
+
+    this.imageObj = new Image();
+
+    this.context = undefined;
+    this.message = undefined;
+    this.canvas = undefined;
+    this.rubberband_canvas = undefined;
+    this.rubberband_context = undefined;
+    this.format_dropdown = undefined;
+
+    this.image_mode = 'full';
+
+    this.root = document.createElement('div');
+    this.root.setAttribute('style', 'display: inline-block');
+    this._root_extra_style(this.root);
+
+    parent_element.appendChild(this.root);
+
+    this._init_header(this);
+    this._init_canvas(this);
+    this._init_toolbar(this);
+
+    var fig = this;
+
+    this.waiting = false;
+
+    this.ws.onopen = function () {
+        fig.send_message('supports_binary', { value: fig.supports_binary });
+        fig.send_message('send_image_mode', {});
+        if (fig.ratio !== 1) {
+            fig.send_message('set_device_pixel_ratio', {
+                device_pixel_ratio: fig.ratio,
+            });
+        }
+        fig.send_message('refresh', {});
+    };
+
+    this.imageObj.onload = function () {
+        if (fig.image_mode === 'full') {
+            // Full images could contain transparency (where diff images
+            // almost always do), so we need to clear the canvas so that
+            // there is no ghosting.
+            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);
+        }
+        fig.context.drawImage(fig.imageObj, 0, 0);
+    };
+
+    this.imageObj.onunload = function () {
+        fig.ws.close();
+    };
+
+    this.ws.onmessage = this._make_on_message_function(this);
+
+    this.ondownload = ondownload;
+};
+
+mpl.figure.prototype._init_header = function () {
+    var titlebar = document.createElement('div');
+    titlebar.classList =
+        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';
+    var titletext = document.createElement('div');
+    titletext.classList = 'ui-dialog-title';
+    titletext.setAttribute(
+        'style',
+        'width: 100%; text-align: center; padding: 3px;'
+    );
+    titlebar.appendChild(titletext);
+    this.root.appendChild(titlebar);
+    this.header = titletext;
+};
+
+mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._root_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._init_canvas = function () {
+    var fig = this;
+
+    var canvas_div = (this.canvas_div = document.createElement('div'));
+    canvas_div.setAttribute('tabindex', '0');
+    canvas_div.setAttribute(
+        'style',
+        'border: 1px solid #ddd;' +
+            'box-sizing: content-box;' +
+            'clear: both;' +
+            'min-height: 1px;' +
+            'min-width: 1px;' +
+            'outline: 0;' +
+            'overflow: hidden;' +
+            'position: relative;' +
+            'resize: both;' +
+            'z-index: 2;'
+    );
+
+    function on_keyboard_event_closure(name) {
+        return function (event) {
+            return fig.key_event(event, name);
+        };
+    }
+
+    canvas_div.addEventListener(
+        'keydown',
+        on_keyboard_event_closure('key_press')
+    );
+    canvas_div.addEventListener(
+        'keyup',
+        on_keyboard_event_closure('key_release')
+    );
+
+    this._canvas_extra_style(canvas_div);
+    this.root.appendChild(canvas_div);
+
+    var canvas = (this.canvas = document.createElement('canvas'));
+    canvas.classList.add('mpl-canvas');
+    canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'pointer-events: none;' +
+            'position: relative;' +
+            'z-index: 0;'
+    );
+
+    this.context = canvas.getContext('2d');
+
+    var backingStore =
+        this.context.backingStorePixelRatio ||
+        this.context.webkitBackingStorePixelRatio ||
+        this.context.mozBackingStorePixelRatio ||
+        this.context.msBackingStorePixelRatio ||
+        this.context.oBackingStorePixelRatio ||
+        this.context.backingStorePixelRatio ||
+        1;
+
+    this.ratio = (window.devicePixelRatio || 1) / backingStore;
+
+    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
+        'canvas'
+    ));
+    rubberband_canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'left: 0;' +
+            'pointer-events: none;' +
+            'position: absolute;' +
+            'top: 0;' +
+            'z-index: 1;'
+    );
+
+    // Apply a ponyfill if ResizeObserver is not implemented by browser.
+    if (this.ResizeObserver === undefined) {
+        if (window.ResizeObserver !== undefined) {
+            this.ResizeObserver = window.ResizeObserver;
+        } else {
+            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
+            this.ResizeObserver = obs.ResizeObserver;
+        }
+    }
+
+    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
+        // There's no need to resize if the WebSocket is not connected:
+        // - If it is still connecting, then we will get an initial resize from
+        //   Python once it connects.
+        // - If it has disconnected, then resizing will clear the canvas and
+        //   never get anything back to refill it, so better to not resize and
+        //   keep something visible.
+        if (fig.ws.readyState != 1) {
+            return;
+        }
+        var nentries = entries.length;
+        for (var i = 0; i < nentries; i++) {
+            var entry = entries[i];
+            var width, height;
+            if (entry.contentBoxSize) {
+                if (entry.contentBoxSize instanceof Array) {
+                    // Chrome 84 implements new version of spec.
+                    width = entry.contentBoxSize[0].inlineSize;
+                    height = entry.contentBoxSize[0].blockSize;
+                } else {
+                    // Firefox implements old version of spec.
+                    width = entry.contentBoxSize.inlineSize;
+                    height = entry.contentBoxSize.blockSize;
+                }
+            } else {
+                // Chrome <84 implements even older version of spec.
+                width = entry.contentRect.width;
+                height = entry.contentRect.height;
+            }
+
+            // Keep the size of the canvas and rubber band canvas in sync with
+            // the canvas container.
+            if (entry.devicePixelContentBoxSize) {
+                // Chrome 84 implements new version of spec.
+                canvas.setAttribute(
+                    'width',
+                    entry.devicePixelContentBoxSize[0].inlineSize
+                );
+                canvas.setAttribute(
+                    'height',
+                    entry.devicePixelContentBoxSize[0].blockSize
+                );
+            } else {
+                canvas.setAttribute('width', width * fig.ratio);
+                canvas.setAttribute('height', height * fig.ratio);
+            }
+            /* This rescales the canvas back to display pixels, so that it
+             * appears correct on HiDPI screens. */
+            canvas.style.width = width + 'px';
+            canvas.style.height = height + 'px';
+
+            rubberband_canvas.setAttribute('width', width);
+            rubberband_canvas.setAttribute('height', height);
+
+            // And update the size in Python. We ignore the initial 0/0 size
+            // that occurs as the element is placed into the DOM, which should
+            // otherwise not happen due to the minimum size styling.
+            if (width != 0 && height != 0) {
+                fig.request_resize(width, height);
+            }
+        }
+    });
+    this.resizeObserverInstance.observe(canvas_div);
+
+    function on_mouse_event_closure(name) {
+        /* User Agent sniffing is bad, but WebKit is busted:
+         * https://bugs.webkit.org/show_bug.cgi?id=144526
+         * https://bugs.webkit.org/show_bug.cgi?id=181818
+         * The worst that happens here is that they get an extra browser
+         * selection when dragging, if this check fails to catch them.
+         */
+        var UA = navigator.userAgent;
+        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);
+        if(isWebKit) {
+            return function (event) {
+                /* This prevents the web browser from automatically changing to
+                 * the text insertion cursor when the button is pressed. We
+                 * want to control all of the cursor setting manually through
+                 * the 'cursor' event from matplotlib */
+                event.preventDefault()
+                return fig.mouse_event(event, name);
+            };
+        } else {
+            return function (event) {
+                return fig.mouse_event(event, name);
+            };
+        }
+    }
+
+    canvas_div.addEventListener(
+        'mousedown',
+        on_mouse_event_closure('button_press')
+    );
+    canvas_div.addEventListener(
+        'mouseup',
+        on_mouse_event_closure('button_release')
+    );
+    canvas_div.addEventListener(
+        'dblclick',
+        on_mouse_event_closure('dblclick')
+    );
+    // Throttle sequential mouse events to 1 every 20ms.
+    canvas_div.addEventListener(
+        'mousemove',
+        on_mouse_event_closure('motion_notify')
+    );
+
+    canvas_div.addEventListener(
+        'mouseenter',
+        on_mouse_event_closure('figure_enter')
+    );
+    canvas_div.addEventListener(
+        'mouseleave',
+        on_mouse_event_closure('figure_leave')
+    );
+
+    canvas_div.addEventListener('wheel', function (event) {
+        if (event.deltaY < 0) {
+            event.step = 1;
+        } else {
+            event.step = -1;
+        }
+        on_mouse_event_closure('scroll')(event);
+    });
+
+    canvas_div.appendChild(canvas);
+    canvas_div.appendChild(rubberband_canvas);
+
+    this.rubberband_context = rubberband_canvas.getContext('2d');
+    this.rubberband_context.strokeStyle = '#000000';
+
+    this._resize_canvas = function (width, height, forward) {
+        if (forward) {
+            canvas_div.style.width = width + 'px';
+            canvas_div.style.height = height + 'px';
+        }
+    };
+
+    // Disable right mouse context menu.
+    canvas_div.addEventListener('contextmenu', function (_e) {
+        event.preventDefault();
+        return false;
+    });
+
+    function set_focus() {
+        canvas.focus();
+        canvas_div.focus();
+    }
+
+    window.setTimeout(set_focus, 100);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'mpl-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'mpl-button-group';
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'mpl-button-group';
+            continue;
+        }
+
+        var button = (fig.buttons[name] = document.createElement('button'));
+        button.classList = 'mpl-widget';
+        button.setAttribute('role', 'button');
+        button.setAttribute('aria-disabled', 'false');
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+
+        var icon_img = document.createElement('img');
+        icon_img.src = '_images/' + image + '.png';
+        icon_img.srcset = '_images/' + image + '_large.png 2x';
+        icon_img.alt = tooltip;
+        button.appendChild(icon_img);
+
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    var fmt_picker = document.createElement('select');
+    fmt_picker.classList = 'mpl-widget';
+    toolbar.appendChild(fmt_picker);
+    this.format_dropdown = fmt_picker;
+
+    for (var ind in mpl.extensions) {
+        var fmt = mpl.extensions[ind];
+        var option = document.createElement('option');
+        option.selected = fmt === mpl.default_extension;
+        option.innerHTML = fmt;
+        fmt_picker.appendChild(option);
+    }
+
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+};
+
+mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
+    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
+    // which will in turn request a refresh of the image.
+    this.send_message('resize', { width: x_pixels, height: y_pixels });
+};
+
+mpl.figure.prototype.send_message = function (type, properties) {
+    properties['type'] = type;
+    properties['figure_id'] = this.id;
+    this.ws.send(JSON.stringify(properties));
+};
+
+mpl.figure.prototype.send_draw_message = function () {
+    if (!this.waiting) {
+        this.waiting = true;
+        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    var format_dropdown = fig.format_dropdown;
+    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
+    fig.ondownload(fig, format);
+};
+
+mpl.figure.prototype.handle_resize = function (fig, msg) {
+    var size = msg['size'];
+    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
+        fig._resize_canvas(size[0], size[1], msg['forward']);
+        fig.send_message('refresh', {});
+    }
+};
+
+mpl.figure.prototype.handle_rubberband = function (fig, msg) {
+    var x0 = msg['x0'] / fig.ratio;
+    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
+    var x1 = msg['x1'] / fig.ratio;
+    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
+    x0 = Math.floor(x0) + 0.5;
+    y0 = Math.floor(y0) + 0.5;
+    x1 = Math.floor(x1) + 0.5;
+    y1 = Math.floor(y1) + 0.5;
+    var min_x = Math.min(x0, x1);
+    var min_y = Math.min(y0, y1);
+    var width = Math.abs(x1 - x0);
+    var height = Math.abs(y1 - y0);
+
+    fig.rubberband_context.clearRect(
+        0,
+        0,
+        fig.canvas.width / fig.ratio,
+        fig.canvas.height / fig.ratio
+    );
+
+    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
+};
+
+mpl.figure.prototype.handle_figure_label = function (fig, msg) {
+    // Updates the figure title.
+    fig.header.textContent = msg['label'];
+};
+
+mpl.figure.prototype.handle_cursor = function (fig, msg) {
+    fig.canvas_div.style.cursor = msg['cursor'];
+};
+
+mpl.figure.prototype.handle_message = function (fig, msg) {
+    fig.message.textContent = msg['message'];
+};
+
+mpl.figure.prototype.handle_draw = function (fig, _msg) {
+    // Request the server to send over a new figure.
+    fig.send_draw_message();
+};
+
+mpl.figure.prototype.handle_image_mode = function (fig, msg) {
+    fig.image_mode = msg['mode'];
+};
+
+mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
+    for (var key in msg) {
+        if (!(key in fig.buttons)) {
+            continue;
+        }
+        fig.buttons[key].disabled = !msg[key];
+        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
+    }
+};
+
+mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
+    if (msg['mode'] === 'PAN') {
+        fig.buttons['Pan'].classList.add('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    } else if (msg['mode'] === 'ZOOM') {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.add('active');
+    } else {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    }
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Called whenever the canvas gets updated.
+    this.send_message('ack', {});
+};
+
+// A function to construct a web socket function for onmessage handling.
+// Called in the figure constructor.
+mpl.figure.prototype._make_on_message_function = function (fig) {
+    return function socket_on_message(evt) {
+        if (evt.data instanceof Blob) {
+            var img = evt.data;
+            if (img.type !== 'image/png') {
+                /* FIXME: We get "Resource interpreted as Image but
+                 * transferred with MIME type text/plain:" errors on
+                 * Chrome.  But how to set the MIME type?  It doesn't seem
+                 * to be part of the websocket stream */
+                img.type = 'image/png';
+            }
+
+            /* Free the memory for the previous frames */
+            if (fig.imageObj.src) {
+                (window.URL || window.webkitURL).revokeObjectURL(
+                    fig.imageObj.src
+                );
+            }
+
+            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
+                img
+            );
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        } else if (
+            typeof evt.data === 'string' &&
+            evt.data.slice(0, 21) === 'data:image/png;base64'
+        ) {
+            fig.imageObj.src = evt.data;
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        }
+
+        var msg = JSON.parse(evt.data);
+        var msg_type = msg['type'];
+
+        // Call the  "handle_{type}" callback, which takes
+        // the figure and JSON message as its only arguments.
+        try {
+            var callback = fig['handle_' + msg_type];
+        } catch (e) {
+            console.log(
+                "No handler for the '" + msg_type + "' message type: ",
+                msg
+            );
+            return;
+        }
+
+        if (callback) {
+            try {
+                // console.log("Handling '" + msg_type + "' message: ", msg);
+                callback(fig, msg);
+            } catch (e) {
+                console.log(
+                    "Exception inside the 'handler_" + msg_type + "' callback:",
+                    e,
+                    e.stack,
+                    msg
+                );
+            }
+        }
+    };
+};
+
+function getModifiers(event) {
+    var mods = [];
+    if (event.ctrlKey) {
+        mods.push('ctrl');
+    }
+    if (event.altKey) {
+        mods.push('alt');
+    }
+    if (event.shiftKey) {
+        mods.push('shift');
+    }
+    if (event.metaKey) {
+        mods.push('meta');
+    }
+    return mods;
+}
+
+/*
+ * return a copy of an object with only non-object keys
+ * we need this to avoid circular references
+ * https://stackoverflow.com/a/24161582/3208463
+ */
+function simpleKeys(original) {
+    return Object.keys(original).reduce(function (obj, key) {
+        if (typeof original[key] !== 'object') {
+            obj[key] = original[key];
+        }
+        return obj;
+    }, {});
+}
+
+mpl.figure.prototype.mouse_event = function (event, name) {
+    if (name === 'button_press') {
+        this.canvas.focus();
+        this.canvas_div.focus();
+    }
+
+    // from https://stackoverflow.com/q/1114465
+    var boundingRect = this.canvas.getBoundingClientRect();
+    var x = (event.clientX - boundingRect.left) * this.ratio;
+    var y = (event.clientY - boundingRect.top) * this.ratio;
+
+    this.send_message(name, {
+        x: x,
+        y: y,
+        button: event.button,
+        step: event.step,
+        buttons: event.buttons,
+        modifiers: getModifiers(event),
+        guiEvent: simpleKeys(event),
+    });
+
+    return false;
+};
+
+mpl.figure.prototype._key_event_extra = function (_event, _name) {
+    // Handle any extra behaviour associated with a key event
+};
+
+mpl.figure.prototype.key_event = function (event, name) {
+    // Prevent repeat events
+    if (name === 'key_press') {
+        if (event.key === this._key) {
+            return;
+        } else {
+            this._key = event.key;
+        }
+    }
+    if (name === 'key_release') {
+        this._key = null;
+    }
+
+    var value = '';
+    if (event.ctrlKey && event.key !== 'Control') {
+        value += 'ctrl+';
+    }
+    else if (event.altKey && event.key !== 'Alt') {
+        value += 'alt+';
+    }
+    else if (event.shiftKey && event.key !== 'Shift') {
+        value += 'shift+';
+    }
+
+    value += 'k' + event.key;
+
+    this._key_event_extra(event, name);
+
+    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
+    return false;
+};
+
+mpl.figure.prototype.toolbar_button_onclick = function (name) {
+    if (name === 'download') {
+        this.handle_save(this, null);
+    } else {
+        this.send_message('toolbar_button', { name: name });
+    }
+};
+
+mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
+    this.message.textContent = tooltip;
+};
+
+///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
+// prettier-ignore
+var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
+mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o", "download"]];
+
+mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif", "webp"];
+
+mpl.default_extension = "png";/* global mpl */
+
+var comm_websocket_adapter = function (comm) {
+    // Create a "websocket"-like object which calls the given IPython comm
+    // object with the appropriate methods. Currently this is a non binary
+    // socket, so there is still some room for performance tuning.
+    var ws = {};
+
+    ws.binaryType = comm.kernel.ws.binaryType;
+    ws.readyState = comm.kernel.ws.readyState;
+    function updateReadyState(_event) {
+        if (comm.kernel.ws) {
+            ws.readyState = comm.kernel.ws.readyState;
+        } else {
+            ws.readyState = 3; // Closed state.
+        }
+    }
+    comm.kernel.ws.addEventListener('open', updateReadyState);
+    comm.kernel.ws.addEventListener('close', updateReadyState);
+    comm.kernel.ws.addEventListener('error', updateReadyState);
+
+    ws.close = function () {
+        comm.close();
+    };
+    ws.send = function (m) {
+        //console.log('sending', m);
+        comm.send(m);
+    };
+    // Register the callback with on_msg.
+    comm.on_msg(function (msg) {
+        //console.log('receiving', msg['content']['data'], msg);
+        var data = msg['content']['data'];
+        if (data['blob'] !== undefined) {
+            data = {
+                data: new Blob(msg['buffers'], { type: data['blob'] }),
+            };
+        }
+        // Pass the mpl event to the overridden (by mpl) onmessage function.
+        ws.onmessage(data);
+    });
+    return ws;
+};
+
+mpl.mpl_figure_comm = function (comm, msg) {
+    // This is the function which gets called when the mpl process
+    // starts-up an IPython Comm through the "matplotlib" channel.
+
+    var id = msg.content.data.id;
+    // Get hold of the div created by the display call when the Comm
+    // socket was opened in Python.
+    var element = document.getElementById(id);
+    var ws_proxy = comm_websocket_adapter(comm);
+
+    function ondownload(figure, _format) {
+        window.open(figure.canvas.toDataURL());
+    }
+
+    var fig = new mpl.figure(id, ws_proxy, ondownload, element);
+
+    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
+    // web socket which is closed, not our websocket->open comm proxy.
+    ws_proxy.onopen();
+
+    fig.parent_element = element;
+    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
+    if (!fig.cell_info) {
+        console.error('Failed to find cell for figure', id, fig);
+        return;
+    }
+    fig.cell_info[0].output_area.element.on(
+        'cleared',
+        { fig: fig },
+        fig._remove_fig_handler
+    );
+};
+
+mpl.figure.prototype.handle_close = function (fig, msg) {
+    var width = fig.canvas.width / fig.ratio;
+    fig.cell_info[0].output_area.element.off(
+        'cleared',
+        fig._remove_fig_handler
+    );
+    fig.resizeObserverInstance.unobserve(fig.canvas_div);
+
+    // Update the output cell to use the data from the current canvas.
+    fig.push_to_output();
+    var dataURL = fig.canvas.toDataURL();
+    // Re-enable the keyboard manager in IPython - without this line, in FF,
+    // the notebook keyboard shortcuts fail.
+    IPython.keyboard_manager.enable();
+    fig.parent_element.innerHTML =
+        '<img src="' + dataURL + '" width="' + width + '">';
+    fig.close_ws(fig, msg);
+};
+
+mpl.figure.prototype.close_ws = function (fig, msg) {
+    fig.send_message('closing', msg);
+    // fig.ws.close()
+};
+
+mpl.figure.prototype.push_to_output = function (_remove_interactive) {
+    // Turn the data on the canvas into data in the output cell.
+    var width = this.canvas.width / this.ratio;
+    var dataURL = this.canvas.toDataURL();
+    this.cell_info[1]['text/html'] =
+        '<img src="' + dataURL + '" width="' + width + '">';
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Tell IPython that the notebook contents must change.
+    IPython.notebook.set_dirty(true);
+    this.send_message('ack', {});
+    var fig = this;
+    // Wait a second, then push the new image to the DOM so
+    // that it is saved nicely (might be nice to debounce this).
+    setTimeout(function () {
+        fig.push_to_output();
+    }, 1000);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'btn-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'btn-group';
+    var button;
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'btn-group';
+            continue;
+        }
+
+        button = fig.buttons[name] = document.createElement('button');
+        button.classList = 'btn btn-default';
+        button.href = '#';
+        button.title = name;
+        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    // Add the status bar.
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message pull-right';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+
+    // Add the close button to the window.
+    var buttongrp = document.createElement('div');
+    buttongrp.classList = 'btn-group inline pull-right';
+    button = document.createElement('button');
+    button.classList = 'btn btn-mini btn-primary';
+    button.href = '#';
+    button.title = 'Stop Interaction';
+    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
+    button.addEventListener('click', function (_evt) {
+        fig.handle_close(fig, {});
+    });
+    button.addEventListener(
+        'mouseover',
+        on_mouseover_closure('Stop Interaction')
+    );
+    buttongrp.appendChild(button);
+    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
+    titlebar.insertBefore(buttongrp, titlebar.firstChild);
+};
+
+mpl.figure.prototype._remove_fig_handler = function (event) {
+    var fig = event.data.fig;
+    if (event.target !== this) {
+        // Ignore bubbled events from children.
+        return;
+    }
+    fig.close_ws(fig, {});
+};
+
+mpl.figure.prototype._root_extra_style = function (el) {
+    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
+};
+
+mpl.figure.prototype._canvas_extra_style = function (el) {
+    // this is important to make the div 'focusable
+    el.setAttribute('tabindex', 0);
+    // reach out to IPython and tell the keyboard manager to turn it's self
+    // off when our div gets focus
+
+    // location in version 3
+    if (IPython.notebook.keyboard_manager) {
+        IPython.notebook.keyboard_manager.register_events(el);
+    } else {
+        // location in version 2
+        IPython.keyboard_manager.register_events(el);
+    }
+};
+
+mpl.figure.prototype._key_event_extra = function (event, _name) {
+    // Check for shift+enter
+    if (event.shiftKey && event.which === 13) {
+        this.canvas_div.blur();
+        // select the cell after this one
+        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
+        IPython.notebook.select(index + 1);
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    fig.ondownload(fig, null);
+};
+
+mpl.find_output_cell = function (html_output) {
+    // Return the cell and output element which can be found *uniquely* in the notebook.
+    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
+    // IPython event is triggered only after the cells have been serialised, which for
+    // our purposes (turning an active figure into a static one), is too late.
+    var cells = IPython.notebook.get_cells();
+    var ncells = cells.length;
+    for (var i = 0; i < ncells; i++) {
+        var cell = cells[i];
+        if (cell.cell_type === 'code') {
+            for (var j = 0; j < cell.output_area.outputs.length; j++) {
+                var data = cell.output_area.outputs[j];
+                if (data.data) {
+                    // IPython >= 3 moved mimebundle to data attribute of output
+                    data = data.data;
+                }
+                if (data['text/html'] === html_output) {
+                    return [cell, data, j];
+                }
+            }
+        }
+    }
+};
+
+// Register the function which deals with the matplotlib target/channel.
+// The kernel may be null if the page has been refreshed.
+if (IPython.notebook.kernel !== null) {
+    IPython.notebook.kernel.comm_manager.register_target(
+        'matplotlib',
+        mpl.mpl_figure_comm
+    );
+}
+
+</script></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<div id='d558714b-430e-4279-a230-f407c12d84b0'></div></div>
+</div>
+<section id="Test-if-the-Sequences-are-identical">
+<h3>Test if the Sequences are identical<a class="headerlink" href="#Test-if-the-Sequences-are-identical" title="Link to this heading">¶</a></h3>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[15]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">seq</span> <span class="o">==</span> <span class="n">seq1</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+True
+</pre></div></div>
+</div>
+</section>
+</section>
+</section>
+<section id="Ekstras">
+<h1>Ekstras<a class="headerlink" href="#Ekstras" title="Link to this heading">¶</a></h1>
+<p>Example of how read and write blueprint from/to Sequence json file if needed.</p>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[16]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">readblueprint</span><span class="p">(</span><span class="n">path</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">element</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">channel</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span><span class="p">):</span>
+    <span class="n">tempseq</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Sequence</span><span class="o">.</span><span class="n">init_from_json</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">tempseq</span><span class="o">.</span><span class="n">element</span><span class="p">(</span><span class="n">element</span><span class="p">)</span><span class="o">.</span><span class="n">_data</span><span class="p">[</span><span class="n">channel</span><span class="p">][</span><span class="s2">&quot;blueprint&quot;</span><span class="p">]</span>
+</pre></div>
+</div>
+</div>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[17]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">writeblueprint</span><span class="p">(</span>
+    <span class="n">blueprint</span><span class="p">,</span> <span class="n">path</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">SR</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e9</span><span class="p">,</span> <span class="n">SeqAmp</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">10e-3</span><span class="p">,</span> <span class="n">SeqOffset</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mi">0</span>
+<span class="p">):</span>  <span class="c1"># -&gt; None</span>
+    <span class="k">if</span> <span class="n">blueprint</span><span class="o">.</span><span class="n">SR</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="n">blueprint</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">SR</span><span class="p">)</span>
+    <span class="n">elemtmp</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="p">()</span>
+    <span class="n">seqtmp</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Sequence</span><span class="p">()</span>
+    <span class="n">elemtmp</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">blueprint</span><span class="p">)</span>
+    <span class="n">seqtmp</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">elemtmp</span><span class="p">)</span>
+    <span class="n">seqtmp</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">blueprint</span><span class="o">.</span><span class="n">SR</span><span class="p">)</span>
+    <span class="n">seqtmp</span><span class="o">.</span><span class="n">setChannelAmplitude</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">SeqAmp</span><span class="p">)</span>
+    <span class="n">seqtmp</span><span class="o">.</span><span class="n">setChannelOffset</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+    <span class="n">seqtmp</span><span class="o">.</span><span class="n">write_to_json</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[18]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">writeblueprint</span><span class="p">(</span><span class="n">bp_boxes</span><span class="p">,</span> <span class="s2">&quot;boxes.json&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[19]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">bp_one_two</span> <span class="o">=</span> <span class="n">readblueprint</span><span class="p">(</span><span class="s2">&quot;testdata.json&quot;</span><span class="p">,</span> <span class="n">element</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">channel</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">bp_one_two</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="output_javascript"></div>
+<script type="text/javascript">
+var element = document.currentScript.previousSibling.previousSibling;
+/* Put everything inside the global mpl namespace */
+/* global mpl */
+window.mpl = {};
+
+mpl.get_websocket_type = function () {
+    if (typeof WebSocket !== 'undefined') {
+        return WebSocket;
+    } else if (typeof MozWebSocket !== 'undefined') {
+        return MozWebSocket;
+    } else {
+        alert(
+            'Your browser does not have WebSocket support. ' +
+                'Please try Chrome, Safari or Firefox ≥ 6. ' +
+                'Firefox 4 and 5 are also supported but you ' +
+                'have to enable WebSockets in about:config.'
+        );
+    }
+};
+
+mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
+    this.id = figure_id;
+
+    this.ws = websocket;
+
+    this.supports_binary = this.ws.binaryType !== undefined;
+
+    if (!this.supports_binary) {
+        var warnings = document.getElementById('mpl-warnings');
+        if (warnings) {
+            warnings.style.display = 'block';
+            warnings.textContent =
+                'This browser does not support binary websocket messages. ' +
+                'Performance may be slow.';
+        }
+    }
+
+    this.imageObj = new Image();
+
+    this.context = undefined;
+    this.message = undefined;
+    this.canvas = undefined;
+    this.rubberband_canvas = undefined;
+    this.rubberband_context = undefined;
+    this.format_dropdown = undefined;
+
+    this.image_mode = 'full';
+
+    this.root = document.createElement('div');
+    this.root.setAttribute('style', 'display: inline-block');
+    this._root_extra_style(this.root);
+
+    parent_element.appendChild(this.root);
+
+    this._init_header(this);
+    this._init_canvas(this);
+    this._init_toolbar(this);
+
+    var fig = this;
+
+    this.waiting = false;
+
+    this.ws.onopen = function () {
+        fig.send_message('supports_binary', { value: fig.supports_binary });
+        fig.send_message('send_image_mode', {});
+        if (fig.ratio !== 1) {
+            fig.send_message('set_device_pixel_ratio', {
+                device_pixel_ratio: fig.ratio,
+            });
+        }
+        fig.send_message('refresh', {});
+    };
+
+    this.imageObj.onload = function () {
+        if (fig.image_mode === 'full') {
+            // Full images could contain transparency (where diff images
+            // almost always do), so we need to clear the canvas so that
+            // there is no ghosting.
+            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);
+        }
+        fig.context.drawImage(fig.imageObj, 0, 0);
+    };
+
+    this.imageObj.onunload = function () {
+        fig.ws.close();
+    };
+
+    this.ws.onmessage = this._make_on_message_function(this);
+
+    this.ondownload = ondownload;
+};
+
+mpl.figure.prototype._init_header = function () {
+    var titlebar = document.createElement('div');
+    titlebar.classList =
+        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';
+    var titletext = document.createElement('div');
+    titletext.classList = 'ui-dialog-title';
+    titletext.setAttribute(
+        'style',
+        'width: 100%; text-align: center; padding: 3px;'
+    );
+    titlebar.appendChild(titletext);
+    this.root.appendChild(titlebar);
+    this.header = titletext;
+};
+
+mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._root_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._init_canvas = function () {
+    var fig = this;
+
+    var canvas_div = (this.canvas_div = document.createElement('div'));
+    canvas_div.setAttribute('tabindex', '0');
+    canvas_div.setAttribute(
+        'style',
+        'border: 1px solid #ddd;' +
+            'box-sizing: content-box;' +
+            'clear: both;' +
+            'min-height: 1px;' +
+            'min-width: 1px;' +
+            'outline: 0;' +
+            'overflow: hidden;' +
+            'position: relative;' +
+            'resize: both;' +
+            'z-index: 2;'
+    );
+
+    function on_keyboard_event_closure(name) {
+        return function (event) {
+            return fig.key_event(event, name);
+        };
+    }
+
+    canvas_div.addEventListener(
+        'keydown',
+        on_keyboard_event_closure('key_press')
+    );
+    canvas_div.addEventListener(
+        'keyup',
+        on_keyboard_event_closure('key_release')
+    );
+
+    this._canvas_extra_style(canvas_div);
+    this.root.appendChild(canvas_div);
+
+    var canvas = (this.canvas = document.createElement('canvas'));
+    canvas.classList.add('mpl-canvas');
+    canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'pointer-events: none;' +
+            'position: relative;' +
+            'z-index: 0;'
+    );
+
+    this.context = canvas.getContext('2d');
+
+    var backingStore =
+        this.context.backingStorePixelRatio ||
+        this.context.webkitBackingStorePixelRatio ||
+        this.context.mozBackingStorePixelRatio ||
+        this.context.msBackingStorePixelRatio ||
+        this.context.oBackingStorePixelRatio ||
+        this.context.backingStorePixelRatio ||
+        1;
+
+    this.ratio = (window.devicePixelRatio || 1) / backingStore;
+
+    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
+        'canvas'
+    ));
+    rubberband_canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'left: 0;' +
+            'pointer-events: none;' +
+            'position: absolute;' +
+            'top: 0;' +
+            'z-index: 1;'
+    );
+
+    // Apply a ponyfill if ResizeObserver is not implemented by browser.
+    if (this.ResizeObserver === undefined) {
+        if (window.ResizeObserver !== undefined) {
+            this.ResizeObserver = window.ResizeObserver;
+        } else {
+            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
+            this.ResizeObserver = obs.ResizeObserver;
+        }
+    }
+
+    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
+        // There's no need to resize if the WebSocket is not connected:
+        // - If it is still connecting, then we will get an initial resize from
+        //   Python once it connects.
+        // - If it has disconnected, then resizing will clear the canvas and
+        //   never get anything back to refill it, so better to not resize and
+        //   keep something visible.
+        if (fig.ws.readyState != 1) {
+            return;
+        }
+        var nentries = entries.length;
+        for (var i = 0; i < nentries; i++) {
+            var entry = entries[i];
+            var width, height;
+            if (entry.contentBoxSize) {
+                if (entry.contentBoxSize instanceof Array) {
+                    // Chrome 84 implements new version of spec.
+                    width = entry.contentBoxSize[0].inlineSize;
+                    height = entry.contentBoxSize[0].blockSize;
+                } else {
+                    // Firefox implements old version of spec.
+                    width = entry.contentBoxSize.inlineSize;
+                    height = entry.contentBoxSize.blockSize;
+                }
+            } else {
+                // Chrome <84 implements even older version of spec.
+                width = entry.contentRect.width;
+                height = entry.contentRect.height;
+            }
+
+            // Keep the size of the canvas and rubber band canvas in sync with
+            // the canvas container.
+            if (entry.devicePixelContentBoxSize) {
+                // Chrome 84 implements new version of spec.
+                canvas.setAttribute(
+                    'width',
+                    entry.devicePixelContentBoxSize[0].inlineSize
+                );
+                canvas.setAttribute(
+                    'height',
+                    entry.devicePixelContentBoxSize[0].blockSize
+                );
+            } else {
+                canvas.setAttribute('width', width * fig.ratio);
+                canvas.setAttribute('height', height * fig.ratio);
+            }
+            /* This rescales the canvas back to display pixels, so that it
+             * appears correct on HiDPI screens. */
+            canvas.style.width = width + 'px';
+            canvas.style.height = height + 'px';
+
+            rubberband_canvas.setAttribute('width', width);
+            rubberband_canvas.setAttribute('height', height);
+
+            // And update the size in Python. We ignore the initial 0/0 size
+            // that occurs as the element is placed into the DOM, which should
+            // otherwise not happen due to the minimum size styling.
+            if (width != 0 && height != 0) {
+                fig.request_resize(width, height);
+            }
+        }
+    });
+    this.resizeObserverInstance.observe(canvas_div);
+
+    function on_mouse_event_closure(name) {
+        /* User Agent sniffing is bad, but WebKit is busted:
+         * https://bugs.webkit.org/show_bug.cgi?id=144526
+         * https://bugs.webkit.org/show_bug.cgi?id=181818
+         * The worst that happens here is that they get an extra browser
+         * selection when dragging, if this check fails to catch them.
+         */
+        var UA = navigator.userAgent;
+        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);
+        if(isWebKit) {
+            return function (event) {
+                /* This prevents the web browser from automatically changing to
+                 * the text insertion cursor when the button is pressed. We
+                 * want to control all of the cursor setting manually through
+                 * the 'cursor' event from matplotlib */
+                event.preventDefault()
+                return fig.mouse_event(event, name);
+            };
+        } else {
+            return function (event) {
+                return fig.mouse_event(event, name);
+            };
+        }
+    }
+
+    canvas_div.addEventListener(
+        'mousedown',
+        on_mouse_event_closure('button_press')
+    );
+    canvas_div.addEventListener(
+        'mouseup',
+        on_mouse_event_closure('button_release')
+    );
+    canvas_div.addEventListener(
+        'dblclick',
+        on_mouse_event_closure('dblclick')
+    );
+    // Throttle sequential mouse events to 1 every 20ms.
+    canvas_div.addEventListener(
+        'mousemove',
+        on_mouse_event_closure('motion_notify')
+    );
+
+    canvas_div.addEventListener(
+        'mouseenter',
+        on_mouse_event_closure('figure_enter')
+    );
+    canvas_div.addEventListener(
+        'mouseleave',
+        on_mouse_event_closure('figure_leave')
+    );
+
+    canvas_div.addEventListener('wheel', function (event) {
+        if (event.deltaY < 0) {
+            event.step = 1;
+        } else {
+            event.step = -1;
+        }
+        on_mouse_event_closure('scroll')(event);
+    });
+
+    canvas_div.appendChild(canvas);
+    canvas_div.appendChild(rubberband_canvas);
+
+    this.rubberband_context = rubberband_canvas.getContext('2d');
+    this.rubberband_context.strokeStyle = '#000000';
+
+    this._resize_canvas = function (width, height, forward) {
+        if (forward) {
+            canvas_div.style.width = width + 'px';
+            canvas_div.style.height = height + 'px';
+        }
+    };
+
+    // Disable right mouse context menu.
+    canvas_div.addEventListener('contextmenu', function (_e) {
+        event.preventDefault();
+        return false;
+    });
+
+    function set_focus() {
+        canvas.focus();
+        canvas_div.focus();
+    }
+
+    window.setTimeout(set_focus, 100);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'mpl-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'mpl-button-group';
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'mpl-button-group';
+            continue;
+        }
+
+        var button = (fig.buttons[name] = document.createElement('button'));
+        button.classList = 'mpl-widget';
+        button.setAttribute('role', 'button');
+        button.setAttribute('aria-disabled', 'false');
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+
+        var icon_img = document.createElement('img');
+        icon_img.src = '_images/' + image + '.png';
+        icon_img.srcset = '_images/' + image + '_large.png 2x';
+        icon_img.alt = tooltip;
+        button.appendChild(icon_img);
+
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    var fmt_picker = document.createElement('select');
+    fmt_picker.classList = 'mpl-widget';
+    toolbar.appendChild(fmt_picker);
+    this.format_dropdown = fmt_picker;
+
+    for (var ind in mpl.extensions) {
+        var fmt = mpl.extensions[ind];
+        var option = document.createElement('option');
+        option.selected = fmt === mpl.default_extension;
+        option.innerHTML = fmt;
+        fmt_picker.appendChild(option);
+    }
+
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+};
+
+mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
+    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
+    // which will in turn request a refresh of the image.
+    this.send_message('resize', { width: x_pixels, height: y_pixels });
+};
+
+mpl.figure.prototype.send_message = function (type, properties) {
+    properties['type'] = type;
+    properties['figure_id'] = this.id;
+    this.ws.send(JSON.stringify(properties));
+};
+
+mpl.figure.prototype.send_draw_message = function () {
+    if (!this.waiting) {
+        this.waiting = true;
+        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    var format_dropdown = fig.format_dropdown;
+    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
+    fig.ondownload(fig, format);
+};
+
+mpl.figure.prototype.handle_resize = function (fig, msg) {
+    var size = msg['size'];
+    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
+        fig._resize_canvas(size[0], size[1], msg['forward']);
+        fig.send_message('refresh', {});
+    }
+};
+
+mpl.figure.prototype.handle_rubberband = function (fig, msg) {
+    var x0 = msg['x0'] / fig.ratio;
+    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
+    var x1 = msg['x1'] / fig.ratio;
+    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
+    x0 = Math.floor(x0) + 0.5;
+    y0 = Math.floor(y0) + 0.5;
+    x1 = Math.floor(x1) + 0.5;
+    y1 = Math.floor(y1) + 0.5;
+    var min_x = Math.min(x0, x1);
+    var min_y = Math.min(y0, y1);
+    var width = Math.abs(x1 - x0);
+    var height = Math.abs(y1 - y0);
+
+    fig.rubberband_context.clearRect(
+        0,
+        0,
+        fig.canvas.width / fig.ratio,
+        fig.canvas.height / fig.ratio
+    );
+
+    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
+};
+
+mpl.figure.prototype.handle_figure_label = function (fig, msg) {
+    // Updates the figure title.
+    fig.header.textContent = msg['label'];
+};
+
+mpl.figure.prototype.handle_cursor = function (fig, msg) {
+    fig.canvas_div.style.cursor = msg['cursor'];
+};
+
+mpl.figure.prototype.handle_message = function (fig, msg) {
+    fig.message.textContent = msg['message'];
+};
+
+mpl.figure.prototype.handle_draw = function (fig, _msg) {
+    // Request the server to send over a new figure.
+    fig.send_draw_message();
+};
+
+mpl.figure.prototype.handle_image_mode = function (fig, msg) {
+    fig.image_mode = msg['mode'];
+};
+
+mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
+    for (var key in msg) {
+        if (!(key in fig.buttons)) {
+            continue;
+        }
+        fig.buttons[key].disabled = !msg[key];
+        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
+    }
+};
+
+mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
+    if (msg['mode'] === 'PAN') {
+        fig.buttons['Pan'].classList.add('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    } else if (msg['mode'] === 'ZOOM') {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.add('active');
+    } else {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    }
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Called whenever the canvas gets updated.
+    this.send_message('ack', {});
+};
+
+// A function to construct a web socket function for onmessage handling.
+// Called in the figure constructor.
+mpl.figure.prototype._make_on_message_function = function (fig) {
+    return function socket_on_message(evt) {
+        if (evt.data instanceof Blob) {
+            var img = evt.data;
+            if (img.type !== 'image/png') {
+                /* FIXME: We get "Resource interpreted as Image but
+                 * transferred with MIME type text/plain:" errors on
+                 * Chrome.  But how to set the MIME type?  It doesn't seem
+                 * to be part of the websocket stream */
+                img.type = 'image/png';
+            }
+
+            /* Free the memory for the previous frames */
+            if (fig.imageObj.src) {
+                (window.URL || window.webkitURL).revokeObjectURL(
+                    fig.imageObj.src
+                );
+            }
+
+            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
+                img
+            );
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        } else if (
+            typeof evt.data === 'string' &&
+            evt.data.slice(0, 21) === 'data:image/png;base64'
+        ) {
+            fig.imageObj.src = evt.data;
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        }
+
+        var msg = JSON.parse(evt.data);
+        var msg_type = msg['type'];
+
+        // Call the  "handle_{type}" callback, which takes
+        // the figure and JSON message as its only arguments.
+        try {
+            var callback = fig['handle_' + msg_type];
+        } catch (e) {
+            console.log(
+                "No handler for the '" + msg_type + "' message type: ",
+                msg
+            );
+            return;
+        }
+
+        if (callback) {
+            try {
+                // console.log("Handling '" + msg_type + "' message: ", msg);
+                callback(fig, msg);
+            } catch (e) {
+                console.log(
+                    "Exception inside the 'handler_" + msg_type + "' callback:",
+                    e,
+                    e.stack,
+                    msg
+                );
+            }
+        }
+    };
+};
+
+function getModifiers(event) {
+    var mods = [];
+    if (event.ctrlKey) {
+        mods.push('ctrl');
+    }
+    if (event.altKey) {
+        mods.push('alt');
+    }
+    if (event.shiftKey) {
+        mods.push('shift');
+    }
+    if (event.metaKey) {
+        mods.push('meta');
+    }
+    return mods;
+}
+
+/*
+ * return a copy of an object with only non-object keys
+ * we need this to avoid circular references
+ * https://stackoverflow.com/a/24161582/3208463
+ */
+function simpleKeys(original) {
+    return Object.keys(original).reduce(function (obj, key) {
+        if (typeof original[key] !== 'object') {
+            obj[key] = original[key];
+        }
+        return obj;
+    }, {});
+}
+
+mpl.figure.prototype.mouse_event = function (event, name) {
+    if (name === 'button_press') {
+        this.canvas.focus();
+        this.canvas_div.focus();
+    }
+
+    // from https://stackoverflow.com/q/1114465
+    var boundingRect = this.canvas.getBoundingClientRect();
+    var x = (event.clientX - boundingRect.left) * this.ratio;
+    var y = (event.clientY - boundingRect.top) * this.ratio;
+
+    this.send_message(name, {
+        x: x,
+        y: y,
+        button: event.button,
+        step: event.step,
+        buttons: event.buttons,
+        modifiers: getModifiers(event),
+        guiEvent: simpleKeys(event),
+    });
+
+    return false;
+};
+
+mpl.figure.prototype._key_event_extra = function (_event, _name) {
+    // Handle any extra behaviour associated with a key event
+};
+
+mpl.figure.prototype.key_event = function (event, name) {
+    // Prevent repeat events
+    if (name === 'key_press') {
+        if (event.key === this._key) {
+            return;
+        } else {
+            this._key = event.key;
+        }
+    }
+    if (name === 'key_release') {
+        this._key = null;
+    }
+
+    var value = '';
+    if (event.ctrlKey && event.key !== 'Control') {
+        value += 'ctrl+';
+    }
+    else if (event.altKey && event.key !== 'Alt') {
+        value += 'alt+';
+    }
+    else if (event.shiftKey && event.key !== 'Shift') {
+        value += 'shift+';
+    }
+
+    value += 'k' + event.key;
+
+    this._key_event_extra(event, name);
+
+    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
+    return false;
+};
+
+mpl.figure.prototype.toolbar_button_onclick = function (name) {
+    if (name === 'download') {
+        this.handle_save(this, null);
+    } else {
+        this.send_message('toolbar_button', { name: name });
+    }
+};
+
+mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
+    this.message.textContent = tooltip;
+};
+
+///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
+// prettier-ignore
+var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
+mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o", "download"]];
+
+mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif", "webp"];
+
+mpl.default_extension = "png";/* global mpl */
+
+var comm_websocket_adapter = function (comm) {
+    // Create a "websocket"-like object which calls the given IPython comm
+    // object with the appropriate methods. Currently this is a non binary
+    // socket, so there is still some room for performance tuning.
+    var ws = {};
+
+    ws.binaryType = comm.kernel.ws.binaryType;
+    ws.readyState = comm.kernel.ws.readyState;
+    function updateReadyState(_event) {
+        if (comm.kernel.ws) {
+            ws.readyState = comm.kernel.ws.readyState;
+        } else {
+            ws.readyState = 3; // Closed state.
+        }
+    }
+    comm.kernel.ws.addEventListener('open', updateReadyState);
+    comm.kernel.ws.addEventListener('close', updateReadyState);
+    comm.kernel.ws.addEventListener('error', updateReadyState);
+
+    ws.close = function () {
+        comm.close();
+    };
+    ws.send = function (m) {
+        //console.log('sending', m);
+        comm.send(m);
+    };
+    // Register the callback with on_msg.
+    comm.on_msg(function (msg) {
+        //console.log('receiving', msg['content']['data'], msg);
+        var data = msg['content']['data'];
+        if (data['blob'] !== undefined) {
+            data = {
+                data: new Blob(msg['buffers'], { type: data['blob'] }),
+            };
+        }
+        // Pass the mpl event to the overridden (by mpl) onmessage function.
+        ws.onmessage(data);
+    });
+    return ws;
+};
+
+mpl.mpl_figure_comm = function (comm, msg) {
+    // This is the function which gets called when the mpl process
+    // starts-up an IPython Comm through the "matplotlib" channel.
+
+    var id = msg.content.data.id;
+    // Get hold of the div created by the display call when the Comm
+    // socket was opened in Python.
+    var element = document.getElementById(id);
+    var ws_proxy = comm_websocket_adapter(comm);
+
+    function ondownload(figure, _format) {
+        window.open(figure.canvas.toDataURL());
+    }
+
+    var fig = new mpl.figure(id, ws_proxy, ondownload, element);
+
+    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
+    // web socket which is closed, not our websocket->open comm proxy.
+    ws_proxy.onopen();
+
+    fig.parent_element = element;
+    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
+    if (!fig.cell_info) {
+        console.error('Failed to find cell for figure', id, fig);
+        return;
+    }
+    fig.cell_info[0].output_area.element.on(
+        'cleared',
+        { fig: fig },
+        fig._remove_fig_handler
+    );
+};
+
+mpl.figure.prototype.handle_close = function (fig, msg) {
+    var width = fig.canvas.width / fig.ratio;
+    fig.cell_info[0].output_area.element.off(
+        'cleared',
+        fig._remove_fig_handler
+    );
+    fig.resizeObserverInstance.unobserve(fig.canvas_div);
+
+    // Update the output cell to use the data from the current canvas.
+    fig.push_to_output();
+    var dataURL = fig.canvas.toDataURL();
+    // Re-enable the keyboard manager in IPython - without this line, in FF,
+    // the notebook keyboard shortcuts fail.
+    IPython.keyboard_manager.enable();
+    fig.parent_element.innerHTML =
+        '<img src="' + dataURL + '" width="' + width + '">';
+    fig.close_ws(fig, msg);
+};
+
+mpl.figure.prototype.close_ws = function (fig, msg) {
+    fig.send_message('closing', msg);
+    // fig.ws.close()
+};
+
+mpl.figure.prototype.push_to_output = function (_remove_interactive) {
+    // Turn the data on the canvas into data in the output cell.
+    var width = this.canvas.width / this.ratio;
+    var dataURL = this.canvas.toDataURL();
+    this.cell_info[1]['text/html'] =
+        '<img src="' + dataURL + '" width="' + width + '">';
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Tell IPython that the notebook contents must change.
+    IPython.notebook.set_dirty(true);
+    this.send_message('ack', {});
+    var fig = this;
+    // Wait a second, then push the new image to the DOM so
+    // that it is saved nicely (might be nice to debounce this).
+    setTimeout(function () {
+        fig.push_to_output();
+    }, 1000);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'btn-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'btn-group';
+    var button;
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'btn-group';
+            continue;
+        }
+
+        button = fig.buttons[name] = document.createElement('button');
+        button.classList = 'btn btn-default';
+        button.href = '#';
+        button.title = name;
+        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    // Add the status bar.
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message pull-right';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+
+    // Add the close button to the window.
+    var buttongrp = document.createElement('div');
+    buttongrp.classList = 'btn-group inline pull-right';
+    button = document.createElement('button');
+    button.classList = 'btn btn-mini btn-primary';
+    button.href = '#';
+    button.title = 'Stop Interaction';
+    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
+    button.addEventListener('click', function (_evt) {
+        fig.handle_close(fig, {});
+    });
+    button.addEventListener(
+        'mouseover',
+        on_mouseover_closure('Stop Interaction')
+    );
+    buttongrp.appendChild(button);
+    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
+    titlebar.insertBefore(buttongrp, titlebar.firstChild);
+};
+
+mpl.figure.prototype._remove_fig_handler = function (event) {
+    var fig = event.data.fig;
+    if (event.target !== this) {
+        // Ignore bubbled events from children.
+        return;
+    }
+    fig.close_ws(fig, {});
+};
+
+mpl.figure.prototype._root_extra_style = function (el) {
+    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
+};
+
+mpl.figure.prototype._canvas_extra_style = function (el) {
+    // this is important to make the div 'focusable
+    el.setAttribute('tabindex', 0);
+    // reach out to IPython and tell the keyboard manager to turn it's self
+    // off when our div gets focus
+
+    // location in version 3
+    if (IPython.notebook.keyboard_manager) {
+        IPython.notebook.keyboard_manager.register_events(el);
+    } else {
+        // location in version 2
+        IPython.keyboard_manager.register_events(el);
+    }
+};
+
+mpl.figure.prototype._key_event_extra = function (event, _name) {
+    // Check for shift+enter
+    if (event.shiftKey && event.which === 13) {
+        this.canvas_div.blur();
+        // select the cell after this one
+        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
+        IPython.notebook.select(index + 1);
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    fig.ondownload(fig, null);
+};
+
+mpl.find_output_cell = function (html_output) {
+    // Return the cell and output element which can be found *uniquely* in the notebook.
+    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
+    // IPython event is triggered only after the cells have been serialised, which for
+    // our purposes (turning an active figure into a static one), is too late.
+    var cells = IPython.notebook.get_cells();
+    var ncells = cells.length;
+    for (var i = 0; i < ncells; i++) {
+        var cell = cells[i];
+        if (cell.cell_type === 'code') {
+            for (var j = 0; j < cell.output_area.outputs.length; j++) {
+                var data = cell.output_area.outputs[j];
+                if (data.data) {
+                    // IPython >= 3 moved mimebundle to data attribute of output
+                    data = data.data;
+                }
+                if (data['text/html'] === html_output) {
+                    return [cell, data, j];
+                }
+            }
+        }
+    }
+};
+
+// Register the function which deals with the matplotlib target/channel.
+// The kernel may be null if the page has been refreshed.
+if (IPython.notebook.kernel !== null) {
+    IPython.notebook.kernel.comm_manager.register_target(
+        'matplotlib',
+        mpl.mpl_figure_comm
+    );
+}
+
+</script></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<div id='352e992d-0574-43cf-a567-ea520120686c'></div></div>
+</div>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span>
+</pre></div>
+</div>
+</div>
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          <a class="next-page" href="Filter_compensation.html">
+              <div class="page-info">
+                <div class="context">
+                  <span>Next</span>
+                </div>
+                <div class="title">Filter compensation with the ripasso module</div>
+              </div>
+              <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
+            </a>
+          <a class="prev-page" href="Making_output_for_Tektronix_AWG70000A.html">
+              <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
+              <div class="page-info">
+                <div class="context">
+                  <span>Previous</span>
+                </div>
+                
+                <div class="title">Introduction</div>
+                
+              </div>
+            </a>
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2022, Microsoft Quantum
+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            
+          </div>
+          <div class="right-details">
+            
+          </div>
+        </div>
+        
+      </footer>
+    </div>
+    <aside class="toc-drawer">
+      
+      
+      <div class="toc-sticky toc-scroll">
+        <div class="toc-title-container">
+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">Read and Write from JSON file Tutorial</a><ul>
+<li><a class="reference internal" href="#Read-and-Write-BluePrint-from-JSON-file-Tutorial">Read and Write BluePrint from JSON file Tutorial</a><ul>
+<li><a class="reference internal" href="#Building-a-BluePrint">Building a BluePrint</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#Read-and-Write-Element-from-JSON-file-Tutorial">Read and Write Element from JSON file Tutorial</a></li>
+<li><a class="reference internal" href="#Read-and-Write-Sequence-from-JSON-file-Tutorial">Read and Write Sequence from JSON file Tutorial</a></li>
+<li><a class="reference internal" href="#Writing-the-Sequence-to-a-file">Writing the Sequence to a file</a></li>
+<li><a class="reference internal" href="#Reading-the-Sequence-back-from-the-file">Reading the Sequence back from the file</a><ul>
+<li><a class="reference internal" href="#Test-if-the-Sequences-are-identical">Test if the Sequences are identical</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li><a class="reference internal" href="#Ekstras">Ekstras</a></li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
+    </aside>
+  </div>
+</div><script src="../_static/documentation_options.js?v=ed06f5ab"></script>
+    <script src="../_static/doctools.js?v=9bcbadda"></script>
+    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
+    <script>window.MathJax = {"tex": {"inlineMath": [["$", "$"], ["\\(", "\\)"]], "processEscapes": true}, "options": {"ignoreHtmlClass": "tex2jax_ignore|mathjax_ignore|document", "processHtmlClass": "tex2jax_process|mathjax_process|math|output_area"}}</script>
+    <script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
+    </body>
+</html>
\ No newline at end of file
diff --git a/examples/Example_Write_Read_JSON.ipynb b/examples/Example_Write_Read_JSON.ipynb
new file mode 100644
index 000000000..d7503078d
--- /dev/null
+++ b/examples/Example_Write_Read_JSON.ipynb
@@ -0,0 +1,7677 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Read and Write from JSON file Tutorial"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:45.984685Z",
+     "iopub.status.busy": "2025-01-20T06:27:45.984525Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.362493Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.361965Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "#\n",
+    "# IMPORTS\n",
+    "#\n",
+    "%matplotlib nbagg\n",
+    "import matplotlib as mpl\n",
+    "\n",
+    "import broadbean as bb\n",
+    "from broadbean.plotting import plotter\n",
+    "\n",
+    "mpl.rcParams[\"figure.figsize\"] = (8, 3)\n",
+    "mpl.rcParams[\"figure.subplot.bottom\"] = 0.15"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Read and Write BluePrint from JSON file Tutorial"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Building a BluePrint"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.364599Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.364372Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.387437Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.386891Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute('tabindex', '0');\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;' +\n",
+       "            'z-index: 2;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: relative;' +\n",
+       "            'z-index: 0;'\n",
+       "    );\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'left: 0;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: absolute;' +\n",
+       "            'top: 0;' +\n",
+       "            'z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        // There's no need to resize if the WebSocket is not connected:\n",
+       "        // - If it is still connecting, then we will get an initial resize from\n",
+       "        //   Python once it connects.\n",
+       "        // - If it has disconnected, then resizing will clear the canvas and\n",
+       "        //   never get anything back to refill it, so better to not resize and\n",
+       "        //   keep something visible.\n",
+       "        if (fig.ws.readyState != 1) {\n",
+       "            return;\n",
+       "        }\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            /* This rescales the canvas back to display pixels, so that it\n",
+       "             * appears correct on HiDPI screens. */\n",
+       "            canvas.style.width = width + 'px';\n",
+       "            canvas.style.height = height + 'px';\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
+       "         * The worst that happens here is that they get an extra browser\n",
+       "         * selection when dragging, if this check fails to catch them.\n",
+       "         */\n",
+       "        var UA = navigator.userAgent;\n",
+       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
+       "        if(isWebKit) {\n",
+       "            return function (event) {\n",
+       "                /* This prevents the web browser from automatically changing to\n",
+       "                 * the text insertion cursor when the button is pressed. We\n",
+       "                 * want to control all of the cursor setting manually through\n",
+       "                 * the 'cursor' event from matplotlib */\n",
+       "                event.preventDefault()\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        } else {\n",
+       "            return function (event) {\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "function getModifiers(event) {\n",
+       "    var mods = [];\n",
+       "    if (event.ctrlKey) {\n",
+       "        mods.push('ctrl');\n",
+       "    }\n",
+       "    if (event.altKey) {\n",
+       "        mods.push('alt');\n",
+       "    }\n",
+       "    if (event.shiftKey) {\n",
+       "        mods.push('shift');\n",
+       "    }\n",
+       "    if (event.metaKey) {\n",
+       "        mods.push('meta');\n",
+       "    }\n",
+       "    return mods;\n",
+       "}\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    // from https://stackoverflow.com/q/1114465\n",
+       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
+       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
+       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        buttons: event.buttons,\n",
+       "        modifiers: getModifiers(event),\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div id='7d12b70f-253d-4106-b187-56a822182cb0'></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# The pulsebuilding module comes with a (small) collection of functions appropriate for being segments.\n",
+    "ramp = bb.PulseAtoms.ramp  # args: start, stop\n",
+    "\n",
+    "# Create the blueprints\n",
+    "bp_square = bb.BluePrint()\n",
+    "bp_square.setSR(1e9)\n",
+    "bp_square.insertSegment(0, ramp, (0, 0), dur=100e-9)\n",
+    "bp_square.insertSegment(1, ramp, (1e-3, 1e-3), name=\"top\", dur=100e-9)\n",
+    "bp_square.insertSegment(2, ramp, (0, 0), dur=100e-9)\n",
+    "bp_boxes = bp_square + bp_square\n",
+    "plotter(bp_boxes)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Writing the BluePrint to a file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.407329Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.407118Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.410693Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.410122Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "bp_boxes.write_to_json(\"blue.json\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Reading the BluePrint back from the file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.412617Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.412223Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.433658Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.433143Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute('tabindex', '0');\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;' +\n",
+       "            'z-index: 2;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: relative;' +\n",
+       "            'z-index: 0;'\n",
+       "    );\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'left: 0;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: absolute;' +\n",
+       "            'top: 0;' +\n",
+       "            'z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        // There's no need to resize if the WebSocket is not connected:\n",
+       "        // - If it is still connecting, then we will get an initial resize from\n",
+       "        //   Python once it connects.\n",
+       "        // - If it has disconnected, then resizing will clear the canvas and\n",
+       "        //   never get anything back to refill it, so better to not resize and\n",
+       "        //   keep something visible.\n",
+       "        if (fig.ws.readyState != 1) {\n",
+       "            return;\n",
+       "        }\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            /* This rescales the canvas back to display pixels, so that it\n",
+       "             * appears correct on HiDPI screens. */\n",
+       "            canvas.style.width = width + 'px';\n",
+       "            canvas.style.height = height + 'px';\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
+       "         * The worst that happens here is that they get an extra browser\n",
+       "         * selection when dragging, if this check fails to catch them.\n",
+       "         */\n",
+       "        var UA = navigator.userAgent;\n",
+       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
+       "        if(isWebKit) {\n",
+       "            return function (event) {\n",
+       "                /* This prevents the web browser from automatically changing to\n",
+       "                 * the text insertion cursor when the button is pressed. We\n",
+       "                 * want to control all of the cursor setting manually through\n",
+       "                 * the 'cursor' event from matplotlib */\n",
+       "                event.preventDefault()\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        } else {\n",
+       "            return function (event) {\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "function getModifiers(event) {\n",
+       "    var mods = [];\n",
+       "    if (event.ctrlKey) {\n",
+       "        mods.push('ctrl');\n",
+       "    }\n",
+       "    if (event.altKey) {\n",
+       "        mods.push('alt');\n",
+       "    }\n",
+       "    if (event.shiftKey) {\n",
+       "        mods.push('shift');\n",
+       "    }\n",
+       "    if (event.metaKey) {\n",
+       "        mods.push('meta');\n",
+       "    }\n",
+       "    return mods;\n",
+       "}\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    // from https://stackoverflow.com/q/1114465\n",
+       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
+       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
+       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        buttons: event.buttons,\n",
+       "        modifiers: getModifiers(event),\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div id='0c0d0827-565a-4bfa-bff6-6d03e78fc5cd'></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "bp_boxes_read = bb.BluePrint.init_from_json(\"blue.json\")\n",
+    "bp_boxes_read.setSR(\n",
+    "    1e9\n",
+    ")  # note the blueprint readback do not have a sample rate attached\n",
+    "plotter(bp_boxes_read)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Test if the BluePrints are identical"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.435194Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.435022Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.438631Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.438185Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "True\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(bp_boxes == bp_boxes_read)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Read and Write Element from JSON file Tutorial\n",
+    "Note only works if the Element is generated from BluePrints not if the Elements contains part generated directly form a numpy array "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.440191Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.440028Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.485501Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.484899Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute('tabindex', '0');\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;' +\n",
+       "            'z-index: 2;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: relative;' +\n",
+       "            'z-index: 0;'\n",
+       "    );\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'left: 0;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: absolute;' +\n",
+       "            'top: 0;' +\n",
+       "            'z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        // There's no need to resize if the WebSocket is not connected:\n",
+       "        // - If it is still connecting, then we will get an initial resize from\n",
+       "        //   Python once it connects.\n",
+       "        // - If it has disconnected, then resizing will clear the canvas and\n",
+       "        //   never get anything back to refill it, so better to not resize and\n",
+       "        //   keep something visible.\n",
+       "        if (fig.ws.readyState != 1) {\n",
+       "            return;\n",
+       "        }\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            /* This rescales the canvas back to display pixels, so that it\n",
+       "             * appears correct on HiDPI screens. */\n",
+       "            canvas.style.width = width + 'px';\n",
+       "            canvas.style.height = height + 'px';\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
+       "         * The worst that happens here is that they get an extra browser\n",
+       "         * selection when dragging, if this check fails to catch them.\n",
+       "         */\n",
+       "        var UA = navigator.userAgent;\n",
+       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
+       "        if(isWebKit) {\n",
+       "            return function (event) {\n",
+       "                /* This prevents the web browser from automatically changing to\n",
+       "                 * the text insertion cursor when the button is pressed. We\n",
+       "                 * want to control all of the cursor setting manually through\n",
+       "                 * the 'cursor' event from matplotlib */\n",
+       "                event.preventDefault()\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        } else {\n",
+       "            return function (event) {\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "function getModifiers(event) {\n",
+       "    var mods = [];\n",
+       "    if (event.ctrlKey) {\n",
+       "        mods.push('ctrl');\n",
+       "    }\n",
+       "    if (event.altKey) {\n",
+       "        mods.push('alt');\n",
+       "    }\n",
+       "    if (event.shiftKey) {\n",
+       "        mods.push('shift');\n",
+       "    }\n",
+       "    if (event.metaKey) {\n",
+       "        mods.push('meta');\n",
+       "    }\n",
+       "    return mods;\n",
+       "}\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    // from https://stackoverflow.com/q/1114465\n",
+       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
+       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
+       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        buttons: event.buttons,\n",
+       "        modifiers: getModifiers(event),\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div id='5c5cd3a6-f145-4459-900f-603e4c244f3f'></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "######################################################\n",
+    "# The pulsebuilding module comes with a (small) collection of functions appropriate for being segments.\n",
+    "ramp = bb.PulseAtoms.ramp  # args: start, stop\n",
+    "sine = bb.PulseAtoms.sine  # args: freq, ampl, off, phase\n",
+    "seq1 = bb.Sequence()\n",
+    "\n",
+    "# We fill up the sequence by adding elements at different sequence positions.\n",
+    "# A valid sequence is filled from 1 to N with NO HOLES, i.e. if position 4 is filled, so must be position 1, 2, and 3\n",
+    "\n",
+    "#\n",
+    "# Make blueprints, make elements\n",
+    "\n",
+    "# Create the blueprints\n",
+    "bp_square = bb.BluePrint()\n",
+    "bp_square.setSR(1e9)\n",
+    "bp_square.insertSegment(0, ramp, (0, 0), dur=100e-9)\n",
+    "bp_square.insertSegment(1, ramp, (1e-3, 1e-3), name=\"top\", dur=100e-9)\n",
+    "bp_square.insertSegment(2, ramp, (0, 0), dur=100e-9)\n",
+    "bp_boxes = bp_square + bp_square\n",
+    "#\n",
+    "bp_sine = bb.BluePrint()\n",
+    "bp_sine.setSR(1e9)\n",
+    "bp_sine.insertSegment(0, sine, (3.333e6, 1.5e-3, 0, 0), dur=300e-9)\n",
+    "bp_sineandboxes = bp_sine + bp_square\n",
+    "\n",
+    "bp_sineandboxes.setSegmentMarker(\n",
+    "    \"ramp\", (-0.0, 100e-9), 1\n",
+    ")  # segment name, (delay, duration), markerID\n",
+    "bp_sineandboxes.setSegmentMarker(\n",
+    "    \"sine\", (-0.0, 100e-9), 2\n",
+    ")  # segment name, (delay, duration), markerID\n",
+    "# make marker 2 go ON halfway through the sine\n",
+    "# bp_rtm.setSegmentMarker('mysine', (0.75, 0.1), 2)\n",
+    "\n",
+    "\n",
+    "# create elements\n",
+    "elem1 = bb.Element()\n",
+    "elem1.addBluePrint(1, bp_boxes)\n",
+    "elem1.addBluePrint(3, bp_sineandboxes)\n",
+    "plotter(elem1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Writing the Element to a file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.487168Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.486994Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.529124Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.528522Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute('tabindex', '0');\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;' +\n",
+       "            'z-index: 2;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: relative;' +\n",
+       "            'z-index: 0;'\n",
+       "    );\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'left: 0;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: absolute;' +\n",
+       "            'top: 0;' +\n",
+       "            'z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        // There's no need to resize if the WebSocket is not connected:\n",
+       "        // - If it is still connecting, then we will get an initial resize from\n",
+       "        //   Python once it connects.\n",
+       "        // - If it has disconnected, then resizing will clear the canvas and\n",
+       "        //   never get anything back to refill it, so better to not resize and\n",
+       "        //   keep something visible.\n",
+       "        if (fig.ws.readyState != 1) {\n",
+       "            return;\n",
+       "        }\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            /* This rescales the canvas back to display pixels, so that it\n",
+       "             * appears correct on HiDPI screens. */\n",
+       "            canvas.style.width = width + 'px';\n",
+       "            canvas.style.height = height + 'px';\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
+       "         * The worst that happens here is that they get an extra browser\n",
+       "         * selection when dragging, if this check fails to catch them.\n",
+       "         */\n",
+       "        var UA = navigator.userAgent;\n",
+       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
+       "        if(isWebKit) {\n",
+       "            return function (event) {\n",
+       "                /* This prevents the web browser from automatically changing to\n",
+       "                 * the text insertion cursor when the button is pressed. We\n",
+       "                 * want to control all of the cursor setting manually through\n",
+       "                 * the 'cursor' event from matplotlib */\n",
+       "                event.preventDefault()\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        } else {\n",
+       "            return function (event) {\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "function getModifiers(event) {\n",
+       "    var mods = [];\n",
+       "    if (event.ctrlKey) {\n",
+       "        mods.push('ctrl');\n",
+       "    }\n",
+       "    if (event.altKey) {\n",
+       "        mods.push('alt');\n",
+       "    }\n",
+       "    if (event.shiftKey) {\n",
+       "        mods.push('shift');\n",
+       "    }\n",
+       "    if (event.metaKey) {\n",
+       "        mods.push('meta');\n",
+       "    }\n",
+       "    return mods;\n",
+       "}\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    // from https://stackoverflow.com/q/1114465\n",
+       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
+       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
+       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        buttons: event.buttons,\n",
+       "        modifiers: getModifiers(event),\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div id='02bdabd5-9bef-40b9-81e5-e6a983615866'></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "elem1.write_to_json(\"elem.json\")\n",
+    "plotter(elem1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Reading the Element back from the file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.531018Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.530547Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.535319Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.534733Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "elem_read = bb.Element.init_from_json(\"elem.json\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Test if the <ins>Element.description</ins> are identical"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.537169Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.536885Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.541071Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.540503Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "True\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\n",
+    "    elem1.description == elem_read.description\n",
+    ")  ## note that the elements are not identical only the discription"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Read and Write Sequence from JSON file Tutorial\n",
+    "Note only works if the Element is generated from BluePrints not if the Elements contains part generated directly form a numpy array "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.542749Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.542446Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.639341Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.638866Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute('tabindex', '0');\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;' +\n",
+       "            'z-index: 2;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: relative;' +\n",
+       "            'z-index: 0;'\n",
+       "    );\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'left: 0;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: absolute;' +\n",
+       "            'top: 0;' +\n",
+       "            'z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        // There's no need to resize if the WebSocket is not connected:\n",
+       "        // - If it is still connecting, then we will get an initial resize from\n",
+       "        //   Python once it connects.\n",
+       "        // - If it has disconnected, then resizing will clear the canvas and\n",
+       "        //   never get anything back to refill it, so better to not resize and\n",
+       "        //   keep something visible.\n",
+       "        if (fig.ws.readyState != 1) {\n",
+       "            return;\n",
+       "        }\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            /* This rescales the canvas back to display pixels, so that it\n",
+       "             * appears correct on HiDPI screens. */\n",
+       "            canvas.style.width = width + 'px';\n",
+       "            canvas.style.height = height + 'px';\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
+       "         * The worst that happens here is that they get an extra browser\n",
+       "         * selection when dragging, if this check fails to catch them.\n",
+       "         */\n",
+       "        var UA = navigator.userAgent;\n",
+       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
+       "        if(isWebKit) {\n",
+       "            return function (event) {\n",
+       "                /* This prevents the web browser from automatically changing to\n",
+       "                 * the text insertion cursor when the button is pressed. We\n",
+       "                 * want to control all of the cursor setting manually through\n",
+       "                 * the 'cursor' event from matplotlib */\n",
+       "                event.preventDefault()\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        } else {\n",
+       "            return function (event) {\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "function getModifiers(event) {\n",
+       "    var mods = [];\n",
+       "    if (event.ctrlKey) {\n",
+       "        mods.push('ctrl');\n",
+       "    }\n",
+       "    if (event.altKey) {\n",
+       "        mods.push('alt');\n",
+       "    }\n",
+       "    if (event.shiftKey) {\n",
+       "        mods.push('shift');\n",
+       "    }\n",
+       "    if (event.metaKey) {\n",
+       "        mods.push('meta');\n",
+       "    }\n",
+       "    return mods;\n",
+       "}\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    // from https://stackoverflow.com/q/1114465\n",
+       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
+       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
+       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        buttons: event.buttons,\n",
+       "        modifiers: getModifiers(event),\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div id='476cbc68-fdb7-4cf4-be73-383cb6571b9a'></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "######################################################\n",
+    "# The pulsebuilding module comes with a (small) collection of functions appropriate for being segments.\n",
+    "ramp = bb.PulseAtoms.ramp  # args: start, stop\n",
+    "sine = bb.PulseAtoms.sine  # args: freq, ampl, off, phase\n",
+    "seq1 = bb.Sequence()\n",
+    "\n",
+    "# We fill up the sequence by adding elements at different sequence positions.\n",
+    "# A valid sequence is filled from 1 to N with NO HOLES, i.e. if position 4 is filled, so must be position 1, 2, and 3\n",
+    "\n",
+    "#\n",
+    "# Make blueprints, make elements\n",
+    "\n",
+    "# Create the blueprints\n",
+    "bp_square = bb.BluePrint()\n",
+    "bp_square.setSR(1e9)\n",
+    "bp_square.insertSegment(0, ramp, (0, 0), dur=100e-9)\n",
+    "bp_square.insertSegment(1, ramp, (1e-3, 1e-3), name=\"top\", dur=100e-9)\n",
+    "bp_square.insertSegment(2, ramp, (0, 0), dur=100e-9)\n",
+    "bp_boxes = bp_square + bp_square\n",
+    "#\n",
+    "bp_sine = bb.BluePrint()\n",
+    "bp_sine.setSR(1e9)\n",
+    "bp_sine.insertSegment(0, sine, (3.333e6, 1.5e-3, 0, 0), dur=300e-9)\n",
+    "bp_sineandboxes = bp_sine + bp_square\n",
+    "\n",
+    "bp_sineandboxes.setSegmentMarker(\n",
+    "    \"ramp\", (-0.0, 100e-9), 1\n",
+    ")  # segment name, (delay, duration), markerID\n",
+    "bp_sineandboxes.setSegmentMarker(\n",
+    "    \"sine\", (-0.0, 100e-9), 2\n",
+    ")  # segment name, (delay, duration), markerID\n",
+    "# make marker 2 go ON halfway through the sine\n",
+    "# bp_rtm.setSegmentMarker('mysine', (0.75, 0.1), 2)\n",
+    "\n",
+    "\n",
+    "# create elements\n",
+    "elem1 = bb.Element()\n",
+    "elem1.addBluePrint(1, bp_boxes)\n",
+    "elem1.addBluePrint(3, bp_sineandboxes)\n",
+    "#\n",
+    "elem2 = bb.Element()\n",
+    "elem2.addBluePrint(3, bp_boxes)\n",
+    "elem2.addBluePrint(1, bp_sineandboxes)\n",
+    "\n",
+    "# Fill up the sequence\n",
+    "seq1.addElement(1, elem1)  # Call signature: seq. pos., element\n",
+    "seq1.addElement(2, elem2)\n",
+    "seq1.addElement(3, elem1)\n",
+    "\n",
+    "# set its sample rate\n",
+    "seq1.setSR(elem1.SR)\n",
+    "\n",
+    "seq1.setChannelAmplitude(1, 10e-3)  # Call signature: channel, amplitude (peak-to-peak)\n",
+    "seq1.setChannelOffset(1, 0)\n",
+    "seq1.setChannelAmplitude(3, 10e-3)\n",
+    "seq1.setChannelOffset(3, 0)\n",
+    "\n",
+    "# Here we repeat each element twice and then proceed to the next, wrapping over at the end\n",
+    "seq1.setSequencingTriggerWait(1, 0)\n",
+    "seq1.setSequencingNumberOfRepetitions(1, 2)\n",
+    "seq1.setSequencingEventJumpTarget(1, 0)\n",
+    "seq1.setSequencingGoto(1, 2)\n",
+    "#\n",
+    "seq1.setSequencingTriggerWait(2, 0)\n",
+    "seq1.setSequencingNumberOfRepetitions(2, 2)\n",
+    "seq1.setSequencingEventJumpTarget(2, 0)\n",
+    "seq1.setSequencingGoto(2, 3)\n",
+    "#\n",
+    "seq1.setSequencingTriggerWait(3, 0)\n",
+    "seq1.setSequencingNumberOfRepetitions(3, 2)\n",
+    "seq1.setSequencingEventJumpTarget(3, 0)\n",
+    "seq1.setSequencingGoto(3, 1)\n",
+    "plotter(seq1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Writing the Sequence to a file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.641206Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.640881Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.646056Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.645591Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "seq1.write_to_json(\"testdata.json\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.647727Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.647426Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.651430Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.650984Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "bp_boxes.write_to_json(\"blue.json\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Reading the Sequence back from the file  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.653106Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.652797Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.659737Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.659178Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "seq = bb.Sequence.init_from_json(\"testdata.json\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.661318Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.661012Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.788304Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.787713Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute('tabindex', '0');\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;' +\n",
+       "            'z-index: 2;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: relative;' +\n",
+       "            'z-index: 0;'\n",
+       "    );\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'left: 0;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: absolute;' +\n",
+       "            'top: 0;' +\n",
+       "            'z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        // There's no need to resize if the WebSocket is not connected:\n",
+       "        // - If it is still connecting, then we will get an initial resize from\n",
+       "        //   Python once it connects.\n",
+       "        // - If it has disconnected, then resizing will clear the canvas and\n",
+       "        //   never get anything back to refill it, so better to not resize and\n",
+       "        //   keep something visible.\n",
+       "        if (fig.ws.readyState != 1) {\n",
+       "            return;\n",
+       "        }\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            /* This rescales the canvas back to display pixels, so that it\n",
+       "             * appears correct on HiDPI screens. */\n",
+       "            canvas.style.width = width + 'px';\n",
+       "            canvas.style.height = height + 'px';\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
+       "         * The worst that happens here is that they get an extra browser\n",
+       "         * selection when dragging, if this check fails to catch them.\n",
+       "         */\n",
+       "        var UA = navigator.userAgent;\n",
+       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
+       "        if(isWebKit) {\n",
+       "            return function (event) {\n",
+       "                /* This prevents the web browser from automatically changing to\n",
+       "                 * the text insertion cursor when the button is pressed. We\n",
+       "                 * want to control all of the cursor setting manually through\n",
+       "                 * the 'cursor' event from matplotlib */\n",
+       "                event.preventDefault()\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        } else {\n",
+       "            return function (event) {\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "function getModifiers(event) {\n",
+       "    var mods = [];\n",
+       "    if (event.ctrlKey) {\n",
+       "        mods.push('ctrl');\n",
+       "    }\n",
+       "    if (event.altKey) {\n",
+       "        mods.push('alt');\n",
+       "    }\n",
+       "    if (event.shiftKey) {\n",
+       "        mods.push('shift');\n",
+       "    }\n",
+       "    if (event.metaKey) {\n",
+       "        mods.push('meta');\n",
+       "    }\n",
+       "    return mods;\n",
+       "}\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    // from https://stackoverflow.com/q/1114465\n",
+       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
+       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
+       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        buttons: event.buttons,\n",
+       "        modifiers: getModifiers(event),\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div id='d558714b-430e-4279-a230-f407c12d84b0'></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotter(seq)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Test if the Sequences are identical"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.790362Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.790028Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.794582Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.794010Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "True\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(seq == seq1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Ekstras\n",
+    "Example of how read and write blueprint from/to Sequence json file if needed."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.796105Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.795944Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.800316Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.799757Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "def readblueprint(path: str, element: int = 1, channel: int = 1):\n",
+    "    tempseq = bb.Sequence.init_from_json(path)\n",
+    "    return tempseq.element(element)._data[channel][\"blueprint\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.802060Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.801593Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.806274Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.805695Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "def writeblueprint(\n",
+    "    blueprint, path: str, SR: float = 1e9, SeqAmp: float = 10e-3, SeqOffset: float = 0\n",
+    "):  # -> None\n",
+    "    if blueprint.SR is None:\n",
+    "        blueprint.setSR(SR)\n",
+    "    elemtmp = bb.Element()\n",
+    "    seqtmp = bb.Sequence()\n",
+    "    elemtmp.addBluePrint(1, blueprint)\n",
+    "    seqtmp.addElement(1, elemtmp)\n",
+    "    seqtmp.setSR(blueprint.SR)\n",
+    "    seqtmp.setChannelAmplitude(1, SeqAmp)\n",
+    "    seqtmp.setChannelOffset(1, 0)\n",
+    "    seqtmp.write_to_json(path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.808098Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.807761Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.812258Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.811818Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "writeblueprint(bp_boxes, \"boxes.json\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:46.813897Z",
+     "iopub.status.busy": "2025-01-20T06:27:46.813548Z",
+     "iopub.status.idle": "2025-01-20T06:27:46.834955Z",
+     "shell.execute_reply": "2025-01-20T06:27:46.834352Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute('tabindex', '0');\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;' +\n",
+       "            'z-index: 2;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: relative;' +\n",
+       "            'z-index: 0;'\n",
+       "    );\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'left: 0;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: absolute;' +\n",
+       "            'top: 0;' +\n",
+       "            'z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        // There's no need to resize if the WebSocket is not connected:\n",
+       "        // - If it is still connecting, then we will get an initial resize from\n",
+       "        //   Python once it connects.\n",
+       "        // - If it has disconnected, then resizing will clear the canvas and\n",
+       "        //   never get anything back to refill it, so better to not resize and\n",
+       "        //   keep something visible.\n",
+       "        if (fig.ws.readyState != 1) {\n",
+       "            return;\n",
+       "        }\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            /* This rescales the canvas back to display pixels, so that it\n",
+       "             * appears correct on HiDPI screens. */\n",
+       "            canvas.style.width = width + 'px';\n",
+       "            canvas.style.height = height + 'px';\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
+       "         * The worst that happens here is that they get an extra browser\n",
+       "         * selection when dragging, if this check fails to catch them.\n",
+       "         */\n",
+       "        var UA = navigator.userAgent;\n",
+       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
+       "        if(isWebKit) {\n",
+       "            return function (event) {\n",
+       "                /* This prevents the web browser from automatically changing to\n",
+       "                 * the text insertion cursor when the button is pressed. We\n",
+       "                 * want to control all of the cursor setting manually through\n",
+       "                 * the 'cursor' event from matplotlib */\n",
+       "                event.preventDefault()\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        } else {\n",
+       "            return function (event) {\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "function getModifiers(event) {\n",
+       "    var mods = [];\n",
+       "    if (event.ctrlKey) {\n",
+       "        mods.push('ctrl');\n",
+       "    }\n",
+       "    if (event.altKey) {\n",
+       "        mods.push('alt');\n",
+       "    }\n",
+       "    if (event.shiftKey) {\n",
+       "        mods.push('shift');\n",
+       "    }\n",
+       "    if (event.metaKey) {\n",
+       "        mods.push('meta');\n",
+       "    }\n",
+       "    return mods;\n",
+       "}\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    // from https://stackoverflow.com/q/1114465\n",
+       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
+       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
+       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        buttons: event.buttons,\n",
+       "        modifiers: getModifiers(event),\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div id='352e992d-0574-43cf-a567-ea520120686c'></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "bp_one_two = readblueprint(\"testdata.json\", element=2, channel=1)\n",
+    "plotter(bp_one_two)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/Filter_compensation.html b/examples/Filter_compensation.html
new file mode 100644
index 000000000..2c112818b
--- /dev/null
+++ b/examples/Filter_compensation.html
@@ -0,0 +1,4591 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Subsequences" href="Subsequences.html" /><link rel="prev" title="Read and Write from JSON file Tutorial" href="Example_Write_Read_JSON.html" />
+
+    <!-- Generated with Sphinx 8.1.3 and Furo 2024.08.06 -->
+        <title>Filter compensation with the ripasso module - broadbean 0.15.0.dev697 documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=03e43079" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=354aac6f" />
+    <link rel="stylesheet" type="text/css" href="../_static/nbsphinx-code-cells.css?v=2aa19091" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=302659d7" />
+    
+    
+
+
+<style>
+  body {
+    --color-code-background: #eeffcc;
+  --color-code-foreground: black;
+  
+  }
+  @media not print {
+    body[data-theme="dark"] {
+      --color-code-background: #202020;
+  --color-code-foreground: #d0d0d0;
+  
+    }
+    @media (prefers-color-scheme: dark) {
+      body:not([data-theme="light"]) {
+        --color-code-background: #202020;
+  --color-code-foreground: #d0d0d0;
+  
+      }
+    }
+  }
+</style></head>
+  <body>
+    
+    <script>
+      document.body.dataset.theme = localStorage.getItem("theme") || "auto";
+    </script>
+    
+
+<svg xmlns="http://www.w3.org/2000/svg" style="display: none;">
+  <symbol id="svg-toc" viewBox="0 0 24 24">
+    <title>Contents</title>
+    <svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 1024 1024">
+      <path d="M408 442h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8zm-8 204c0 4.4 3.6 8 8 8h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56zm504-486H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zm0 632H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zM115.4 518.9L271.7 642c5.8 4.6 14.4.5 14.4-6.9V388.9c0-7.4-8.5-11.5-14.4-6.9L115.4 505.1a8.74 8.74 0 0 0 0 13.8z"/>
+    </svg>
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+  <symbol id="svg-menu" viewBox="0 0 24 24">
+    <title>Menu</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="feather-menu">
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+  <symbol id="svg-arrow-right" viewBox="0 0 24 24">
+    <title>Expand</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="feather-chevron-right">
+      <polyline points="9 18 15 12 9 6"></polyline>
+    </svg>
+  </symbol>
+  <symbol id="svg-sun" viewBox="0 0 24 24">
+    <title>Light mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
+      <circle cx="12" cy="12" r="5"></circle>
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+      <line x1="12" y1="21" x2="12" y2="23"></line>
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+        <article role="main" id="furo-main-content">
+          <section id="Filter-compensation-with-the-ripasso-module">
+<h1>Filter compensation with the ripasso module<a class="headerlink" href="#Filter-compensation-with-the-ripasso-module" title="Link to this heading">¶</a></h1>
+<p>The broadbean module gets a helping hand from the ripasso module when it needs to compensate for transfer functions of transmission lines.</p>
+<p>The ripasso module lets us apply filters and their inverses to signals.</p>
+<p>The module has two built-in types of filter, namely an RC-circuit high-pass and an RC-circuit low-pass. The transfer functions are</p>
+<div class="math-wrapper docutils container">
+<div class="math notranslate nohighlight">
+\[H_n(f)=\left(\frac{2\pi f\mathrm{i}\tau}{1+2\pi f\mathrm{i}\tau }\right)^{n},\]</div>
+</div>
+<p>for the nth order high-pass and</p>
+<div class="math-wrapper docutils container">
+<div class="math notranslate nohighlight">
+\[L_n(f)=\left(\frac{1}{1+2\pi f\mathrm{i}\tau }\right)^{n},\]</div>
+</div>
+<p>for the nth order low-pass. The parameter <span class="math notranslate nohighlight">\(\tau\)</span> is one over the cut-off frequency.</p>
+<p>The inversion (filter compensation) is performed by mulitplying with the inverse transfer function in frequency space and transforming back to the time domain, e.g. for a given signal <span class="math notranslate nohighlight">\(s(t)\)</span> and a high-pass filter of order n,</p>
+<div class="math-wrapper docutils container">
+<div class="math notranslate nohighlight">
+\[s_\text{filtered}(t) = \mathcal{F}^{-1}[\mathcal{F}[s](f)\cdot H_n(f)](t)\]</div>
+</div>
+<p>and</p>
+<div class="math-wrapper docutils container">
+<div class="math notranslate nohighlight">
+\[s_\text{compensated}(t) = \mathcal{F}^{-1}[\mathcal{F}[s](f)\cdot H_{-n}(f)](t).\]</div>
+</div>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[1]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> notebook
+<span class="kn">import</span><span class="w"> </span><span class="nn">matplotlib.pyplot</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">plt</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
+
+<span class="kn">from</span><span class="w"> </span><span class="nn">broadbean.ripasso</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
+    <span class="n">applyCustomTransferFunction</span><span class="p">,</span>
+    <span class="n">applyInverseRCFilter</span><span class="p">,</span>
+    <span class="n">applyRCFilter</span><span class="p">,</span>
+<span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[2]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">squarewave</span><span class="p">(</span><span class="n">npts</span><span class="p">,</span> <span class="n">periods</span><span class="o">=</span><span class="mi">5</span><span class="p">):</span>
+    <span class="n">periods</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">periods</span><span class="p">)</span>
+    <span class="n">array</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">npts</span><span class="p">)</span>
+
+    <span class="k">for</span> <span class="n">n</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">periods</span><span class="p">):</span>
+        <span class="n">array</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">n</span> <span class="o">*</span> <span class="n">npts</span> <span class="o">/</span> <span class="n">periods</span><span class="p">)</span> <span class="p">:</span> <span class="nb">int</span><span class="p">((</span><span class="mi">2</span> <span class="o">*</span> <span class="n">n</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">*</span> <span class="n">npts</span> <span class="o">/</span> <span class="mi">2</span> <span class="o">/</span> <span class="n">periods</span><span class="p">)]</span> <span class="o">=</span> <span class="mi">1</span>
+
+    <span class="k">return</span> <span class="n">array</span>
+</pre></div>
+</div>
+</div>
+</section>
+<section id="RC-Filters">
+<h1>RC Filters<a class="headerlink" href="#RC-Filters" title="Link to this heading">¶</a></h1>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[3]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Let&#39;s make some signals!</span>
+
+<span class="n">SR</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="mf">10e3</span><span class="p">)</span>
+<span class="n">npts</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="mf">10e3</span><span class="p">)</span>
+
+<span class="n">f_cut</span> <span class="o">=</span> <span class="mi">12</span>  <span class="c1"># filter cut-off frequency (Hz)</span>
+
+<span class="n">time</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">npts</span> <span class="o">/</span> <span class="n">SR</span><span class="p">,</span> <span class="n">npts</span><span class="p">)</span>
+<span class="n">T</span> <span class="o">=</span> <span class="n">time</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+
+<span class="n">signal1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">pi</span> <span class="o">*</span> <span class="mi">5</span> <span class="o">/</span> <span class="n">T</span> <span class="o">*</span> <span class="n">time</span><span class="p">)</span> <span class="o">+</span> <span class="mf">0.7</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">cos</span><span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">pi</span> <span class="o">*</span> <span class="mi">1</span> <span class="o">/</span> <span class="n">T</span> <span class="o">*</span> <span class="n">time</span><span class="p">)</span>
+<span class="n">signal2</span> <span class="o">=</span> <span class="n">squarewave</span><span class="p">(</span><span class="n">npts</span><span class="p">,</span> <span class="n">periods</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[4]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Then we may high-pass them or low-pass them</span>
+
+<span class="n">filtertype</span> <span class="o">=</span> <span class="s2">&quot;HP&quot;</span>
+<span class="c1"># filtertype = &#39;LP&#39;</span>
+
+<span class="n">signal1_filt</span> <span class="o">=</span> <span class="n">applyRCFilter</span><span class="p">(</span><span class="n">signal1</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">filtertype</span><span class="p">,</span> <span class="n">f_cut</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">signal2_filt</span> <span class="o">=</span> <span class="n">applyRCFilter</span><span class="p">(</span><span class="n">signal2</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">filtertype</span><span class="p">,</span> <span class="n">f_cut</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[5]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># And inspect the result</span>
+
+<span class="n">fig</span><span class="p">,</span> <span class="n">axs</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">signal1</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Input signal&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">signal1_filt</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Filtered&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Time (s)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Signal (a.u.)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
+
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">signal2</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Input signal&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">signal2_filt</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Filtered&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Time (s)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Signal (a.u.)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</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">tight_layout</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="output_javascript"></div>
+<script type="text/javascript">
+var element = document.currentScript.previousSibling.previousSibling;
+/* Put everything inside the global mpl namespace */
+/* global mpl */
+window.mpl = {};
+
+mpl.get_websocket_type = function () {
+    if (typeof WebSocket !== 'undefined') {
+        return WebSocket;
+    } else if (typeof MozWebSocket !== 'undefined') {
+        return MozWebSocket;
+    } else {
+        alert(
+            'Your browser does not have WebSocket support. ' +
+                'Please try Chrome, Safari or Firefox ≥ 6. ' +
+                'Firefox 4 and 5 are also supported but you ' +
+                'have to enable WebSockets in about:config.'
+        );
+    }
+};
+
+mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
+    this.id = figure_id;
+
+    this.ws = websocket;
+
+    this.supports_binary = this.ws.binaryType !== undefined;
+
+    if (!this.supports_binary) {
+        var warnings = document.getElementById('mpl-warnings');
+        if (warnings) {
+            warnings.style.display = 'block';
+            warnings.textContent =
+                'This browser does not support binary websocket messages. ' +
+                'Performance may be slow.';
+        }
+    }
+
+    this.imageObj = new Image();
+
+    this.context = undefined;
+    this.message = undefined;
+    this.canvas = undefined;
+    this.rubberband_canvas = undefined;
+    this.rubberband_context = undefined;
+    this.format_dropdown = undefined;
+
+    this.image_mode = 'full';
+
+    this.root = document.createElement('div');
+    this.root.setAttribute('style', 'display: inline-block');
+    this._root_extra_style(this.root);
+
+    parent_element.appendChild(this.root);
+
+    this._init_header(this);
+    this._init_canvas(this);
+    this._init_toolbar(this);
+
+    var fig = this;
+
+    this.waiting = false;
+
+    this.ws.onopen = function () {
+        fig.send_message('supports_binary', { value: fig.supports_binary });
+        fig.send_message('send_image_mode', {});
+        if (fig.ratio !== 1) {
+            fig.send_message('set_device_pixel_ratio', {
+                device_pixel_ratio: fig.ratio,
+            });
+        }
+        fig.send_message('refresh', {});
+    };
+
+    this.imageObj.onload = function () {
+        if (fig.image_mode === 'full') {
+            // Full images could contain transparency (where diff images
+            // almost always do), so we need to clear the canvas so that
+            // there is no ghosting.
+            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);
+        }
+        fig.context.drawImage(fig.imageObj, 0, 0);
+    };
+
+    this.imageObj.onunload = function () {
+        fig.ws.close();
+    };
+
+    this.ws.onmessage = this._make_on_message_function(this);
+
+    this.ondownload = ondownload;
+};
+
+mpl.figure.prototype._init_header = function () {
+    var titlebar = document.createElement('div');
+    titlebar.classList =
+        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';
+    var titletext = document.createElement('div');
+    titletext.classList = 'ui-dialog-title';
+    titletext.setAttribute(
+        'style',
+        'width: 100%; text-align: center; padding: 3px;'
+    );
+    titlebar.appendChild(titletext);
+    this.root.appendChild(titlebar);
+    this.header = titletext;
+};
+
+mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._root_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._init_canvas = function () {
+    var fig = this;
+
+    var canvas_div = (this.canvas_div = document.createElement('div'));
+    canvas_div.setAttribute('tabindex', '0');
+    canvas_div.setAttribute(
+        'style',
+        'border: 1px solid #ddd;' +
+            'box-sizing: content-box;' +
+            'clear: both;' +
+            'min-height: 1px;' +
+            'min-width: 1px;' +
+            'outline: 0;' +
+            'overflow: hidden;' +
+            'position: relative;' +
+            'resize: both;' +
+            'z-index: 2;'
+    );
+
+    function on_keyboard_event_closure(name) {
+        return function (event) {
+            return fig.key_event(event, name);
+        };
+    }
+
+    canvas_div.addEventListener(
+        'keydown',
+        on_keyboard_event_closure('key_press')
+    );
+    canvas_div.addEventListener(
+        'keyup',
+        on_keyboard_event_closure('key_release')
+    );
+
+    this._canvas_extra_style(canvas_div);
+    this.root.appendChild(canvas_div);
+
+    var canvas = (this.canvas = document.createElement('canvas'));
+    canvas.classList.add('mpl-canvas');
+    canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'pointer-events: none;' +
+            'position: relative;' +
+            'z-index: 0;'
+    );
+
+    this.context = canvas.getContext('2d');
+
+    var backingStore =
+        this.context.backingStorePixelRatio ||
+        this.context.webkitBackingStorePixelRatio ||
+        this.context.mozBackingStorePixelRatio ||
+        this.context.msBackingStorePixelRatio ||
+        this.context.oBackingStorePixelRatio ||
+        this.context.backingStorePixelRatio ||
+        1;
+
+    this.ratio = (window.devicePixelRatio || 1) / backingStore;
+
+    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
+        'canvas'
+    ));
+    rubberband_canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'left: 0;' +
+            'pointer-events: none;' +
+            'position: absolute;' +
+            'top: 0;' +
+            'z-index: 1;'
+    );
+
+    // Apply a ponyfill if ResizeObserver is not implemented by browser.
+    if (this.ResizeObserver === undefined) {
+        if (window.ResizeObserver !== undefined) {
+            this.ResizeObserver = window.ResizeObserver;
+        } else {
+            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
+            this.ResizeObserver = obs.ResizeObserver;
+        }
+    }
+
+    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
+        // There's no need to resize if the WebSocket is not connected:
+        // - If it is still connecting, then we will get an initial resize from
+        //   Python once it connects.
+        // - If it has disconnected, then resizing will clear the canvas and
+        //   never get anything back to refill it, so better to not resize and
+        //   keep something visible.
+        if (fig.ws.readyState != 1) {
+            return;
+        }
+        var nentries = entries.length;
+        for (var i = 0; i < nentries; i++) {
+            var entry = entries[i];
+            var width, height;
+            if (entry.contentBoxSize) {
+                if (entry.contentBoxSize instanceof Array) {
+                    // Chrome 84 implements new version of spec.
+                    width = entry.contentBoxSize[0].inlineSize;
+                    height = entry.contentBoxSize[0].blockSize;
+                } else {
+                    // Firefox implements old version of spec.
+                    width = entry.contentBoxSize.inlineSize;
+                    height = entry.contentBoxSize.blockSize;
+                }
+            } else {
+                // Chrome <84 implements even older version of spec.
+                width = entry.contentRect.width;
+                height = entry.contentRect.height;
+            }
+
+            // Keep the size of the canvas and rubber band canvas in sync with
+            // the canvas container.
+            if (entry.devicePixelContentBoxSize) {
+                // Chrome 84 implements new version of spec.
+                canvas.setAttribute(
+                    'width',
+                    entry.devicePixelContentBoxSize[0].inlineSize
+                );
+                canvas.setAttribute(
+                    'height',
+                    entry.devicePixelContentBoxSize[0].blockSize
+                );
+            } else {
+                canvas.setAttribute('width', width * fig.ratio);
+                canvas.setAttribute('height', height * fig.ratio);
+            }
+            /* This rescales the canvas back to display pixels, so that it
+             * appears correct on HiDPI screens. */
+            canvas.style.width = width + 'px';
+            canvas.style.height = height + 'px';
+
+            rubberband_canvas.setAttribute('width', width);
+            rubberband_canvas.setAttribute('height', height);
+
+            // And update the size in Python. We ignore the initial 0/0 size
+            // that occurs as the element is placed into the DOM, which should
+            // otherwise not happen due to the minimum size styling.
+            if (width != 0 && height != 0) {
+                fig.request_resize(width, height);
+            }
+        }
+    });
+    this.resizeObserverInstance.observe(canvas_div);
+
+    function on_mouse_event_closure(name) {
+        /* User Agent sniffing is bad, but WebKit is busted:
+         * https://bugs.webkit.org/show_bug.cgi?id=144526
+         * https://bugs.webkit.org/show_bug.cgi?id=181818
+         * The worst that happens here is that they get an extra browser
+         * selection when dragging, if this check fails to catch them.
+         */
+        var UA = navigator.userAgent;
+        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);
+        if(isWebKit) {
+            return function (event) {
+                /* This prevents the web browser from automatically changing to
+                 * the text insertion cursor when the button is pressed. We
+                 * want to control all of the cursor setting manually through
+                 * the 'cursor' event from matplotlib */
+                event.preventDefault()
+                return fig.mouse_event(event, name);
+            };
+        } else {
+            return function (event) {
+                return fig.mouse_event(event, name);
+            };
+        }
+    }
+
+    canvas_div.addEventListener(
+        'mousedown',
+        on_mouse_event_closure('button_press')
+    );
+    canvas_div.addEventListener(
+        'mouseup',
+        on_mouse_event_closure('button_release')
+    );
+    canvas_div.addEventListener(
+        'dblclick',
+        on_mouse_event_closure('dblclick')
+    );
+    // Throttle sequential mouse events to 1 every 20ms.
+    canvas_div.addEventListener(
+        'mousemove',
+        on_mouse_event_closure('motion_notify')
+    );
+
+    canvas_div.addEventListener(
+        'mouseenter',
+        on_mouse_event_closure('figure_enter')
+    );
+    canvas_div.addEventListener(
+        'mouseleave',
+        on_mouse_event_closure('figure_leave')
+    );
+
+    canvas_div.addEventListener('wheel', function (event) {
+        if (event.deltaY < 0) {
+            event.step = 1;
+        } else {
+            event.step = -1;
+        }
+        on_mouse_event_closure('scroll')(event);
+    });
+
+    canvas_div.appendChild(canvas);
+    canvas_div.appendChild(rubberband_canvas);
+
+    this.rubberband_context = rubberband_canvas.getContext('2d');
+    this.rubberband_context.strokeStyle = '#000000';
+
+    this._resize_canvas = function (width, height, forward) {
+        if (forward) {
+            canvas_div.style.width = width + 'px';
+            canvas_div.style.height = height + 'px';
+        }
+    };
+
+    // Disable right mouse context menu.
+    canvas_div.addEventListener('contextmenu', function (_e) {
+        event.preventDefault();
+        return false;
+    });
+
+    function set_focus() {
+        canvas.focus();
+        canvas_div.focus();
+    }
+
+    window.setTimeout(set_focus, 100);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'mpl-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'mpl-button-group';
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'mpl-button-group';
+            continue;
+        }
+
+        var button = (fig.buttons[name] = document.createElement('button'));
+        button.classList = 'mpl-widget';
+        button.setAttribute('role', 'button');
+        button.setAttribute('aria-disabled', 'false');
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+
+        var icon_img = document.createElement('img');
+        icon_img.src = '_images/' + image + '.png';
+        icon_img.srcset = '_images/' + image + '_large.png 2x';
+        icon_img.alt = tooltip;
+        button.appendChild(icon_img);
+
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    var fmt_picker = document.createElement('select');
+    fmt_picker.classList = 'mpl-widget';
+    toolbar.appendChild(fmt_picker);
+    this.format_dropdown = fmt_picker;
+
+    for (var ind in mpl.extensions) {
+        var fmt = mpl.extensions[ind];
+        var option = document.createElement('option');
+        option.selected = fmt === mpl.default_extension;
+        option.innerHTML = fmt;
+        fmt_picker.appendChild(option);
+    }
+
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+};
+
+mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
+    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
+    // which will in turn request a refresh of the image.
+    this.send_message('resize', { width: x_pixels, height: y_pixels });
+};
+
+mpl.figure.prototype.send_message = function (type, properties) {
+    properties['type'] = type;
+    properties['figure_id'] = this.id;
+    this.ws.send(JSON.stringify(properties));
+};
+
+mpl.figure.prototype.send_draw_message = function () {
+    if (!this.waiting) {
+        this.waiting = true;
+        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    var format_dropdown = fig.format_dropdown;
+    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
+    fig.ondownload(fig, format);
+};
+
+mpl.figure.prototype.handle_resize = function (fig, msg) {
+    var size = msg['size'];
+    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
+        fig._resize_canvas(size[0], size[1], msg['forward']);
+        fig.send_message('refresh', {});
+    }
+};
+
+mpl.figure.prototype.handle_rubberband = function (fig, msg) {
+    var x0 = msg['x0'] / fig.ratio;
+    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
+    var x1 = msg['x1'] / fig.ratio;
+    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
+    x0 = Math.floor(x0) + 0.5;
+    y0 = Math.floor(y0) + 0.5;
+    x1 = Math.floor(x1) + 0.5;
+    y1 = Math.floor(y1) + 0.5;
+    var min_x = Math.min(x0, x1);
+    var min_y = Math.min(y0, y1);
+    var width = Math.abs(x1 - x0);
+    var height = Math.abs(y1 - y0);
+
+    fig.rubberband_context.clearRect(
+        0,
+        0,
+        fig.canvas.width / fig.ratio,
+        fig.canvas.height / fig.ratio
+    );
+
+    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
+};
+
+mpl.figure.prototype.handle_figure_label = function (fig, msg) {
+    // Updates the figure title.
+    fig.header.textContent = msg['label'];
+};
+
+mpl.figure.prototype.handle_cursor = function (fig, msg) {
+    fig.canvas_div.style.cursor = msg['cursor'];
+};
+
+mpl.figure.prototype.handle_message = function (fig, msg) {
+    fig.message.textContent = msg['message'];
+};
+
+mpl.figure.prototype.handle_draw = function (fig, _msg) {
+    // Request the server to send over a new figure.
+    fig.send_draw_message();
+};
+
+mpl.figure.prototype.handle_image_mode = function (fig, msg) {
+    fig.image_mode = msg['mode'];
+};
+
+mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
+    for (var key in msg) {
+        if (!(key in fig.buttons)) {
+            continue;
+        }
+        fig.buttons[key].disabled = !msg[key];
+        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
+    }
+};
+
+mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
+    if (msg['mode'] === 'PAN') {
+        fig.buttons['Pan'].classList.add('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    } else if (msg['mode'] === 'ZOOM') {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.add('active');
+    } else {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    }
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Called whenever the canvas gets updated.
+    this.send_message('ack', {});
+};
+
+// A function to construct a web socket function for onmessage handling.
+// Called in the figure constructor.
+mpl.figure.prototype._make_on_message_function = function (fig) {
+    return function socket_on_message(evt) {
+        if (evt.data instanceof Blob) {
+            var img = evt.data;
+            if (img.type !== 'image/png') {
+                /* FIXME: We get "Resource interpreted as Image but
+                 * transferred with MIME type text/plain:" errors on
+                 * Chrome.  But how to set the MIME type?  It doesn't seem
+                 * to be part of the websocket stream */
+                img.type = 'image/png';
+            }
+
+            /* Free the memory for the previous frames */
+            if (fig.imageObj.src) {
+                (window.URL || window.webkitURL).revokeObjectURL(
+                    fig.imageObj.src
+                );
+            }
+
+            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
+                img
+            );
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        } else if (
+            typeof evt.data === 'string' &&
+            evt.data.slice(0, 21) === 'data:image/png;base64'
+        ) {
+            fig.imageObj.src = evt.data;
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        }
+
+        var msg = JSON.parse(evt.data);
+        var msg_type = msg['type'];
+
+        // Call the  "handle_{type}" callback, which takes
+        // the figure and JSON message as its only arguments.
+        try {
+            var callback = fig['handle_' + msg_type];
+        } catch (e) {
+            console.log(
+                "No handler for the '" + msg_type + "' message type: ",
+                msg
+            );
+            return;
+        }
+
+        if (callback) {
+            try {
+                // console.log("Handling '" + msg_type + "' message: ", msg);
+                callback(fig, msg);
+            } catch (e) {
+                console.log(
+                    "Exception inside the 'handler_" + msg_type + "' callback:",
+                    e,
+                    e.stack,
+                    msg
+                );
+            }
+        }
+    };
+};
+
+function getModifiers(event) {
+    var mods = [];
+    if (event.ctrlKey) {
+        mods.push('ctrl');
+    }
+    if (event.altKey) {
+        mods.push('alt');
+    }
+    if (event.shiftKey) {
+        mods.push('shift');
+    }
+    if (event.metaKey) {
+        mods.push('meta');
+    }
+    return mods;
+}
+
+/*
+ * return a copy of an object with only non-object keys
+ * we need this to avoid circular references
+ * https://stackoverflow.com/a/24161582/3208463
+ */
+function simpleKeys(original) {
+    return Object.keys(original).reduce(function (obj, key) {
+        if (typeof original[key] !== 'object') {
+            obj[key] = original[key];
+        }
+        return obj;
+    }, {});
+}
+
+mpl.figure.prototype.mouse_event = function (event, name) {
+    if (name === 'button_press') {
+        this.canvas.focus();
+        this.canvas_div.focus();
+    }
+
+    // from https://stackoverflow.com/q/1114465
+    var boundingRect = this.canvas.getBoundingClientRect();
+    var x = (event.clientX - boundingRect.left) * this.ratio;
+    var y = (event.clientY - boundingRect.top) * this.ratio;
+
+    this.send_message(name, {
+        x: x,
+        y: y,
+        button: event.button,
+        step: event.step,
+        buttons: event.buttons,
+        modifiers: getModifiers(event),
+        guiEvent: simpleKeys(event),
+    });
+
+    return false;
+};
+
+mpl.figure.prototype._key_event_extra = function (_event, _name) {
+    // Handle any extra behaviour associated with a key event
+};
+
+mpl.figure.prototype.key_event = function (event, name) {
+    // Prevent repeat events
+    if (name === 'key_press') {
+        if (event.key === this._key) {
+            return;
+        } else {
+            this._key = event.key;
+        }
+    }
+    if (name === 'key_release') {
+        this._key = null;
+    }
+
+    var value = '';
+    if (event.ctrlKey && event.key !== 'Control') {
+        value += 'ctrl+';
+    }
+    else if (event.altKey && event.key !== 'Alt') {
+        value += 'alt+';
+    }
+    else if (event.shiftKey && event.key !== 'Shift') {
+        value += 'shift+';
+    }
+
+    value += 'k' + event.key;
+
+    this._key_event_extra(event, name);
+
+    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
+    return false;
+};
+
+mpl.figure.prototype.toolbar_button_onclick = function (name) {
+    if (name === 'download') {
+        this.handle_save(this, null);
+    } else {
+        this.send_message('toolbar_button', { name: name });
+    }
+};
+
+mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
+    this.message.textContent = tooltip;
+};
+
+///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
+// prettier-ignore
+var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
+mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o", "download"]];
+
+mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif", "webp"];
+
+mpl.default_extension = "png";/* global mpl */
+
+var comm_websocket_adapter = function (comm) {
+    // Create a "websocket"-like object which calls the given IPython comm
+    // object with the appropriate methods. Currently this is a non binary
+    // socket, so there is still some room for performance tuning.
+    var ws = {};
+
+    ws.binaryType = comm.kernel.ws.binaryType;
+    ws.readyState = comm.kernel.ws.readyState;
+    function updateReadyState(_event) {
+        if (comm.kernel.ws) {
+            ws.readyState = comm.kernel.ws.readyState;
+        } else {
+            ws.readyState = 3; // Closed state.
+        }
+    }
+    comm.kernel.ws.addEventListener('open', updateReadyState);
+    comm.kernel.ws.addEventListener('close', updateReadyState);
+    comm.kernel.ws.addEventListener('error', updateReadyState);
+
+    ws.close = function () {
+        comm.close();
+    };
+    ws.send = function (m) {
+        //console.log('sending', m);
+        comm.send(m);
+    };
+    // Register the callback with on_msg.
+    comm.on_msg(function (msg) {
+        //console.log('receiving', msg['content']['data'], msg);
+        var data = msg['content']['data'];
+        if (data['blob'] !== undefined) {
+            data = {
+                data: new Blob(msg['buffers'], { type: data['blob'] }),
+            };
+        }
+        // Pass the mpl event to the overridden (by mpl) onmessage function.
+        ws.onmessage(data);
+    });
+    return ws;
+};
+
+mpl.mpl_figure_comm = function (comm, msg) {
+    // This is the function which gets called when the mpl process
+    // starts-up an IPython Comm through the "matplotlib" channel.
+
+    var id = msg.content.data.id;
+    // Get hold of the div created by the display call when the Comm
+    // socket was opened in Python.
+    var element = document.getElementById(id);
+    var ws_proxy = comm_websocket_adapter(comm);
+
+    function ondownload(figure, _format) {
+        window.open(figure.canvas.toDataURL());
+    }
+
+    var fig = new mpl.figure(id, ws_proxy, ondownload, element);
+
+    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
+    // web socket which is closed, not our websocket->open comm proxy.
+    ws_proxy.onopen();
+
+    fig.parent_element = element;
+    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
+    if (!fig.cell_info) {
+        console.error('Failed to find cell for figure', id, fig);
+        return;
+    }
+    fig.cell_info[0].output_area.element.on(
+        'cleared',
+        { fig: fig },
+        fig._remove_fig_handler
+    );
+};
+
+mpl.figure.prototype.handle_close = function (fig, msg) {
+    var width = fig.canvas.width / fig.ratio;
+    fig.cell_info[0].output_area.element.off(
+        'cleared',
+        fig._remove_fig_handler
+    );
+    fig.resizeObserverInstance.unobserve(fig.canvas_div);
+
+    // Update the output cell to use the data from the current canvas.
+    fig.push_to_output();
+    var dataURL = fig.canvas.toDataURL();
+    // Re-enable the keyboard manager in IPython - without this line, in FF,
+    // the notebook keyboard shortcuts fail.
+    IPython.keyboard_manager.enable();
+    fig.parent_element.innerHTML =
+        '<img src="' + dataURL + '" width="' + width + '">';
+    fig.close_ws(fig, msg);
+};
+
+mpl.figure.prototype.close_ws = function (fig, msg) {
+    fig.send_message('closing', msg);
+    // fig.ws.close()
+};
+
+mpl.figure.prototype.push_to_output = function (_remove_interactive) {
+    // Turn the data on the canvas into data in the output cell.
+    var width = this.canvas.width / this.ratio;
+    var dataURL = this.canvas.toDataURL();
+    this.cell_info[1]['text/html'] =
+        '<img src="' + dataURL + '" width="' + width + '">';
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Tell IPython that the notebook contents must change.
+    IPython.notebook.set_dirty(true);
+    this.send_message('ack', {});
+    var fig = this;
+    // Wait a second, then push the new image to the DOM so
+    // that it is saved nicely (might be nice to debounce this).
+    setTimeout(function () {
+        fig.push_to_output();
+    }, 1000);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'btn-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'btn-group';
+    var button;
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'btn-group';
+            continue;
+        }
+
+        button = fig.buttons[name] = document.createElement('button');
+        button.classList = 'btn btn-default';
+        button.href = '#';
+        button.title = name;
+        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    // Add the status bar.
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message pull-right';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+
+    // Add the close button to the window.
+    var buttongrp = document.createElement('div');
+    buttongrp.classList = 'btn-group inline pull-right';
+    button = document.createElement('button');
+    button.classList = 'btn btn-mini btn-primary';
+    button.href = '#';
+    button.title = 'Stop Interaction';
+    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
+    button.addEventListener('click', function (_evt) {
+        fig.handle_close(fig, {});
+    });
+    button.addEventListener(
+        'mouseover',
+        on_mouseover_closure('Stop Interaction')
+    );
+    buttongrp.appendChild(button);
+    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
+    titlebar.insertBefore(buttongrp, titlebar.firstChild);
+};
+
+mpl.figure.prototype._remove_fig_handler = function (event) {
+    var fig = event.data.fig;
+    if (event.target !== this) {
+        // Ignore bubbled events from children.
+        return;
+    }
+    fig.close_ws(fig, {});
+};
+
+mpl.figure.prototype._root_extra_style = function (el) {
+    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
+};
+
+mpl.figure.prototype._canvas_extra_style = function (el) {
+    // this is important to make the div 'focusable
+    el.setAttribute('tabindex', 0);
+    // reach out to IPython and tell the keyboard manager to turn it's self
+    // off when our div gets focus
+
+    // location in version 3
+    if (IPython.notebook.keyboard_manager) {
+        IPython.notebook.keyboard_manager.register_events(el);
+    } else {
+        // location in version 2
+        IPython.keyboard_manager.register_events(el);
+    }
+};
+
+mpl.figure.prototype._key_event_extra = function (event, _name) {
+    // Check for shift+enter
+    if (event.shiftKey && event.which === 13) {
+        this.canvas_div.blur();
+        // select the cell after this one
+        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
+        IPython.notebook.select(index + 1);
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    fig.ondownload(fig, null);
+};
+
+mpl.find_output_cell = function (html_output) {
+    // Return the cell and output element which can be found *uniquely* in the notebook.
+    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
+    // IPython event is triggered only after the cells have been serialised, which for
+    // our purposes (turning an active figure into a static one), is too late.
+    var cells = IPython.notebook.get_cells();
+    var ncells = cells.length;
+    for (var i = 0; i < ncells; i++) {
+        var cell = cells[i];
+        if (cell.cell_type === 'code') {
+            for (var j = 0; j < cell.output_area.outputs.length; j++) {
+                var data = cell.output_area.outputs[j];
+                if (data.data) {
+                    // IPython >= 3 moved mimebundle to data attribute of output
+                    data = data.data;
+                }
+                if (data['text/html'] === html_output) {
+                    return [cell, data, j];
+                }
+            }
+        }
+    }
+};
+
+// Register the function which deals with the matplotlib target/channel.
+// The kernel may be null if the page has been refreshed.
+if (IPython.notebook.kernel !== null) {
+    IPython.notebook.kernel.comm_manager.register_target(
+        'matplotlib',
+        mpl.mpl_figure_comm
+    );
+}
+
+</script></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<div id='da338992-8ee3-4515-9208-d3296efddb39'></div></div>
+</div>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[6]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Similarly, we may pre-compensate for the filters</span>
+
+<span class="c1"># Note that we specify a DC gain for the inverse filters. This is because it is not possible</span>
+<span class="c1"># to compensate for the true DC gain of zero of an RC high pass. Instead, we specify the</span>
+<span class="c1"># gain of the high-pass filter at DC. The compensated signal will have a mean value of 1/DCgain</span>
+<span class="c1"># times the mean of the input signal</span>
+
+
+<span class="n">signal1_comp</span> <span class="o">=</span> <span class="n">applyInverseRCFilter</span><span class="p">(</span><span class="n">signal1</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">filtertype</span><span class="p">,</span> <span class="n">f_cut</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">DCgain</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">signal2_comp</span> <span class="o">=</span> <span class="n">applyInverseRCFilter</span><span class="p">(</span><span class="n">signal2</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">filtertype</span><span class="p">,</span> <span class="n">f_cut</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">DCgain</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[7]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">axs</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">signal1</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Input signal&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">signal1_comp</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Compensated&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Time (s)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Signal (a.u.)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
+
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">signal2</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Input signal&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">signal2_comp</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Compensated&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Time (s)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Signal (a.u.)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</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">tight_layout</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="output_javascript"></div>
+<script type="text/javascript">
+var element = document.currentScript.previousSibling.previousSibling;
+/* Put everything inside the global mpl namespace */
+/* global mpl */
+window.mpl = {};
+
+mpl.get_websocket_type = function () {
+    if (typeof WebSocket !== 'undefined') {
+        return WebSocket;
+    } else if (typeof MozWebSocket !== 'undefined') {
+        return MozWebSocket;
+    } else {
+        alert(
+            'Your browser does not have WebSocket support. ' +
+                'Please try Chrome, Safari or Firefox ≥ 6. ' +
+                'Firefox 4 and 5 are also supported but you ' +
+                'have to enable WebSockets in about:config.'
+        );
+    }
+};
+
+mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
+    this.id = figure_id;
+
+    this.ws = websocket;
+
+    this.supports_binary = this.ws.binaryType !== undefined;
+
+    if (!this.supports_binary) {
+        var warnings = document.getElementById('mpl-warnings');
+        if (warnings) {
+            warnings.style.display = 'block';
+            warnings.textContent =
+                'This browser does not support binary websocket messages. ' +
+                'Performance may be slow.';
+        }
+    }
+
+    this.imageObj = new Image();
+
+    this.context = undefined;
+    this.message = undefined;
+    this.canvas = undefined;
+    this.rubberband_canvas = undefined;
+    this.rubberband_context = undefined;
+    this.format_dropdown = undefined;
+
+    this.image_mode = 'full';
+
+    this.root = document.createElement('div');
+    this.root.setAttribute('style', 'display: inline-block');
+    this._root_extra_style(this.root);
+
+    parent_element.appendChild(this.root);
+
+    this._init_header(this);
+    this._init_canvas(this);
+    this._init_toolbar(this);
+
+    var fig = this;
+
+    this.waiting = false;
+
+    this.ws.onopen = function () {
+        fig.send_message('supports_binary', { value: fig.supports_binary });
+        fig.send_message('send_image_mode', {});
+        if (fig.ratio !== 1) {
+            fig.send_message('set_device_pixel_ratio', {
+                device_pixel_ratio: fig.ratio,
+            });
+        }
+        fig.send_message('refresh', {});
+    };
+
+    this.imageObj.onload = function () {
+        if (fig.image_mode === 'full') {
+            // Full images could contain transparency (where diff images
+            // almost always do), so we need to clear the canvas so that
+            // there is no ghosting.
+            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);
+        }
+        fig.context.drawImage(fig.imageObj, 0, 0);
+    };
+
+    this.imageObj.onunload = function () {
+        fig.ws.close();
+    };
+
+    this.ws.onmessage = this._make_on_message_function(this);
+
+    this.ondownload = ondownload;
+};
+
+mpl.figure.prototype._init_header = function () {
+    var titlebar = document.createElement('div');
+    titlebar.classList =
+        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';
+    var titletext = document.createElement('div');
+    titletext.classList = 'ui-dialog-title';
+    titletext.setAttribute(
+        'style',
+        'width: 100%; text-align: center; padding: 3px;'
+    );
+    titlebar.appendChild(titletext);
+    this.root.appendChild(titlebar);
+    this.header = titletext;
+};
+
+mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._root_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._init_canvas = function () {
+    var fig = this;
+
+    var canvas_div = (this.canvas_div = document.createElement('div'));
+    canvas_div.setAttribute('tabindex', '0');
+    canvas_div.setAttribute(
+        'style',
+        'border: 1px solid #ddd;' +
+            'box-sizing: content-box;' +
+            'clear: both;' +
+            'min-height: 1px;' +
+            'min-width: 1px;' +
+            'outline: 0;' +
+            'overflow: hidden;' +
+            'position: relative;' +
+            'resize: both;' +
+            'z-index: 2;'
+    );
+
+    function on_keyboard_event_closure(name) {
+        return function (event) {
+            return fig.key_event(event, name);
+        };
+    }
+
+    canvas_div.addEventListener(
+        'keydown',
+        on_keyboard_event_closure('key_press')
+    );
+    canvas_div.addEventListener(
+        'keyup',
+        on_keyboard_event_closure('key_release')
+    );
+
+    this._canvas_extra_style(canvas_div);
+    this.root.appendChild(canvas_div);
+
+    var canvas = (this.canvas = document.createElement('canvas'));
+    canvas.classList.add('mpl-canvas');
+    canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'pointer-events: none;' +
+            'position: relative;' +
+            'z-index: 0;'
+    );
+
+    this.context = canvas.getContext('2d');
+
+    var backingStore =
+        this.context.backingStorePixelRatio ||
+        this.context.webkitBackingStorePixelRatio ||
+        this.context.mozBackingStorePixelRatio ||
+        this.context.msBackingStorePixelRatio ||
+        this.context.oBackingStorePixelRatio ||
+        this.context.backingStorePixelRatio ||
+        1;
+
+    this.ratio = (window.devicePixelRatio || 1) / backingStore;
+
+    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
+        'canvas'
+    ));
+    rubberband_canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'left: 0;' +
+            'pointer-events: none;' +
+            'position: absolute;' +
+            'top: 0;' +
+            'z-index: 1;'
+    );
+
+    // Apply a ponyfill if ResizeObserver is not implemented by browser.
+    if (this.ResizeObserver === undefined) {
+        if (window.ResizeObserver !== undefined) {
+            this.ResizeObserver = window.ResizeObserver;
+        } else {
+            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
+            this.ResizeObserver = obs.ResizeObserver;
+        }
+    }
+
+    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
+        // There's no need to resize if the WebSocket is not connected:
+        // - If it is still connecting, then we will get an initial resize from
+        //   Python once it connects.
+        // - If it has disconnected, then resizing will clear the canvas and
+        //   never get anything back to refill it, so better to not resize and
+        //   keep something visible.
+        if (fig.ws.readyState != 1) {
+            return;
+        }
+        var nentries = entries.length;
+        for (var i = 0; i < nentries; i++) {
+            var entry = entries[i];
+            var width, height;
+            if (entry.contentBoxSize) {
+                if (entry.contentBoxSize instanceof Array) {
+                    // Chrome 84 implements new version of spec.
+                    width = entry.contentBoxSize[0].inlineSize;
+                    height = entry.contentBoxSize[0].blockSize;
+                } else {
+                    // Firefox implements old version of spec.
+                    width = entry.contentBoxSize.inlineSize;
+                    height = entry.contentBoxSize.blockSize;
+                }
+            } else {
+                // Chrome <84 implements even older version of spec.
+                width = entry.contentRect.width;
+                height = entry.contentRect.height;
+            }
+
+            // Keep the size of the canvas and rubber band canvas in sync with
+            // the canvas container.
+            if (entry.devicePixelContentBoxSize) {
+                // Chrome 84 implements new version of spec.
+                canvas.setAttribute(
+                    'width',
+                    entry.devicePixelContentBoxSize[0].inlineSize
+                );
+                canvas.setAttribute(
+                    'height',
+                    entry.devicePixelContentBoxSize[0].blockSize
+                );
+            } else {
+                canvas.setAttribute('width', width * fig.ratio);
+                canvas.setAttribute('height', height * fig.ratio);
+            }
+            /* This rescales the canvas back to display pixels, so that it
+             * appears correct on HiDPI screens. */
+            canvas.style.width = width + 'px';
+            canvas.style.height = height + 'px';
+
+            rubberband_canvas.setAttribute('width', width);
+            rubberband_canvas.setAttribute('height', height);
+
+            // And update the size in Python. We ignore the initial 0/0 size
+            // that occurs as the element is placed into the DOM, which should
+            // otherwise not happen due to the minimum size styling.
+            if (width != 0 && height != 0) {
+                fig.request_resize(width, height);
+            }
+        }
+    });
+    this.resizeObserverInstance.observe(canvas_div);
+
+    function on_mouse_event_closure(name) {
+        /* User Agent sniffing is bad, but WebKit is busted:
+         * https://bugs.webkit.org/show_bug.cgi?id=144526
+         * https://bugs.webkit.org/show_bug.cgi?id=181818
+         * The worst that happens here is that they get an extra browser
+         * selection when dragging, if this check fails to catch them.
+         */
+        var UA = navigator.userAgent;
+        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);
+        if(isWebKit) {
+            return function (event) {
+                /* This prevents the web browser from automatically changing to
+                 * the text insertion cursor when the button is pressed. We
+                 * want to control all of the cursor setting manually through
+                 * the 'cursor' event from matplotlib */
+                event.preventDefault()
+                return fig.mouse_event(event, name);
+            };
+        } else {
+            return function (event) {
+                return fig.mouse_event(event, name);
+            };
+        }
+    }
+
+    canvas_div.addEventListener(
+        'mousedown',
+        on_mouse_event_closure('button_press')
+    );
+    canvas_div.addEventListener(
+        'mouseup',
+        on_mouse_event_closure('button_release')
+    );
+    canvas_div.addEventListener(
+        'dblclick',
+        on_mouse_event_closure('dblclick')
+    );
+    // Throttle sequential mouse events to 1 every 20ms.
+    canvas_div.addEventListener(
+        'mousemove',
+        on_mouse_event_closure('motion_notify')
+    );
+
+    canvas_div.addEventListener(
+        'mouseenter',
+        on_mouse_event_closure('figure_enter')
+    );
+    canvas_div.addEventListener(
+        'mouseleave',
+        on_mouse_event_closure('figure_leave')
+    );
+
+    canvas_div.addEventListener('wheel', function (event) {
+        if (event.deltaY < 0) {
+            event.step = 1;
+        } else {
+            event.step = -1;
+        }
+        on_mouse_event_closure('scroll')(event);
+    });
+
+    canvas_div.appendChild(canvas);
+    canvas_div.appendChild(rubberband_canvas);
+
+    this.rubberband_context = rubberband_canvas.getContext('2d');
+    this.rubberband_context.strokeStyle = '#000000';
+
+    this._resize_canvas = function (width, height, forward) {
+        if (forward) {
+            canvas_div.style.width = width + 'px';
+            canvas_div.style.height = height + 'px';
+        }
+    };
+
+    // Disable right mouse context menu.
+    canvas_div.addEventListener('contextmenu', function (_e) {
+        event.preventDefault();
+        return false;
+    });
+
+    function set_focus() {
+        canvas.focus();
+        canvas_div.focus();
+    }
+
+    window.setTimeout(set_focus, 100);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'mpl-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'mpl-button-group';
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'mpl-button-group';
+            continue;
+        }
+
+        var button = (fig.buttons[name] = document.createElement('button'));
+        button.classList = 'mpl-widget';
+        button.setAttribute('role', 'button');
+        button.setAttribute('aria-disabled', 'false');
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+
+        var icon_img = document.createElement('img');
+        icon_img.src = '_images/' + image + '.png';
+        icon_img.srcset = '_images/' + image + '_large.png 2x';
+        icon_img.alt = tooltip;
+        button.appendChild(icon_img);
+
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    var fmt_picker = document.createElement('select');
+    fmt_picker.classList = 'mpl-widget';
+    toolbar.appendChild(fmt_picker);
+    this.format_dropdown = fmt_picker;
+
+    for (var ind in mpl.extensions) {
+        var fmt = mpl.extensions[ind];
+        var option = document.createElement('option');
+        option.selected = fmt === mpl.default_extension;
+        option.innerHTML = fmt;
+        fmt_picker.appendChild(option);
+    }
+
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+};
+
+mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
+    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
+    // which will in turn request a refresh of the image.
+    this.send_message('resize', { width: x_pixels, height: y_pixels });
+};
+
+mpl.figure.prototype.send_message = function (type, properties) {
+    properties['type'] = type;
+    properties['figure_id'] = this.id;
+    this.ws.send(JSON.stringify(properties));
+};
+
+mpl.figure.prototype.send_draw_message = function () {
+    if (!this.waiting) {
+        this.waiting = true;
+        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    var format_dropdown = fig.format_dropdown;
+    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
+    fig.ondownload(fig, format);
+};
+
+mpl.figure.prototype.handle_resize = function (fig, msg) {
+    var size = msg['size'];
+    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
+        fig._resize_canvas(size[0], size[1], msg['forward']);
+        fig.send_message('refresh', {});
+    }
+};
+
+mpl.figure.prototype.handle_rubberband = function (fig, msg) {
+    var x0 = msg['x0'] / fig.ratio;
+    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
+    var x1 = msg['x1'] / fig.ratio;
+    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
+    x0 = Math.floor(x0) + 0.5;
+    y0 = Math.floor(y0) + 0.5;
+    x1 = Math.floor(x1) + 0.5;
+    y1 = Math.floor(y1) + 0.5;
+    var min_x = Math.min(x0, x1);
+    var min_y = Math.min(y0, y1);
+    var width = Math.abs(x1 - x0);
+    var height = Math.abs(y1 - y0);
+
+    fig.rubberband_context.clearRect(
+        0,
+        0,
+        fig.canvas.width / fig.ratio,
+        fig.canvas.height / fig.ratio
+    );
+
+    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
+};
+
+mpl.figure.prototype.handle_figure_label = function (fig, msg) {
+    // Updates the figure title.
+    fig.header.textContent = msg['label'];
+};
+
+mpl.figure.prototype.handle_cursor = function (fig, msg) {
+    fig.canvas_div.style.cursor = msg['cursor'];
+};
+
+mpl.figure.prototype.handle_message = function (fig, msg) {
+    fig.message.textContent = msg['message'];
+};
+
+mpl.figure.prototype.handle_draw = function (fig, _msg) {
+    // Request the server to send over a new figure.
+    fig.send_draw_message();
+};
+
+mpl.figure.prototype.handle_image_mode = function (fig, msg) {
+    fig.image_mode = msg['mode'];
+};
+
+mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
+    for (var key in msg) {
+        if (!(key in fig.buttons)) {
+            continue;
+        }
+        fig.buttons[key].disabled = !msg[key];
+        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
+    }
+};
+
+mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
+    if (msg['mode'] === 'PAN') {
+        fig.buttons['Pan'].classList.add('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    } else if (msg['mode'] === 'ZOOM') {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.add('active');
+    } else {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    }
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Called whenever the canvas gets updated.
+    this.send_message('ack', {});
+};
+
+// A function to construct a web socket function for onmessage handling.
+// Called in the figure constructor.
+mpl.figure.prototype._make_on_message_function = function (fig) {
+    return function socket_on_message(evt) {
+        if (evt.data instanceof Blob) {
+            var img = evt.data;
+            if (img.type !== 'image/png') {
+                /* FIXME: We get "Resource interpreted as Image but
+                 * transferred with MIME type text/plain:" errors on
+                 * Chrome.  But how to set the MIME type?  It doesn't seem
+                 * to be part of the websocket stream */
+                img.type = 'image/png';
+            }
+
+            /* Free the memory for the previous frames */
+            if (fig.imageObj.src) {
+                (window.URL || window.webkitURL).revokeObjectURL(
+                    fig.imageObj.src
+                );
+            }
+
+            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
+                img
+            );
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        } else if (
+            typeof evt.data === 'string' &&
+            evt.data.slice(0, 21) === 'data:image/png;base64'
+        ) {
+            fig.imageObj.src = evt.data;
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        }
+
+        var msg = JSON.parse(evt.data);
+        var msg_type = msg['type'];
+
+        // Call the  "handle_{type}" callback, which takes
+        // the figure and JSON message as its only arguments.
+        try {
+            var callback = fig['handle_' + msg_type];
+        } catch (e) {
+            console.log(
+                "No handler for the '" + msg_type + "' message type: ",
+                msg
+            );
+            return;
+        }
+
+        if (callback) {
+            try {
+                // console.log("Handling '" + msg_type + "' message: ", msg);
+                callback(fig, msg);
+            } catch (e) {
+                console.log(
+                    "Exception inside the 'handler_" + msg_type + "' callback:",
+                    e,
+                    e.stack,
+                    msg
+                );
+            }
+        }
+    };
+};
+
+function getModifiers(event) {
+    var mods = [];
+    if (event.ctrlKey) {
+        mods.push('ctrl');
+    }
+    if (event.altKey) {
+        mods.push('alt');
+    }
+    if (event.shiftKey) {
+        mods.push('shift');
+    }
+    if (event.metaKey) {
+        mods.push('meta');
+    }
+    return mods;
+}
+
+/*
+ * return a copy of an object with only non-object keys
+ * we need this to avoid circular references
+ * https://stackoverflow.com/a/24161582/3208463
+ */
+function simpleKeys(original) {
+    return Object.keys(original).reduce(function (obj, key) {
+        if (typeof original[key] !== 'object') {
+            obj[key] = original[key];
+        }
+        return obj;
+    }, {});
+}
+
+mpl.figure.prototype.mouse_event = function (event, name) {
+    if (name === 'button_press') {
+        this.canvas.focus();
+        this.canvas_div.focus();
+    }
+
+    // from https://stackoverflow.com/q/1114465
+    var boundingRect = this.canvas.getBoundingClientRect();
+    var x = (event.clientX - boundingRect.left) * this.ratio;
+    var y = (event.clientY - boundingRect.top) * this.ratio;
+
+    this.send_message(name, {
+        x: x,
+        y: y,
+        button: event.button,
+        step: event.step,
+        buttons: event.buttons,
+        modifiers: getModifiers(event),
+        guiEvent: simpleKeys(event),
+    });
+
+    return false;
+};
+
+mpl.figure.prototype._key_event_extra = function (_event, _name) {
+    // Handle any extra behaviour associated with a key event
+};
+
+mpl.figure.prototype.key_event = function (event, name) {
+    // Prevent repeat events
+    if (name === 'key_press') {
+        if (event.key === this._key) {
+            return;
+        } else {
+            this._key = event.key;
+        }
+    }
+    if (name === 'key_release') {
+        this._key = null;
+    }
+
+    var value = '';
+    if (event.ctrlKey && event.key !== 'Control') {
+        value += 'ctrl+';
+    }
+    else if (event.altKey && event.key !== 'Alt') {
+        value += 'alt+';
+    }
+    else if (event.shiftKey && event.key !== 'Shift') {
+        value += 'shift+';
+    }
+
+    value += 'k' + event.key;
+
+    this._key_event_extra(event, name);
+
+    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
+    return false;
+};
+
+mpl.figure.prototype.toolbar_button_onclick = function (name) {
+    if (name === 'download') {
+        this.handle_save(this, null);
+    } else {
+        this.send_message('toolbar_button', { name: name });
+    }
+};
+
+mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
+    this.message.textContent = tooltip;
+};
+
+///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
+// prettier-ignore
+var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
+mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o", "download"]];
+
+mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif", "webp"];
+
+mpl.default_extension = "png";/* global mpl */
+
+var comm_websocket_adapter = function (comm) {
+    // Create a "websocket"-like object which calls the given IPython comm
+    // object with the appropriate methods. Currently this is a non binary
+    // socket, so there is still some room for performance tuning.
+    var ws = {};
+
+    ws.binaryType = comm.kernel.ws.binaryType;
+    ws.readyState = comm.kernel.ws.readyState;
+    function updateReadyState(_event) {
+        if (comm.kernel.ws) {
+            ws.readyState = comm.kernel.ws.readyState;
+        } else {
+            ws.readyState = 3; // Closed state.
+        }
+    }
+    comm.kernel.ws.addEventListener('open', updateReadyState);
+    comm.kernel.ws.addEventListener('close', updateReadyState);
+    comm.kernel.ws.addEventListener('error', updateReadyState);
+
+    ws.close = function () {
+        comm.close();
+    };
+    ws.send = function (m) {
+        //console.log('sending', m);
+        comm.send(m);
+    };
+    // Register the callback with on_msg.
+    comm.on_msg(function (msg) {
+        //console.log('receiving', msg['content']['data'], msg);
+        var data = msg['content']['data'];
+        if (data['blob'] !== undefined) {
+            data = {
+                data: new Blob(msg['buffers'], { type: data['blob'] }),
+            };
+        }
+        // Pass the mpl event to the overridden (by mpl) onmessage function.
+        ws.onmessage(data);
+    });
+    return ws;
+};
+
+mpl.mpl_figure_comm = function (comm, msg) {
+    // This is the function which gets called when the mpl process
+    // starts-up an IPython Comm through the "matplotlib" channel.
+
+    var id = msg.content.data.id;
+    // Get hold of the div created by the display call when the Comm
+    // socket was opened in Python.
+    var element = document.getElementById(id);
+    var ws_proxy = comm_websocket_adapter(comm);
+
+    function ondownload(figure, _format) {
+        window.open(figure.canvas.toDataURL());
+    }
+
+    var fig = new mpl.figure(id, ws_proxy, ondownload, element);
+
+    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
+    // web socket which is closed, not our websocket->open comm proxy.
+    ws_proxy.onopen();
+
+    fig.parent_element = element;
+    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
+    if (!fig.cell_info) {
+        console.error('Failed to find cell for figure', id, fig);
+        return;
+    }
+    fig.cell_info[0].output_area.element.on(
+        'cleared',
+        { fig: fig },
+        fig._remove_fig_handler
+    );
+};
+
+mpl.figure.prototype.handle_close = function (fig, msg) {
+    var width = fig.canvas.width / fig.ratio;
+    fig.cell_info[0].output_area.element.off(
+        'cleared',
+        fig._remove_fig_handler
+    );
+    fig.resizeObserverInstance.unobserve(fig.canvas_div);
+
+    // Update the output cell to use the data from the current canvas.
+    fig.push_to_output();
+    var dataURL = fig.canvas.toDataURL();
+    // Re-enable the keyboard manager in IPython - without this line, in FF,
+    // the notebook keyboard shortcuts fail.
+    IPython.keyboard_manager.enable();
+    fig.parent_element.innerHTML =
+        '<img src="' + dataURL + '" width="' + width + '">';
+    fig.close_ws(fig, msg);
+};
+
+mpl.figure.prototype.close_ws = function (fig, msg) {
+    fig.send_message('closing', msg);
+    // fig.ws.close()
+};
+
+mpl.figure.prototype.push_to_output = function (_remove_interactive) {
+    // Turn the data on the canvas into data in the output cell.
+    var width = this.canvas.width / this.ratio;
+    var dataURL = this.canvas.toDataURL();
+    this.cell_info[1]['text/html'] =
+        '<img src="' + dataURL + '" width="' + width + '">';
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Tell IPython that the notebook contents must change.
+    IPython.notebook.set_dirty(true);
+    this.send_message('ack', {});
+    var fig = this;
+    // Wait a second, then push the new image to the DOM so
+    // that it is saved nicely (might be nice to debounce this).
+    setTimeout(function () {
+        fig.push_to_output();
+    }, 1000);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'btn-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'btn-group';
+    var button;
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'btn-group';
+            continue;
+        }
+
+        button = fig.buttons[name] = document.createElement('button');
+        button.classList = 'btn btn-default';
+        button.href = '#';
+        button.title = name;
+        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    // Add the status bar.
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message pull-right';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+
+    // Add the close button to the window.
+    var buttongrp = document.createElement('div');
+    buttongrp.classList = 'btn-group inline pull-right';
+    button = document.createElement('button');
+    button.classList = 'btn btn-mini btn-primary';
+    button.href = '#';
+    button.title = 'Stop Interaction';
+    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
+    button.addEventListener('click', function (_evt) {
+        fig.handle_close(fig, {});
+    });
+    button.addEventListener(
+        'mouseover',
+        on_mouseover_closure('Stop Interaction')
+    );
+    buttongrp.appendChild(button);
+    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
+    titlebar.insertBefore(buttongrp, titlebar.firstChild);
+};
+
+mpl.figure.prototype._remove_fig_handler = function (event) {
+    var fig = event.data.fig;
+    if (event.target !== this) {
+        // Ignore bubbled events from children.
+        return;
+    }
+    fig.close_ws(fig, {});
+};
+
+mpl.figure.prototype._root_extra_style = function (el) {
+    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
+};
+
+mpl.figure.prototype._canvas_extra_style = function (el) {
+    // this is important to make the div 'focusable
+    el.setAttribute('tabindex', 0);
+    // reach out to IPython and tell the keyboard manager to turn it's self
+    // off when our div gets focus
+
+    // location in version 3
+    if (IPython.notebook.keyboard_manager) {
+        IPython.notebook.keyboard_manager.register_events(el);
+    } else {
+        // location in version 2
+        IPython.keyboard_manager.register_events(el);
+    }
+};
+
+mpl.figure.prototype._key_event_extra = function (event, _name) {
+    // Check for shift+enter
+    if (event.shiftKey && event.which === 13) {
+        this.canvas_div.blur();
+        // select the cell after this one
+        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
+        IPython.notebook.select(index + 1);
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    fig.ondownload(fig, null);
+};
+
+mpl.find_output_cell = function (html_output) {
+    // Return the cell and output element which can be found *uniquely* in the notebook.
+    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
+    // IPython event is triggered only after the cells have been serialised, which for
+    // our purposes (turning an active figure into a static one), is too late.
+    var cells = IPython.notebook.get_cells();
+    var ncells = cells.length;
+    for (var i = 0; i < ncells; i++) {
+        var cell = cells[i];
+        if (cell.cell_type === 'code') {
+            for (var j = 0; j < cell.output_area.outputs.length; j++) {
+                var data = cell.output_area.outputs[j];
+                if (data.data) {
+                    // IPython >= 3 moved mimebundle to data attribute of output
+                    data = data.data;
+                }
+                if (data['text/html'] === html_output) {
+                    return [cell, data, j];
+                }
+            }
+        }
+    }
+};
+
+// Register the function which deals with the matplotlib target/channel.
+// The kernel may be null if the page has been refreshed.
+if (IPython.notebook.kernel !== null) {
+    IPython.notebook.kernel.comm_manager.register_target(
+        'matplotlib',
+        mpl.mpl_figure_comm
+    );
+}
+
+</script></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<div id='c6be61e8-c6a6-4920-b5d2-2e2ddd9df5d4'></div></div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[8]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># As a sanity-check, we may filter and compensate and compare</span>
+<span class="c1">#</span>
+<span class="c1"># Do we recover the original signals?</span>
+
+<span class="n">signal1_check1</span> <span class="o">=</span> <span class="n">applyRCFilter</span><span class="p">(</span><span class="n">signal1_comp</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">filtertype</span><span class="p">,</span> <span class="n">f_cut</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">signal1_check2</span> <span class="o">=</span> <span class="n">applyInverseRCFilter</span><span class="p">(</span><span class="n">signal1_filt</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">filtertype</span><span class="p">,</span> <span class="n">f_cut</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+
+<span class="n">signal2_check1</span> <span class="o">=</span> <span class="n">applyRCFilter</span><span class="p">(</span><span class="n">signal2_comp</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">filtertype</span><span class="p">,</span> <span class="n">f_cut</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">signal2_check2</span> <span class="o">=</span> <span class="n">applyInverseRCFilter</span><span class="p">(</span><span class="n">signal2_filt</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">filtertype</span><span class="p">,</span> <span class="n">f_cut</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+
+<span class="n">fig</span><span class="p">,</span> <span class="n">axs</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Signal 1&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">signal1_check1</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Check 1&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">signal1_check2</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Check 2&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Time (s)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Signal (a. u.)&quot;</span><span class="p">)</span>
+
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Signal 2&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">signal2_check1</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Check 1&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">signal2_check2</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Check 2&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Time (s)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Signal (a. u.)&quot;</span><span class="p">)</span>
+
+<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="output_javascript"></div>
+<script type="text/javascript">
+var element = document.currentScript.previousSibling.previousSibling;
+/* Put everything inside the global mpl namespace */
+/* global mpl */
+window.mpl = {};
+
+mpl.get_websocket_type = function () {
+    if (typeof WebSocket !== 'undefined') {
+        return WebSocket;
+    } else if (typeof MozWebSocket !== 'undefined') {
+        return MozWebSocket;
+    } else {
+        alert(
+            'Your browser does not have WebSocket support. ' +
+                'Please try Chrome, Safari or Firefox ≥ 6. ' +
+                'Firefox 4 and 5 are also supported but you ' +
+                'have to enable WebSockets in about:config.'
+        );
+    }
+};
+
+mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
+    this.id = figure_id;
+
+    this.ws = websocket;
+
+    this.supports_binary = this.ws.binaryType !== undefined;
+
+    if (!this.supports_binary) {
+        var warnings = document.getElementById('mpl-warnings');
+        if (warnings) {
+            warnings.style.display = 'block';
+            warnings.textContent =
+                'This browser does not support binary websocket messages. ' +
+                'Performance may be slow.';
+        }
+    }
+
+    this.imageObj = new Image();
+
+    this.context = undefined;
+    this.message = undefined;
+    this.canvas = undefined;
+    this.rubberband_canvas = undefined;
+    this.rubberband_context = undefined;
+    this.format_dropdown = undefined;
+
+    this.image_mode = 'full';
+
+    this.root = document.createElement('div');
+    this.root.setAttribute('style', 'display: inline-block');
+    this._root_extra_style(this.root);
+
+    parent_element.appendChild(this.root);
+
+    this._init_header(this);
+    this._init_canvas(this);
+    this._init_toolbar(this);
+
+    var fig = this;
+
+    this.waiting = false;
+
+    this.ws.onopen = function () {
+        fig.send_message('supports_binary', { value: fig.supports_binary });
+        fig.send_message('send_image_mode', {});
+        if (fig.ratio !== 1) {
+            fig.send_message('set_device_pixel_ratio', {
+                device_pixel_ratio: fig.ratio,
+            });
+        }
+        fig.send_message('refresh', {});
+    };
+
+    this.imageObj.onload = function () {
+        if (fig.image_mode === 'full') {
+            // Full images could contain transparency (where diff images
+            // almost always do), so we need to clear the canvas so that
+            // there is no ghosting.
+            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);
+        }
+        fig.context.drawImage(fig.imageObj, 0, 0);
+    };
+
+    this.imageObj.onunload = function () {
+        fig.ws.close();
+    };
+
+    this.ws.onmessage = this._make_on_message_function(this);
+
+    this.ondownload = ondownload;
+};
+
+mpl.figure.prototype._init_header = function () {
+    var titlebar = document.createElement('div');
+    titlebar.classList =
+        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';
+    var titletext = document.createElement('div');
+    titletext.classList = 'ui-dialog-title';
+    titletext.setAttribute(
+        'style',
+        'width: 100%; text-align: center; padding: 3px;'
+    );
+    titlebar.appendChild(titletext);
+    this.root.appendChild(titlebar);
+    this.header = titletext;
+};
+
+mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._root_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._init_canvas = function () {
+    var fig = this;
+
+    var canvas_div = (this.canvas_div = document.createElement('div'));
+    canvas_div.setAttribute('tabindex', '0');
+    canvas_div.setAttribute(
+        'style',
+        'border: 1px solid #ddd;' +
+            'box-sizing: content-box;' +
+            'clear: both;' +
+            'min-height: 1px;' +
+            'min-width: 1px;' +
+            'outline: 0;' +
+            'overflow: hidden;' +
+            'position: relative;' +
+            'resize: both;' +
+            'z-index: 2;'
+    );
+
+    function on_keyboard_event_closure(name) {
+        return function (event) {
+            return fig.key_event(event, name);
+        };
+    }
+
+    canvas_div.addEventListener(
+        'keydown',
+        on_keyboard_event_closure('key_press')
+    );
+    canvas_div.addEventListener(
+        'keyup',
+        on_keyboard_event_closure('key_release')
+    );
+
+    this._canvas_extra_style(canvas_div);
+    this.root.appendChild(canvas_div);
+
+    var canvas = (this.canvas = document.createElement('canvas'));
+    canvas.classList.add('mpl-canvas');
+    canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'pointer-events: none;' +
+            'position: relative;' +
+            'z-index: 0;'
+    );
+
+    this.context = canvas.getContext('2d');
+
+    var backingStore =
+        this.context.backingStorePixelRatio ||
+        this.context.webkitBackingStorePixelRatio ||
+        this.context.mozBackingStorePixelRatio ||
+        this.context.msBackingStorePixelRatio ||
+        this.context.oBackingStorePixelRatio ||
+        this.context.backingStorePixelRatio ||
+        1;
+
+    this.ratio = (window.devicePixelRatio || 1) / backingStore;
+
+    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
+        'canvas'
+    ));
+    rubberband_canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'left: 0;' +
+            'pointer-events: none;' +
+            'position: absolute;' +
+            'top: 0;' +
+            'z-index: 1;'
+    );
+
+    // Apply a ponyfill if ResizeObserver is not implemented by browser.
+    if (this.ResizeObserver === undefined) {
+        if (window.ResizeObserver !== undefined) {
+            this.ResizeObserver = window.ResizeObserver;
+        } else {
+            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
+            this.ResizeObserver = obs.ResizeObserver;
+        }
+    }
+
+    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
+        // There's no need to resize if the WebSocket is not connected:
+        // - If it is still connecting, then we will get an initial resize from
+        //   Python once it connects.
+        // - If it has disconnected, then resizing will clear the canvas and
+        //   never get anything back to refill it, so better to not resize and
+        //   keep something visible.
+        if (fig.ws.readyState != 1) {
+            return;
+        }
+        var nentries = entries.length;
+        for (var i = 0; i < nentries; i++) {
+            var entry = entries[i];
+            var width, height;
+            if (entry.contentBoxSize) {
+                if (entry.contentBoxSize instanceof Array) {
+                    // Chrome 84 implements new version of spec.
+                    width = entry.contentBoxSize[0].inlineSize;
+                    height = entry.contentBoxSize[0].blockSize;
+                } else {
+                    // Firefox implements old version of spec.
+                    width = entry.contentBoxSize.inlineSize;
+                    height = entry.contentBoxSize.blockSize;
+                }
+            } else {
+                // Chrome <84 implements even older version of spec.
+                width = entry.contentRect.width;
+                height = entry.contentRect.height;
+            }
+
+            // Keep the size of the canvas and rubber band canvas in sync with
+            // the canvas container.
+            if (entry.devicePixelContentBoxSize) {
+                // Chrome 84 implements new version of spec.
+                canvas.setAttribute(
+                    'width',
+                    entry.devicePixelContentBoxSize[0].inlineSize
+                );
+                canvas.setAttribute(
+                    'height',
+                    entry.devicePixelContentBoxSize[0].blockSize
+                );
+            } else {
+                canvas.setAttribute('width', width * fig.ratio);
+                canvas.setAttribute('height', height * fig.ratio);
+            }
+            /* This rescales the canvas back to display pixels, so that it
+             * appears correct on HiDPI screens. */
+            canvas.style.width = width + 'px';
+            canvas.style.height = height + 'px';
+
+            rubberband_canvas.setAttribute('width', width);
+            rubberband_canvas.setAttribute('height', height);
+
+            // And update the size in Python. We ignore the initial 0/0 size
+            // that occurs as the element is placed into the DOM, which should
+            // otherwise not happen due to the minimum size styling.
+            if (width != 0 && height != 0) {
+                fig.request_resize(width, height);
+            }
+        }
+    });
+    this.resizeObserverInstance.observe(canvas_div);
+
+    function on_mouse_event_closure(name) {
+        /* User Agent sniffing is bad, but WebKit is busted:
+         * https://bugs.webkit.org/show_bug.cgi?id=144526
+         * https://bugs.webkit.org/show_bug.cgi?id=181818
+         * The worst that happens here is that they get an extra browser
+         * selection when dragging, if this check fails to catch them.
+         */
+        var UA = navigator.userAgent;
+        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);
+        if(isWebKit) {
+            return function (event) {
+                /* This prevents the web browser from automatically changing to
+                 * the text insertion cursor when the button is pressed. We
+                 * want to control all of the cursor setting manually through
+                 * the 'cursor' event from matplotlib */
+                event.preventDefault()
+                return fig.mouse_event(event, name);
+            };
+        } else {
+            return function (event) {
+                return fig.mouse_event(event, name);
+            };
+        }
+    }
+
+    canvas_div.addEventListener(
+        'mousedown',
+        on_mouse_event_closure('button_press')
+    );
+    canvas_div.addEventListener(
+        'mouseup',
+        on_mouse_event_closure('button_release')
+    );
+    canvas_div.addEventListener(
+        'dblclick',
+        on_mouse_event_closure('dblclick')
+    );
+    // Throttle sequential mouse events to 1 every 20ms.
+    canvas_div.addEventListener(
+        'mousemove',
+        on_mouse_event_closure('motion_notify')
+    );
+
+    canvas_div.addEventListener(
+        'mouseenter',
+        on_mouse_event_closure('figure_enter')
+    );
+    canvas_div.addEventListener(
+        'mouseleave',
+        on_mouse_event_closure('figure_leave')
+    );
+
+    canvas_div.addEventListener('wheel', function (event) {
+        if (event.deltaY < 0) {
+            event.step = 1;
+        } else {
+            event.step = -1;
+        }
+        on_mouse_event_closure('scroll')(event);
+    });
+
+    canvas_div.appendChild(canvas);
+    canvas_div.appendChild(rubberband_canvas);
+
+    this.rubberband_context = rubberband_canvas.getContext('2d');
+    this.rubberband_context.strokeStyle = '#000000';
+
+    this._resize_canvas = function (width, height, forward) {
+        if (forward) {
+            canvas_div.style.width = width + 'px';
+            canvas_div.style.height = height + 'px';
+        }
+    };
+
+    // Disable right mouse context menu.
+    canvas_div.addEventListener('contextmenu', function (_e) {
+        event.preventDefault();
+        return false;
+    });
+
+    function set_focus() {
+        canvas.focus();
+        canvas_div.focus();
+    }
+
+    window.setTimeout(set_focus, 100);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'mpl-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'mpl-button-group';
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'mpl-button-group';
+            continue;
+        }
+
+        var button = (fig.buttons[name] = document.createElement('button'));
+        button.classList = 'mpl-widget';
+        button.setAttribute('role', 'button');
+        button.setAttribute('aria-disabled', 'false');
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+
+        var icon_img = document.createElement('img');
+        icon_img.src = '_images/' + image + '.png';
+        icon_img.srcset = '_images/' + image + '_large.png 2x';
+        icon_img.alt = tooltip;
+        button.appendChild(icon_img);
+
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    var fmt_picker = document.createElement('select');
+    fmt_picker.classList = 'mpl-widget';
+    toolbar.appendChild(fmt_picker);
+    this.format_dropdown = fmt_picker;
+
+    for (var ind in mpl.extensions) {
+        var fmt = mpl.extensions[ind];
+        var option = document.createElement('option');
+        option.selected = fmt === mpl.default_extension;
+        option.innerHTML = fmt;
+        fmt_picker.appendChild(option);
+    }
+
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+};
+
+mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
+    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
+    // which will in turn request a refresh of the image.
+    this.send_message('resize', { width: x_pixels, height: y_pixels });
+};
+
+mpl.figure.prototype.send_message = function (type, properties) {
+    properties['type'] = type;
+    properties['figure_id'] = this.id;
+    this.ws.send(JSON.stringify(properties));
+};
+
+mpl.figure.prototype.send_draw_message = function () {
+    if (!this.waiting) {
+        this.waiting = true;
+        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    var format_dropdown = fig.format_dropdown;
+    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
+    fig.ondownload(fig, format);
+};
+
+mpl.figure.prototype.handle_resize = function (fig, msg) {
+    var size = msg['size'];
+    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
+        fig._resize_canvas(size[0], size[1], msg['forward']);
+        fig.send_message('refresh', {});
+    }
+};
+
+mpl.figure.prototype.handle_rubberband = function (fig, msg) {
+    var x0 = msg['x0'] / fig.ratio;
+    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
+    var x1 = msg['x1'] / fig.ratio;
+    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
+    x0 = Math.floor(x0) + 0.5;
+    y0 = Math.floor(y0) + 0.5;
+    x1 = Math.floor(x1) + 0.5;
+    y1 = Math.floor(y1) + 0.5;
+    var min_x = Math.min(x0, x1);
+    var min_y = Math.min(y0, y1);
+    var width = Math.abs(x1 - x0);
+    var height = Math.abs(y1 - y0);
+
+    fig.rubberband_context.clearRect(
+        0,
+        0,
+        fig.canvas.width / fig.ratio,
+        fig.canvas.height / fig.ratio
+    );
+
+    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
+};
+
+mpl.figure.prototype.handle_figure_label = function (fig, msg) {
+    // Updates the figure title.
+    fig.header.textContent = msg['label'];
+};
+
+mpl.figure.prototype.handle_cursor = function (fig, msg) {
+    fig.canvas_div.style.cursor = msg['cursor'];
+};
+
+mpl.figure.prototype.handle_message = function (fig, msg) {
+    fig.message.textContent = msg['message'];
+};
+
+mpl.figure.prototype.handle_draw = function (fig, _msg) {
+    // Request the server to send over a new figure.
+    fig.send_draw_message();
+};
+
+mpl.figure.prototype.handle_image_mode = function (fig, msg) {
+    fig.image_mode = msg['mode'];
+};
+
+mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
+    for (var key in msg) {
+        if (!(key in fig.buttons)) {
+            continue;
+        }
+        fig.buttons[key].disabled = !msg[key];
+        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
+    }
+};
+
+mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
+    if (msg['mode'] === 'PAN') {
+        fig.buttons['Pan'].classList.add('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    } else if (msg['mode'] === 'ZOOM') {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.add('active');
+    } else {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    }
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Called whenever the canvas gets updated.
+    this.send_message('ack', {});
+};
+
+// A function to construct a web socket function for onmessage handling.
+// Called in the figure constructor.
+mpl.figure.prototype._make_on_message_function = function (fig) {
+    return function socket_on_message(evt) {
+        if (evt.data instanceof Blob) {
+            var img = evt.data;
+            if (img.type !== 'image/png') {
+                /* FIXME: We get "Resource interpreted as Image but
+                 * transferred with MIME type text/plain:" errors on
+                 * Chrome.  But how to set the MIME type?  It doesn't seem
+                 * to be part of the websocket stream */
+                img.type = 'image/png';
+            }
+
+            /* Free the memory for the previous frames */
+            if (fig.imageObj.src) {
+                (window.URL || window.webkitURL).revokeObjectURL(
+                    fig.imageObj.src
+                );
+            }
+
+            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
+                img
+            );
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        } else if (
+            typeof evt.data === 'string' &&
+            evt.data.slice(0, 21) === 'data:image/png;base64'
+        ) {
+            fig.imageObj.src = evt.data;
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        }
+
+        var msg = JSON.parse(evt.data);
+        var msg_type = msg['type'];
+
+        // Call the  "handle_{type}" callback, which takes
+        // the figure and JSON message as its only arguments.
+        try {
+            var callback = fig['handle_' + msg_type];
+        } catch (e) {
+            console.log(
+                "No handler for the '" + msg_type + "' message type: ",
+                msg
+            );
+            return;
+        }
+
+        if (callback) {
+            try {
+                // console.log("Handling '" + msg_type + "' message: ", msg);
+                callback(fig, msg);
+            } catch (e) {
+                console.log(
+                    "Exception inside the 'handler_" + msg_type + "' callback:",
+                    e,
+                    e.stack,
+                    msg
+                );
+            }
+        }
+    };
+};
+
+function getModifiers(event) {
+    var mods = [];
+    if (event.ctrlKey) {
+        mods.push('ctrl');
+    }
+    if (event.altKey) {
+        mods.push('alt');
+    }
+    if (event.shiftKey) {
+        mods.push('shift');
+    }
+    if (event.metaKey) {
+        mods.push('meta');
+    }
+    return mods;
+}
+
+/*
+ * return a copy of an object with only non-object keys
+ * we need this to avoid circular references
+ * https://stackoverflow.com/a/24161582/3208463
+ */
+function simpleKeys(original) {
+    return Object.keys(original).reduce(function (obj, key) {
+        if (typeof original[key] !== 'object') {
+            obj[key] = original[key];
+        }
+        return obj;
+    }, {});
+}
+
+mpl.figure.prototype.mouse_event = function (event, name) {
+    if (name === 'button_press') {
+        this.canvas.focus();
+        this.canvas_div.focus();
+    }
+
+    // from https://stackoverflow.com/q/1114465
+    var boundingRect = this.canvas.getBoundingClientRect();
+    var x = (event.clientX - boundingRect.left) * this.ratio;
+    var y = (event.clientY - boundingRect.top) * this.ratio;
+
+    this.send_message(name, {
+        x: x,
+        y: y,
+        button: event.button,
+        step: event.step,
+        buttons: event.buttons,
+        modifiers: getModifiers(event),
+        guiEvent: simpleKeys(event),
+    });
+
+    return false;
+};
+
+mpl.figure.prototype._key_event_extra = function (_event, _name) {
+    // Handle any extra behaviour associated with a key event
+};
+
+mpl.figure.prototype.key_event = function (event, name) {
+    // Prevent repeat events
+    if (name === 'key_press') {
+        if (event.key === this._key) {
+            return;
+        } else {
+            this._key = event.key;
+        }
+    }
+    if (name === 'key_release') {
+        this._key = null;
+    }
+
+    var value = '';
+    if (event.ctrlKey && event.key !== 'Control') {
+        value += 'ctrl+';
+    }
+    else if (event.altKey && event.key !== 'Alt') {
+        value += 'alt+';
+    }
+    else if (event.shiftKey && event.key !== 'Shift') {
+        value += 'shift+';
+    }
+
+    value += 'k' + event.key;
+
+    this._key_event_extra(event, name);
+
+    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
+    return false;
+};
+
+mpl.figure.prototype.toolbar_button_onclick = function (name) {
+    if (name === 'download') {
+        this.handle_save(this, null);
+    } else {
+        this.send_message('toolbar_button', { name: name });
+    }
+};
+
+mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
+    this.message.textContent = tooltip;
+};
+
+///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
+// prettier-ignore
+var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
+mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o", "download"]];
+
+mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif", "webp"];
+
+mpl.default_extension = "png";/* global mpl */
+
+var comm_websocket_adapter = function (comm) {
+    // Create a "websocket"-like object which calls the given IPython comm
+    // object with the appropriate methods. Currently this is a non binary
+    // socket, so there is still some room for performance tuning.
+    var ws = {};
+
+    ws.binaryType = comm.kernel.ws.binaryType;
+    ws.readyState = comm.kernel.ws.readyState;
+    function updateReadyState(_event) {
+        if (comm.kernel.ws) {
+            ws.readyState = comm.kernel.ws.readyState;
+        } else {
+            ws.readyState = 3; // Closed state.
+        }
+    }
+    comm.kernel.ws.addEventListener('open', updateReadyState);
+    comm.kernel.ws.addEventListener('close', updateReadyState);
+    comm.kernel.ws.addEventListener('error', updateReadyState);
+
+    ws.close = function () {
+        comm.close();
+    };
+    ws.send = function (m) {
+        //console.log('sending', m);
+        comm.send(m);
+    };
+    // Register the callback with on_msg.
+    comm.on_msg(function (msg) {
+        //console.log('receiving', msg['content']['data'], msg);
+        var data = msg['content']['data'];
+        if (data['blob'] !== undefined) {
+            data = {
+                data: new Blob(msg['buffers'], { type: data['blob'] }),
+            };
+        }
+        // Pass the mpl event to the overridden (by mpl) onmessage function.
+        ws.onmessage(data);
+    });
+    return ws;
+};
+
+mpl.mpl_figure_comm = function (comm, msg) {
+    // This is the function which gets called when the mpl process
+    // starts-up an IPython Comm through the "matplotlib" channel.
+
+    var id = msg.content.data.id;
+    // Get hold of the div created by the display call when the Comm
+    // socket was opened in Python.
+    var element = document.getElementById(id);
+    var ws_proxy = comm_websocket_adapter(comm);
+
+    function ondownload(figure, _format) {
+        window.open(figure.canvas.toDataURL());
+    }
+
+    var fig = new mpl.figure(id, ws_proxy, ondownload, element);
+
+    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
+    // web socket which is closed, not our websocket->open comm proxy.
+    ws_proxy.onopen();
+
+    fig.parent_element = element;
+    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
+    if (!fig.cell_info) {
+        console.error('Failed to find cell for figure', id, fig);
+        return;
+    }
+    fig.cell_info[0].output_area.element.on(
+        'cleared',
+        { fig: fig },
+        fig._remove_fig_handler
+    );
+};
+
+mpl.figure.prototype.handle_close = function (fig, msg) {
+    var width = fig.canvas.width / fig.ratio;
+    fig.cell_info[0].output_area.element.off(
+        'cleared',
+        fig._remove_fig_handler
+    );
+    fig.resizeObserverInstance.unobserve(fig.canvas_div);
+
+    // Update the output cell to use the data from the current canvas.
+    fig.push_to_output();
+    var dataURL = fig.canvas.toDataURL();
+    // Re-enable the keyboard manager in IPython - without this line, in FF,
+    // the notebook keyboard shortcuts fail.
+    IPython.keyboard_manager.enable();
+    fig.parent_element.innerHTML =
+        '<img src="' + dataURL + '" width="' + width + '">';
+    fig.close_ws(fig, msg);
+};
+
+mpl.figure.prototype.close_ws = function (fig, msg) {
+    fig.send_message('closing', msg);
+    // fig.ws.close()
+};
+
+mpl.figure.prototype.push_to_output = function (_remove_interactive) {
+    // Turn the data on the canvas into data in the output cell.
+    var width = this.canvas.width / this.ratio;
+    var dataURL = this.canvas.toDataURL();
+    this.cell_info[1]['text/html'] =
+        '<img src="' + dataURL + '" width="' + width + '">';
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Tell IPython that the notebook contents must change.
+    IPython.notebook.set_dirty(true);
+    this.send_message('ack', {});
+    var fig = this;
+    // Wait a second, then push the new image to the DOM so
+    // that it is saved nicely (might be nice to debounce this).
+    setTimeout(function () {
+        fig.push_to_output();
+    }, 1000);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'btn-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'btn-group';
+    var button;
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'btn-group';
+            continue;
+        }
+
+        button = fig.buttons[name] = document.createElement('button');
+        button.classList = 'btn btn-default';
+        button.href = '#';
+        button.title = name;
+        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    // Add the status bar.
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message pull-right';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+
+    // Add the close button to the window.
+    var buttongrp = document.createElement('div');
+    buttongrp.classList = 'btn-group inline pull-right';
+    button = document.createElement('button');
+    button.classList = 'btn btn-mini btn-primary';
+    button.href = '#';
+    button.title = 'Stop Interaction';
+    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
+    button.addEventListener('click', function (_evt) {
+        fig.handle_close(fig, {});
+    });
+    button.addEventListener(
+        'mouseover',
+        on_mouseover_closure('Stop Interaction')
+    );
+    buttongrp.appendChild(button);
+    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
+    titlebar.insertBefore(buttongrp, titlebar.firstChild);
+};
+
+mpl.figure.prototype._remove_fig_handler = function (event) {
+    var fig = event.data.fig;
+    if (event.target !== this) {
+        // Ignore bubbled events from children.
+        return;
+    }
+    fig.close_ws(fig, {});
+};
+
+mpl.figure.prototype._root_extra_style = function (el) {
+    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
+};
+
+mpl.figure.prototype._canvas_extra_style = function (el) {
+    // this is important to make the div 'focusable
+    el.setAttribute('tabindex', 0);
+    // reach out to IPython and tell the keyboard manager to turn it's self
+    // off when our div gets focus
+
+    // location in version 3
+    if (IPython.notebook.keyboard_manager) {
+        IPython.notebook.keyboard_manager.register_events(el);
+    } else {
+        // location in version 2
+        IPython.keyboard_manager.register_events(el);
+    }
+};
+
+mpl.figure.prototype._key_event_extra = function (event, _name) {
+    // Check for shift+enter
+    if (event.shiftKey && event.which === 13) {
+        this.canvas_div.blur();
+        // select the cell after this one
+        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
+        IPython.notebook.select(index + 1);
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    fig.ondownload(fig, null);
+};
+
+mpl.find_output_cell = function (html_output) {
+    // Return the cell and output element which can be found *uniquely* in the notebook.
+    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
+    // IPython event is triggered only after the cells have been serialised, which for
+    // our purposes (turning an active figure into a static one), is too late.
+    var cells = IPython.notebook.get_cells();
+    var ncells = cells.length;
+    for (var i = 0; i < ncells; i++) {
+        var cell = cells[i];
+        if (cell.cell_type === 'code') {
+            for (var j = 0; j < cell.output_area.outputs.length; j++) {
+                var data = cell.output_area.outputs[j];
+                if (data.data) {
+                    // IPython >= 3 moved mimebundle to data attribute of output
+                    data = data.data;
+                }
+                if (data['text/html'] === html_output) {
+                    return [cell, data, j];
+                }
+            }
+        }
+    }
+};
+
+// Register the function which deals with the matplotlib target/channel.
+// The kernel may be null if the page has been refreshed.
+if (IPython.notebook.kernel !== null) {
+    IPython.notebook.kernel.comm_manager.register_target(
+        'matplotlib',
+        mpl.mpl_figure_comm
+    );
+}
+
+</script></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<div id='dd4dd91e-d9dc-4c11-bc69-bd2ce818d9df'></div></div>
+</div>
+</section>
+<section id="User-supplied-transfer-function">
+<h1>User-supplied transfer function<a class="headerlink" href="#User-supplied-transfer-function" title="Link to this heading">¶</a></h1>
+<p>In an experimental situation, it is sometimes best to simply <em>measure</em> the transfer function of the transmission line and then apply (the inverse of) that transfer function to the system.</p>
+<p>This is done with ripasso’s <code class="docutils literal notranslate"><span class="pre">applyCustomTransferFunction</span></code>.</p>
+<p>In the following example, we invite the user to experiment with <code class="docutils literal notranslate"><span class="pre">tf_noise_amp</span></code> to see the drastic effect of low filter function values. In a real experiment, some care should be taken to provide a very smooth transfer function, either by heavy averaging or by curve fitting to a sane model (or both).</p>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[9]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Lets first make some semi-realistic transfer function</span>
+
+<span class="n">tf_points</span> <span class="o">=</span> <span class="mi">500</span>
+
+<span class="n">tf_freq</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1000</span><span class="p">,</span> <span class="n">tf_points</span><span class="p">)</span>
+<span class="n">tf_amp</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">tf_points</span><span class="p">)</span>
+<span class="n">tf_amp</span> <span class="o">+=</span> <span class="n">np</span><span class="o">.</span><span class="n">hanning</span><span class="p">(</span><span class="mi">2</span> <span class="o">*</span> <span class="n">tf_points</span><span class="p">)[</span><span class="n">tf_points</span><span class="p">:][::</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>  <span class="c1"># A high-pass</span>
+<span class="n">tf_amp</span> <span class="o">+=</span> <span class="p">(</span>
+    <span class="mf">0.1</span>  <span class="c1"># Note: a transfer function with very low values give unphysical compensation</span>
+<span class="p">)</span>
+<span class="n">tf_amp</span> <span class="o">/=</span> <span class="n">tf_amp</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
+
+<span class="c1"># and some experimental noise</span>
+<span class="n">tf_noise_amp</span> <span class="o">=</span> <span class="mf">0.02</span>
+<span class="n">tf_amp</span> <span class="o">+=</span> <span class="p">(</span>
+    <span class="n">np</span><span class="o">.</span><span class="n">convolve</span><span class="p">(</span><span class="mf">0.02</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randn</span><span class="p">(</span><span class="n">tf_points</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="mf">0.5</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">]),</span> <span class="n">mode</span><span class="o">=</span><span class="s2">&quot;same&quot;</span><span class="p">)</span>
+    <span class="o">/</span> <span class="mi">2</span>
+<span class="p">)</span>
+
+<span class="c1"># And then our favourite signal: the square wave</span>
+
+<span class="n">sig_points</span> <span class="o">=</span> <span class="mi">1000</span>
+<span class="n">signal</span> <span class="o">=</span> <span class="n">squarewave</span><span class="p">(</span><span class="n">sig_points</span><span class="p">,</span> <span class="n">periods</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span> <span class="o">+</span> <span class="mf">0.01</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randn</span><span class="p">(</span><span class="mi">1000</span><span class="p">)</span>
+<span class="n">SR</span> <span class="o">=</span> <span class="mi">2000</span>  <span class="c1"># We pretend that the signal was sampled with this sample rate</span>
+<span class="n">time</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">sig_points</span> <span class="o">/</span> <span class="n">SR</span><span class="p">,</span> <span class="n">sig_points</span><span class="p">)</span>
+
+<span class="c1"># Then we may apply the filter we made</span>
+
+<span class="n">signal_filtered</span> <span class="o">=</span> <span class="n">applyCustomTransferFunction</span><span class="p">(</span><span class="n">signal</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">tf_freq</span><span class="p">,</span> <span class="n">tf_amp</span><span class="p">)</span>
+
+<span class="c1"># Or conversely, we may apply its inverse</span>
+
+<span class="n">signal_compensated</span> <span class="o">=</span> <span class="n">applyCustomTransferFunction</span><span class="p">(</span>
+    <span class="n">signal</span><span class="p">,</span> <span class="n">SR</span><span class="p">,</span> <span class="n">tf_freq</span><span class="p">,</span> <span class="n">tf_amp</span><span class="p">,</span> <span class="n">invert</span><span class="o">=</span><span class="kc">True</span>
+<span class="p">)</span>
+
+<span class="c1"># Finally, it&#39;s nice to visualise things</span>
+
+<span class="n">fig</span><span class="p">,</span> <span class="n">axs</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">tf_freq</span><span class="p">,</span> <span class="n">tf_amp</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Freq. (Hz)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Transfer func.&quot;</span><span class="p">)</span>
+
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">signal</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;#ff9900&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Time (s)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Sig. ampl. (arb. un.)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Input&quot;</span><span class="p">)</span>
+
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">signal_filtered</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;#339966&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Time (s)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Sig. ampl. (arb. un.)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Filtered&quot;</span><span class="p">)</span>
+
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">signal_compensated</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;#990033&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Time (s)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Sig.ampl. (arb. un.)&quot;</span><span class="p">)</span>
+<span class="n">axs</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Compensated&quot;</span><span class="p">)</span>
+
+<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="output_javascript"></div>
+<script type="text/javascript">
+var element = document.currentScript.previousSibling.previousSibling;
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+/* global mpl */
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+
+mpl.get_websocket_type = function () {
+    if (typeof WebSocket !== 'undefined') {
+        return WebSocket;
+    } else if (typeof MozWebSocket !== 'undefined') {
+        return MozWebSocket;
+    } else {
+        alert(
+            'Your browser does not have WebSocket support. ' +
+                'Please try Chrome, Safari or Firefox ≥ 6. ' +
+                'Firefox 4 and 5 are also supported but you ' +
+                'have to enable WebSockets in about:config.'
+        );
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+};
+
+mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
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+
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+            // Full images could contain transparency (where diff images
+            // almost always do), so we need to clear the canvas so that
+            // there is no ghosting.
+            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);
+        }
+        fig.context.drawImage(fig.imageObj, 0, 0);
+    };
+
+    this.imageObj.onunload = function () {
+        fig.ws.close();
+    };
+
+    this.ws.onmessage = this._make_on_message_function(this);
+
+    this.ondownload = ondownload;
+};
+
+mpl.figure.prototype._init_header = function () {
+    var titlebar = document.createElement('div');
+    titlebar.classList =
+        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';
+    var titletext = document.createElement('div');
+    titletext.classList = 'ui-dialog-title';
+    titletext.setAttribute(
+        'style',
+        'width: 100%; text-align: center; padding: 3px;'
+    );
+    titlebar.appendChild(titletext);
+    this.root.appendChild(titlebar);
+    this.header = titletext;
+};
+
+mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._root_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._init_canvas = function () {
+    var fig = this;
+
+    var canvas_div = (this.canvas_div = document.createElement('div'));
+    canvas_div.setAttribute('tabindex', '0');
+    canvas_div.setAttribute(
+        'style',
+        'border: 1px solid #ddd;' +
+            'box-sizing: content-box;' +
+            'clear: both;' +
+            'min-height: 1px;' +
+            'min-width: 1px;' +
+            'outline: 0;' +
+            'overflow: hidden;' +
+            'position: relative;' +
+            'resize: both;' +
+            'z-index: 2;'
+    );
+
+    function on_keyboard_event_closure(name) {
+        return function (event) {
+            return fig.key_event(event, name);
+        };
+    }
+
+    canvas_div.addEventListener(
+        'keydown',
+        on_keyboard_event_closure('key_press')
+    );
+    canvas_div.addEventListener(
+        'keyup',
+        on_keyboard_event_closure('key_release')
+    );
+
+    this._canvas_extra_style(canvas_div);
+    this.root.appendChild(canvas_div);
+
+    var canvas = (this.canvas = document.createElement('canvas'));
+    canvas.classList.add('mpl-canvas');
+    canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'pointer-events: none;' +
+            'position: relative;' +
+            'z-index: 0;'
+    );
+
+    this.context = canvas.getContext('2d');
+
+    var backingStore =
+        this.context.backingStorePixelRatio ||
+        this.context.webkitBackingStorePixelRatio ||
+        this.context.mozBackingStorePixelRatio ||
+        this.context.msBackingStorePixelRatio ||
+        this.context.oBackingStorePixelRatio ||
+        this.context.backingStorePixelRatio ||
+        1;
+
+    this.ratio = (window.devicePixelRatio || 1) / backingStore;
+
+    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
+        'canvas'
+    ));
+    rubberband_canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'left: 0;' +
+            'pointer-events: none;' +
+            'position: absolute;' +
+            'top: 0;' +
+            'z-index: 1;'
+    );
+
+    // Apply a ponyfill if ResizeObserver is not implemented by browser.
+    if (this.ResizeObserver === undefined) {
+        if (window.ResizeObserver !== undefined) {
+            this.ResizeObserver = window.ResizeObserver;
+        } else {
+            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
+            this.ResizeObserver = obs.ResizeObserver;
+        }
+    }
+
+    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
+        // There's no need to resize if the WebSocket is not connected:
+        // - If it is still connecting, then we will get an initial resize from
+        //   Python once it connects.
+        // - If it has disconnected, then resizing will clear the canvas and
+        //   never get anything back to refill it, so better to not resize and
+        //   keep something visible.
+        if (fig.ws.readyState != 1) {
+            return;
+        }
+        var nentries = entries.length;
+        for (var i = 0; i < nentries; i++) {
+            var entry = entries[i];
+            var width, height;
+            if (entry.contentBoxSize) {
+                if (entry.contentBoxSize instanceof Array) {
+                    // Chrome 84 implements new version of spec.
+                    width = entry.contentBoxSize[0].inlineSize;
+                    height = entry.contentBoxSize[0].blockSize;
+                } else {
+                    // Firefox implements old version of spec.
+                    width = entry.contentBoxSize.inlineSize;
+                    height = entry.contentBoxSize.blockSize;
+                }
+            } else {
+                // Chrome <84 implements even older version of spec.
+                width = entry.contentRect.width;
+                height = entry.contentRect.height;
+            }
+
+            // Keep the size of the canvas and rubber band canvas in sync with
+            // the canvas container.
+            if (entry.devicePixelContentBoxSize) {
+                // Chrome 84 implements new version of spec.
+                canvas.setAttribute(
+                    'width',
+                    entry.devicePixelContentBoxSize[0].inlineSize
+                );
+                canvas.setAttribute(
+                    'height',
+                    entry.devicePixelContentBoxSize[0].blockSize
+                );
+            } else {
+                canvas.setAttribute('width', width * fig.ratio);
+                canvas.setAttribute('height', height * fig.ratio);
+            }
+            /* This rescales the canvas back to display pixels, so that it
+             * appears correct on HiDPI screens. */
+            canvas.style.width = width + 'px';
+            canvas.style.height = height + 'px';
+
+            rubberband_canvas.setAttribute('width', width);
+            rubberband_canvas.setAttribute('height', height);
+
+            // And update the size in Python. We ignore the initial 0/0 size
+            // that occurs as the element is placed into the DOM, which should
+            // otherwise not happen due to the minimum size styling.
+            if (width != 0 && height != 0) {
+                fig.request_resize(width, height);
+            }
+        }
+    });
+    this.resizeObserverInstance.observe(canvas_div);
+
+    function on_mouse_event_closure(name) {
+        /* User Agent sniffing is bad, but WebKit is busted:
+         * https://bugs.webkit.org/show_bug.cgi?id=144526
+         * https://bugs.webkit.org/show_bug.cgi?id=181818
+         * The worst that happens here is that they get an extra browser
+         * selection when dragging, if this check fails to catch them.
+         */
+        var UA = navigator.userAgent;
+        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);
+        if(isWebKit) {
+            return function (event) {
+                /* This prevents the web browser from automatically changing to
+                 * the text insertion cursor when the button is pressed. We
+                 * want to control all of the cursor setting manually through
+                 * the 'cursor' event from matplotlib */
+                event.preventDefault()
+                return fig.mouse_event(event, name);
+            };
+        } else {
+            return function (event) {
+                return fig.mouse_event(event, name);
+            };
+        }
+    }
+
+    canvas_div.addEventListener(
+        'mousedown',
+        on_mouse_event_closure('button_press')
+    );
+    canvas_div.addEventListener(
+        'mouseup',
+        on_mouse_event_closure('button_release')
+    );
+    canvas_div.addEventListener(
+        'dblclick',
+        on_mouse_event_closure('dblclick')
+    );
+    // Throttle sequential mouse events to 1 every 20ms.
+    canvas_div.addEventListener(
+        'mousemove',
+        on_mouse_event_closure('motion_notify')
+    );
+
+    canvas_div.addEventListener(
+        'mouseenter',
+        on_mouse_event_closure('figure_enter')
+    );
+    canvas_div.addEventListener(
+        'mouseleave',
+        on_mouse_event_closure('figure_leave')
+    );
+
+    canvas_div.addEventListener('wheel', function (event) {
+        if (event.deltaY < 0) {
+            event.step = 1;
+        } else {
+            event.step = -1;
+        }
+        on_mouse_event_closure('scroll')(event);
+    });
+
+    canvas_div.appendChild(canvas);
+    canvas_div.appendChild(rubberband_canvas);
+
+    this.rubberband_context = rubberband_canvas.getContext('2d');
+    this.rubberband_context.strokeStyle = '#000000';
+
+    this._resize_canvas = function (width, height, forward) {
+        if (forward) {
+            canvas_div.style.width = width + 'px';
+            canvas_div.style.height = height + 'px';
+        }
+    };
+
+    // Disable right mouse context menu.
+    canvas_div.addEventListener('contextmenu', function (_e) {
+        event.preventDefault();
+        return false;
+    });
+
+    function set_focus() {
+        canvas.focus();
+        canvas_div.focus();
+    }
+
+    window.setTimeout(set_focus, 100);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'mpl-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'mpl-button-group';
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'mpl-button-group';
+            continue;
+        }
+
+        var button = (fig.buttons[name] = document.createElement('button'));
+        button.classList = 'mpl-widget';
+        button.setAttribute('role', 'button');
+        button.setAttribute('aria-disabled', 'false');
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+
+        var icon_img = document.createElement('img');
+        icon_img.src = '_images/' + image + '.png';
+        icon_img.srcset = '_images/' + image + '_large.png 2x';
+        icon_img.alt = tooltip;
+        button.appendChild(icon_img);
+
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    var fmt_picker = document.createElement('select');
+    fmt_picker.classList = 'mpl-widget';
+    toolbar.appendChild(fmt_picker);
+    this.format_dropdown = fmt_picker;
+
+    for (var ind in mpl.extensions) {
+        var fmt = mpl.extensions[ind];
+        var option = document.createElement('option');
+        option.selected = fmt === mpl.default_extension;
+        option.innerHTML = fmt;
+        fmt_picker.appendChild(option);
+    }
+
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+};
+
+mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
+    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
+    // which will in turn request a refresh of the image.
+    this.send_message('resize', { width: x_pixels, height: y_pixels });
+};
+
+mpl.figure.prototype.send_message = function (type, properties) {
+    properties['type'] = type;
+    properties['figure_id'] = this.id;
+    this.ws.send(JSON.stringify(properties));
+};
+
+mpl.figure.prototype.send_draw_message = function () {
+    if (!this.waiting) {
+        this.waiting = true;
+        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    var format_dropdown = fig.format_dropdown;
+    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
+    fig.ondownload(fig, format);
+};
+
+mpl.figure.prototype.handle_resize = function (fig, msg) {
+    var size = msg['size'];
+    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
+        fig._resize_canvas(size[0], size[1], msg['forward']);
+        fig.send_message('refresh', {});
+    }
+};
+
+mpl.figure.prototype.handle_rubberband = function (fig, msg) {
+    var x0 = msg['x0'] / fig.ratio;
+    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
+    var x1 = msg['x1'] / fig.ratio;
+    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
+    x0 = Math.floor(x0) + 0.5;
+    y0 = Math.floor(y0) + 0.5;
+    x1 = Math.floor(x1) + 0.5;
+    y1 = Math.floor(y1) + 0.5;
+    var min_x = Math.min(x0, x1);
+    var min_y = Math.min(y0, y1);
+    var width = Math.abs(x1 - x0);
+    var height = Math.abs(y1 - y0);
+
+    fig.rubberband_context.clearRect(
+        0,
+        0,
+        fig.canvas.width / fig.ratio,
+        fig.canvas.height / fig.ratio
+    );
+
+    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
+};
+
+mpl.figure.prototype.handle_figure_label = function (fig, msg) {
+    // Updates the figure title.
+    fig.header.textContent = msg['label'];
+};
+
+mpl.figure.prototype.handle_cursor = function (fig, msg) {
+    fig.canvas_div.style.cursor = msg['cursor'];
+};
+
+mpl.figure.prototype.handle_message = function (fig, msg) {
+    fig.message.textContent = msg['message'];
+};
+
+mpl.figure.prototype.handle_draw = function (fig, _msg) {
+    // Request the server to send over a new figure.
+    fig.send_draw_message();
+};
+
+mpl.figure.prototype.handle_image_mode = function (fig, msg) {
+    fig.image_mode = msg['mode'];
+};
+
+mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
+    for (var key in msg) {
+        if (!(key in fig.buttons)) {
+            continue;
+        }
+        fig.buttons[key].disabled = !msg[key];
+        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
+    }
+};
+
+mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
+    if (msg['mode'] === 'PAN') {
+        fig.buttons['Pan'].classList.add('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    } else if (msg['mode'] === 'ZOOM') {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.add('active');
+    } else {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    }
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Called whenever the canvas gets updated.
+    this.send_message('ack', {});
+};
+
+// A function to construct a web socket function for onmessage handling.
+// Called in the figure constructor.
+mpl.figure.prototype._make_on_message_function = function (fig) {
+    return function socket_on_message(evt) {
+        if (evt.data instanceof Blob) {
+            var img = evt.data;
+            if (img.type !== 'image/png') {
+                /* FIXME: We get "Resource interpreted as Image but
+                 * transferred with MIME type text/plain:" errors on
+                 * Chrome.  But how to set the MIME type?  It doesn't seem
+                 * to be part of the websocket stream */
+                img.type = 'image/png';
+            }
+
+            /* Free the memory for the previous frames */
+            if (fig.imageObj.src) {
+                (window.URL || window.webkitURL).revokeObjectURL(
+                    fig.imageObj.src
+                );
+            }
+
+            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
+                img
+            );
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        } else if (
+            typeof evt.data === 'string' &&
+            evt.data.slice(0, 21) === 'data:image/png;base64'
+        ) {
+            fig.imageObj.src = evt.data;
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        }
+
+        var msg = JSON.parse(evt.data);
+        var msg_type = msg['type'];
+
+        // Call the  "handle_{type}" callback, which takes
+        // the figure and JSON message as its only arguments.
+        try {
+            var callback = fig['handle_' + msg_type];
+        } catch (e) {
+            console.log(
+                "No handler for the '" + msg_type + "' message type: ",
+                msg
+            );
+            return;
+        }
+
+        if (callback) {
+            try {
+                // console.log("Handling '" + msg_type + "' message: ", msg);
+                callback(fig, msg);
+            } catch (e) {
+                console.log(
+                    "Exception inside the 'handler_" + msg_type + "' callback:",
+                    e,
+                    e.stack,
+                    msg
+                );
+            }
+        }
+    };
+};
+
+function getModifiers(event) {
+    var mods = [];
+    if (event.ctrlKey) {
+        mods.push('ctrl');
+    }
+    if (event.altKey) {
+        mods.push('alt');
+    }
+    if (event.shiftKey) {
+        mods.push('shift');
+    }
+    if (event.metaKey) {
+        mods.push('meta');
+    }
+    return mods;
+}
+
+/*
+ * return a copy of an object with only non-object keys
+ * we need this to avoid circular references
+ * https://stackoverflow.com/a/24161582/3208463
+ */
+function simpleKeys(original) {
+    return Object.keys(original).reduce(function (obj, key) {
+        if (typeof original[key] !== 'object') {
+            obj[key] = original[key];
+        }
+        return obj;
+    }, {});
+}
+
+mpl.figure.prototype.mouse_event = function (event, name) {
+    if (name === 'button_press') {
+        this.canvas.focus();
+        this.canvas_div.focus();
+    }
+
+    // from https://stackoverflow.com/q/1114465
+    var boundingRect = this.canvas.getBoundingClientRect();
+    var x = (event.clientX - boundingRect.left) * this.ratio;
+    var y = (event.clientY - boundingRect.top) * this.ratio;
+
+    this.send_message(name, {
+        x: x,
+        y: y,
+        button: event.button,
+        step: event.step,
+        buttons: event.buttons,
+        modifiers: getModifiers(event),
+        guiEvent: simpleKeys(event),
+    });
+
+    return false;
+};
+
+mpl.figure.prototype._key_event_extra = function (_event, _name) {
+    // Handle any extra behaviour associated with a key event
+};
+
+mpl.figure.prototype.key_event = function (event, name) {
+    // Prevent repeat events
+    if (name === 'key_press') {
+        if (event.key === this._key) {
+            return;
+        } else {
+            this._key = event.key;
+        }
+    }
+    if (name === 'key_release') {
+        this._key = null;
+    }
+
+    var value = '';
+    if (event.ctrlKey && event.key !== 'Control') {
+        value += 'ctrl+';
+    }
+    else if (event.altKey && event.key !== 'Alt') {
+        value += 'alt+';
+    }
+    else if (event.shiftKey && event.key !== 'Shift') {
+        value += 'shift+';
+    }
+
+    value += 'k' + event.key;
+
+    this._key_event_extra(event, name);
+
+    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
+    return false;
+};
+
+mpl.figure.prototype.toolbar_button_onclick = function (name) {
+    if (name === 'download') {
+        this.handle_save(this, null);
+    } else {
+        this.send_message('toolbar_button', { name: name });
+    }
+};
+
+mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
+    this.message.textContent = tooltip;
+};
+
+///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
+// prettier-ignore
+var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
+mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o", "download"]];
+
+mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif", "webp"];
+
+mpl.default_extension = "png";/* global mpl */
+
+var comm_websocket_adapter = function (comm) {
+    // Create a "websocket"-like object which calls the given IPython comm
+    // object with the appropriate methods. Currently this is a non binary
+    // socket, so there is still some room for performance tuning.
+    var ws = {};
+
+    ws.binaryType = comm.kernel.ws.binaryType;
+    ws.readyState = comm.kernel.ws.readyState;
+    function updateReadyState(_event) {
+        if (comm.kernel.ws) {
+            ws.readyState = comm.kernel.ws.readyState;
+        } else {
+            ws.readyState = 3; // Closed state.
+        }
+    }
+    comm.kernel.ws.addEventListener('open', updateReadyState);
+    comm.kernel.ws.addEventListener('close', updateReadyState);
+    comm.kernel.ws.addEventListener('error', updateReadyState);
+
+    ws.close = function () {
+        comm.close();
+    };
+    ws.send = function (m) {
+        //console.log('sending', m);
+        comm.send(m);
+    };
+    // Register the callback with on_msg.
+    comm.on_msg(function (msg) {
+        //console.log('receiving', msg['content']['data'], msg);
+        var data = msg['content']['data'];
+        if (data['blob'] !== undefined) {
+            data = {
+                data: new Blob(msg['buffers'], { type: data['blob'] }),
+            };
+        }
+        // Pass the mpl event to the overridden (by mpl) onmessage function.
+        ws.onmessage(data);
+    });
+    return ws;
+};
+
+mpl.mpl_figure_comm = function (comm, msg) {
+    // This is the function which gets called when the mpl process
+    // starts-up an IPython Comm through the "matplotlib" channel.
+
+    var id = msg.content.data.id;
+    // Get hold of the div created by the display call when the Comm
+    // socket was opened in Python.
+    var element = document.getElementById(id);
+    var ws_proxy = comm_websocket_adapter(comm);
+
+    function ondownload(figure, _format) {
+        window.open(figure.canvas.toDataURL());
+    }
+
+    var fig = new mpl.figure(id, ws_proxy, ondownload, element);
+
+    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
+    // web socket which is closed, not our websocket->open comm proxy.
+    ws_proxy.onopen();
+
+    fig.parent_element = element;
+    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
+    if (!fig.cell_info) {
+        console.error('Failed to find cell for figure', id, fig);
+        return;
+    }
+    fig.cell_info[0].output_area.element.on(
+        'cleared',
+        { fig: fig },
+        fig._remove_fig_handler
+    );
+};
+
+mpl.figure.prototype.handle_close = function (fig, msg) {
+    var width = fig.canvas.width / fig.ratio;
+    fig.cell_info[0].output_area.element.off(
+        'cleared',
+        fig._remove_fig_handler
+    );
+    fig.resizeObserverInstance.unobserve(fig.canvas_div);
+
+    // Update the output cell to use the data from the current canvas.
+    fig.push_to_output();
+    var dataURL = fig.canvas.toDataURL();
+    // Re-enable the keyboard manager in IPython - without this line, in FF,
+    // the notebook keyboard shortcuts fail.
+    IPython.keyboard_manager.enable();
+    fig.parent_element.innerHTML =
+        '<img src="' + dataURL + '" width="' + width + '">';
+    fig.close_ws(fig, msg);
+};
+
+mpl.figure.prototype.close_ws = function (fig, msg) {
+    fig.send_message('closing', msg);
+    // fig.ws.close()
+};
+
+mpl.figure.prototype.push_to_output = function (_remove_interactive) {
+    // Turn the data on the canvas into data in the output cell.
+    var width = this.canvas.width / this.ratio;
+    var dataURL = this.canvas.toDataURL();
+    this.cell_info[1]['text/html'] =
+        '<img src="' + dataURL + '" width="' + width + '">';
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Tell IPython that the notebook contents must change.
+    IPython.notebook.set_dirty(true);
+    this.send_message('ack', {});
+    var fig = this;
+    // Wait a second, then push the new image to the DOM so
+    // that it is saved nicely (might be nice to debounce this).
+    setTimeout(function () {
+        fig.push_to_output();
+    }, 1000);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'btn-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'btn-group';
+    var button;
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'btn-group';
+            continue;
+        }
+
+        button = fig.buttons[name] = document.createElement('button');
+        button.classList = 'btn btn-default';
+        button.href = '#';
+        button.title = name;
+        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    // Add the status bar.
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message pull-right';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+
+    // Add the close button to the window.
+    var buttongrp = document.createElement('div');
+    buttongrp.classList = 'btn-group inline pull-right';
+    button = document.createElement('button');
+    button.classList = 'btn btn-mini btn-primary';
+    button.href = '#';
+    button.title = 'Stop Interaction';
+    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
+    button.addEventListener('click', function (_evt) {
+        fig.handle_close(fig, {});
+    });
+    button.addEventListener(
+        'mouseover',
+        on_mouseover_closure('Stop Interaction')
+    );
+    buttongrp.appendChild(button);
+    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
+    titlebar.insertBefore(buttongrp, titlebar.firstChild);
+};
+
+mpl.figure.prototype._remove_fig_handler = function (event) {
+    var fig = event.data.fig;
+    if (event.target !== this) {
+        // Ignore bubbled events from children.
+        return;
+    }
+    fig.close_ws(fig, {});
+};
+
+mpl.figure.prototype._root_extra_style = function (el) {
+    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
+};
+
+mpl.figure.prototype._canvas_extra_style = function (el) {
+    // this is important to make the div 'focusable
+    el.setAttribute('tabindex', 0);
+    // reach out to IPython and tell the keyboard manager to turn it's self
+    // off when our div gets focus
+
+    // location in version 3
+    if (IPython.notebook.keyboard_manager) {
+        IPython.notebook.keyboard_manager.register_events(el);
+    } else {
+        // location in version 2
+        IPython.keyboard_manager.register_events(el);
+    }
+};
+
+mpl.figure.prototype._key_event_extra = function (event, _name) {
+    // Check for shift+enter
+    if (event.shiftKey && event.which === 13) {
+        this.canvas_div.blur();
+        // select the cell after this one
+        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
+        IPython.notebook.select(index + 1);
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    fig.ondownload(fig, null);
+};
+
+mpl.find_output_cell = function (html_output) {
+    // Return the cell and output element which can be found *uniquely* in the notebook.
+    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
+    // IPython event is triggered only after the cells have been serialised, which for
+    // our purposes (turning an active figure into a static one), is too late.
+    var cells = IPython.notebook.get_cells();
+    var ncells = cells.length;
+    for (var i = 0; i < ncells; i++) {
+        var cell = cells[i];
+        if (cell.cell_type === 'code') {
+            for (var j = 0; j < cell.output_area.outputs.length; j++) {
+                var data = cell.output_area.outputs[j];
+                if (data.data) {
+                    // IPython >= 3 moved mimebundle to data attribute of output
+                    data = data.data;
+                }
+                if (data['text/html'] === html_output) {
+                    return [cell, data, j];
+                }
+            }
+        }
+    }
+};
+
+// Register the function which deals with the matplotlib target/channel.
+// The kernel may be null if the page has been refreshed.
+if (IPython.notebook.kernel !== null) {
+    IPython.notebook.kernel.comm_manager.register_target(
+        'matplotlib',
+        mpl.mpl_figure_comm
+    );
+}
+
+</script></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<div id='a9566521-079d-4fd5-a0fe-0a8fccc8bf7b'></div></div>
+</div>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span>
+</pre></div>
+</div>
+</div>
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          <a class="next-page" href="Subsequences.html">
+              <div class="page-info">
+                <div class="context">
+                  <span>Next</span>
+                </div>
+                <div class="title">Subsequences</div>
+              </div>
+              <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
+            </a>
+          <a class="prev-page" href="Example_Write_Read_JSON.html">
+              <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
+              <div class="page-info">
+                <div class="context">
+                  <span>Previous</span>
+                </div>
+                
+                <div class="title">Read and Write from JSON file Tutorial</div>
+                
+              </div>
+            </a>
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2022, Microsoft Quantum
+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            
+          </div>
+          <div class="right-details">
+            
+          </div>
+        </div>
+        
+      </footer>
+    </div>
+    <aside class="toc-drawer no-toc">
+      
+      
+      
+    </aside>
+  </div>
+</div><script src="../_static/documentation_options.js?v=ed06f5ab"></script>
+    <script src="../_static/doctools.js?v=9bcbadda"></script>
+    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
+    <script>window.MathJax = {"tex": {"inlineMath": [["$", "$"], ["\\(", "\\)"]], "processEscapes": true}, "options": {"ignoreHtmlClass": "tex2jax_ignore|mathjax_ignore|document", "processHtmlClass": "tex2jax_process|mathjax_process|math|output_area"}}</script>
+    <script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
+    </body>
+</html>
\ No newline at end of file
diff --git a/examples/Filter_compensation.ipynb b/examples/Filter_compensation.ipynb
new file mode 100644
index 000000000..128d0ed64
--- /dev/null
+++ b/examples/Filter_compensation.ipynb
@@ -0,0 +1,4416 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Filter compensation with the ripasso module\n",
+    "\n",
+    "The broadbean module gets a helping hand from the ripasso module when it needs to compensate for transfer functions of transmission lines.\n",
+    "\n",
+    "The ripasso module lets us apply filters and their inverses to signals.\n",
+    "\n",
+    "The module has two built-in types of filter, namely an RC-circuit high-pass and an RC-circuit low-pass. The transfer functions are\n",
+    "\n",
+    "$$\n",
+    "H_n(f)=\\left(\\frac{2\\pi f\\mathrm{i}\\tau}{1+2\\pi f\\mathrm{i}\\tau }\\right)^{n},\n",
+    "$$\n",
+    "for the nth order high-pass and\n",
+    "$$\n",
+    "L_n(f)=\\left(\\frac{1}{1+2\\pi f\\mathrm{i}\\tau }\\right)^{n},\n",
+    "$$\n",
+    "for the nth order low-pass. The parameter $\\tau$ is one over the cut-off frequency.\n",
+    "\n",
+    "The inversion (filter compensation) is performed by mulitplying with the inverse transfer function in frequency space and transforming back to the time domain, e.g. for a given signal $s(t)$ and a high-pass filter of order n,\n",
+    "\n",
+    "$$\n",
+    "    s_\\text{filtered}(t) = \\mathcal{F}^{-1}[\\mathcal{F}[s](f)\\cdot H_n(f)](t)\n",
+    "$$\n",
+    "and\n",
+    "$$\n",
+    "    s_\\text{compensated}(t) = \\mathcal{F}^{-1}[\\mathcal{F}[s](f)\\cdot H_{-n}(f)](t).\n",
+    "$$\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:51.799540Z",
+     "iopub.status.busy": "2025-01-20T06:27:51.799370Z",
+     "iopub.status.idle": "2025-01-20T06:27:52.175289Z",
+     "shell.execute_reply": "2025-01-20T06:27:52.174759Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "%matplotlib notebook\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "\n",
+    "from broadbean.ripasso import (\n",
+    "    applyCustomTransferFunction,\n",
+    "    applyInverseRCFilter,\n",
+    "    applyRCFilter,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": true,
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:52.177459Z",
+     "iopub.status.busy": "2025-01-20T06:27:52.177038Z",
+     "iopub.status.idle": "2025-01-20T06:27:52.180418Z",
+     "shell.execute_reply": "2025-01-20T06:27:52.179977Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "def squarewave(npts, periods=5):\n",
+    "    periods = int(periods)\n",
+    "    array = np.zeros(npts)\n",
+    "\n",
+    "    for n in range(periods):\n",
+    "        array[int(n * npts / periods) : int((2 * n + 1) * npts / 2 / periods)] = 1\n",
+    "\n",
+    "    return array"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## RC Filters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:52.182154Z",
+     "iopub.status.busy": "2025-01-20T06:27:52.181829Z",
+     "iopub.status.idle": "2025-01-20T06:27:52.185963Z",
+     "shell.execute_reply": "2025-01-20T06:27:52.185542Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Let's make some signals!\n",
+    "\n",
+    "SR = int(10e3)\n",
+    "npts = int(10e3)\n",
+    "\n",
+    "f_cut = 12  # filter cut-off frequency (Hz)\n",
+    "\n",
+    "time = np.linspace(0, npts / SR, npts)\n",
+    "T = time[-1]\n",
+    "\n",
+    "signal1 = np.sin(2 * np.pi * 5 / T * time) + 0.7 * np.cos(2 * np.pi * 1 / T * time)\n",
+    "signal2 = squarewave(npts, periods=4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:52.187576Z",
+     "iopub.status.busy": "2025-01-20T06:27:52.187245Z",
+     "iopub.status.idle": "2025-01-20T06:27:52.191535Z",
+     "shell.execute_reply": "2025-01-20T06:27:52.191123Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Then we may high-pass them or low-pass them\n",
+    "\n",
+    "filtertype = \"HP\"\n",
+    "# filtertype = 'LP'\n",
+    "\n",
+    "signal1_filt = applyRCFilter(signal1, SR, filtertype, f_cut, order=1)\n",
+    "signal2_filt = applyRCFilter(signal2, SR, filtertype, f_cut, order=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:52.193194Z",
+     "iopub.status.busy": "2025-01-20T06:27:52.192864Z",
+     "iopub.status.idle": "2025-01-20T06:27:52.280609Z",
+     "shell.execute_reply": "2025-01-20T06:27:52.280175Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute('tabindex', '0');\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;' +\n",
+       "            'z-index: 2;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: relative;' +\n",
+       "            'z-index: 0;'\n",
+       "    );\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'left: 0;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: absolute;' +\n",
+       "            'top: 0;' +\n",
+       "            'z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        // There's no need to resize if the WebSocket is not connected:\n",
+       "        // - If it is still connecting, then we will get an initial resize from\n",
+       "        //   Python once it connects.\n",
+       "        // - If it has disconnected, then resizing will clear the canvas and\n",
+       "        //   never get anything back to refill it, so better to not resize and\n",
+       "        //   keep something visible.\n",
+       "        if (fig.ws.readyState != 1) {\n",
+       "            return;\n",
+       "        }\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            /* This rescales the canvas back to display pixels, so that it\n",
+       "             * appears correct on HiDPI screens. */\n",
+       "            canvas.style.width = width + 'px';\n",
+       "            canvas.style.height = height + 'px';\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
+       "         * The worst that happens here is that they get an extra browser\n",
+       "         * selection when dragging, if this check fails to catch them.\n",
+       "         */\n",
+       "        var UA = navigator.userAgent;\n",
+       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
+       "        if(isWebKit) {\n",
+       "            return function (event) {\n",
+       "                /* This prevents the web browser from automatically changing to\n",
+       "                 * the text insertion cursor when the button is pressed. We\n",
+       "                 * want to control all of the cursor setting manually through\n",
+       "                 * the 'cursor' event from matplotlib */\n",
+       "                event.preventDefault()\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        } else {\n",
+       "            return function (event) {\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "function getModifiers(event) {\n",
+       "    var mods = [];\n",
+       "    if (event.ctrlKey) {\n",
+       "        mods.push('ctrl');\n",
+       "    }\n",
+       "    if (event.altKey) {\n",
+       "        mods.push('alt');\n",
+       "    }\n",
+       "    if (event.shiftKey) {\n",
+       "        mods.push('shift');\n",
+       "    }\n",
+       "    if (event.metaKey) {\n",
+       "        mods.push('meta');\n",
+       "    }\n",
+       "    return mods;\n",
+       "}\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    // from https://stackoverflow.com/q/1114465\n",
+       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
+       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
+       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        buttons: event.buttons,\n",
+       "        modifiers: getModifiers(event),\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div id='da338992-8ee3-4515-9208-d3296efddb39'></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# And inspect the result\n",
+    "\n",
+    "fig, axs = plt.subplots(2, 1)\n",
+    "axs[0].plot(time, signal1, label=\"Input signal\")\n",
+    "axs[0].plot(time, signal1_filt, label=\"Filtered\")\n",
+    "axs[0].set_xlabel(\"Time (s)\")\n",
+    "axs[0].set_ylabel(\"Signal (a.u.)\")\n",
+    "axs[0].legend()\n",
+    "\n",
+    "axs[1].plot(time, signal2, label=\"Input signal\")\n",
+    "axs[1].plot(time, signal2_filt, label=\"Filtered\")\n",
+    "axs[1].set_xlabel(\"Time (s)\")\n",
+    "axs[1].set_ylabel(\"Signal (a.u.)\")\n",
+    "axs[1].legend()\n",
+    "\n",
+    "plt.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": true,
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:52.282389Z",
+     "iopub.status.busy": "2025-01-20T06:27:52.282050Z",
+     "iopub.status.idle": "2025-01-20T06:27:52.286789Z",
+     "shell.execute_reply": "2025-01-20T06:27:52.286221Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Similarly, we may pre-compensate for the filters\n",
+    "\n",
+    "# Note that we specify a DC gain for the inverse filters. This is because it is not possible\n",
+    "# to compensate for the true DC gain of zero of an RC high pass. Instead, we specify the\n",
+    "# gain of the high-pass filter at DC. The compensated signal will have a mean value of 1/DCgain\n",
+    "# times the mean of the input signal\n",
+    "\n",
+    "\n",
+    "signal1_comp = applyInverseRCFilter(signal1, SR, filtertype, f_cut, order=1, DCgain=1)\n",
+    "signal2_comp = applyInverseRCFilter(signal2, SR, filtertype, f_cut, order=1, DCgain=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:52.288347Z",
+     "iopub.status.busy": "2025-01-20T06:27:52.288196Z",
+     "iopub.status.idle": "2025-01-20T06:27:52.368245Z",
+     "shell.execute_reply": "2025-01-20T06:27:52.367796Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute('tabindex', '0');\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;' +\n",
+       "            'z-index: 2;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: relative;' +\n",
+       "            'z-index: 0;'\n",
+       "    );\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'left: 0;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: absolute;' +\n",
+       "            'top: 0;' +\n",
+       "            'z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        // There's no need to resize if the WebSocket is not connected:\n",
+       "        // - If it is still connecting, then we will get an initial resize from\n",
+       "        //   Python once it connects.\n",
+       "        // - If it has disconnected, then resizing will clear the canvas and\n",
+       "        //   never get anything back to refill it, so better to not resize and\n",
+       "        //   keep something visible.\n",
+       "        if (fig.ws.readyState != 1) {\n",
+       "            return;\n",
+       "        }\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            /* This rescales the canvas back to display pixels, so that it\n",
+       "             * appears correct on HiDPI screens. */\n",
+       "            canvas.style.width = width + 'px';\n",
+       "            canvas.style.height = height + 'px';\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
+       "         * The worst that happens here is that they get an extra browser\n",
+       "         * selection when dragging, if this check fails to catch them.\n",
+       "         */\n",
+       "        var UA = navigator.userAgent;\n",
+       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
+       "        if(isWebKit) {\n",
+       "            return function (event) {\n",
+       "                /* This prevents the web browser from automatically changing to\n",
+       "                 * the text insertion cursor when the button is pressed. We\n",
+       "                 * want to control all of the cursor setting manually through\n",
+       "                 * the 'cursor' event from matplotlib */\n",
+       "                event.preventDefault()\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        } else {\n",
+       "            return function (event) {\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "function getModifiers(event) {\n",
+       "    var mods = [];\n",
+       "    if (event.ctrlKey) {\n",
+       "        mods.push('ctrl');\n",
+       "    }\n",
+       "    if (event.altKey) {\n",
+       "        mods.push('alt');\n",
+       "    }\n",
+       "    if (event.shiftKey) {\n",
+       "        mods.push('shift');\n",
+       "    }\n",
+       "    if (event.metaKey) {\n",
+       "        mods.push('meta');\n",
+       "    }\n",
+       "    return mods;\n",
+       "}\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    // from https://stackoverflow.com/q/1114465\n",
+       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
+       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
+       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        buttons: event.buttons,\n",
+       "        modifiers: getModifiers(event),\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div id='c6be61e8-c6a6-4920-b5d2-2e2ddd9df5d4'></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axs = plt.subplots(2, 1)\n",
+    "axs[0].plot(time, signal1, label=\"Input signal\")\n",
+    "axs[0].plot(time, signal1_comp, label=\"Compensated\")\n",
+    "axs[0].set_xlabel(\"Time (s)\")\n",
+    "axs[0].set_ylabel(\"Signal (a.u.)\")\n",
+    "axs[0].legend()\n",
+    "\n",
+    "axs[1].plot(time, signal2, label=\"Input signal\")\n",
+    "axs[1].plot(time, signal2_comp, label=\"Compensated\")\n",
+    "axs[1].set_xlabel(\"Time (s)\")\n",
+    "axs[1].set_ylabel(\"Signal (a.u.)\")\n",
+    "axs[1].legend()\n",
+    "\n",
+    "plt.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:52.369863Z",
+     "iopub.status.busy": "2025-01-20T06:27:52.369583Z",
+     "iopub.status.idle": "2025-01-20T06:27:52.458215Z",
+     "shell.execute_reply": "2025-01-20T06:27:52.457634Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute('tabindex', '0');\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;' +\n",
+       "            'z-index: 2;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: relative;' +\n",
+       "            'z-index: 0;'\n",
+       "    );\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'left: 0;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: absolute;' +\n",
+       "            'top: 0;' +\n",
+       "            'z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        // There's no need to resize if the WebSocket is not connected:\n",
+       "        // - If it is still connecting, then we will get an initial resize from\n",
+       "        //   Python once it connects.\n",
+       "        // - If it has disconnected, then resizing will clear the canvas and\n",
+       "        //   never get anything back to refill it, so better to not resize and\n",
+       "        //   keep something visible.\n",
+       "        if (fig.ws.readyState != 1) {\n",
+       "            return;\n",
+       "        }\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            /* This rescales the canvas back to display pixels, so that it\n",
+       "             * appears correct on HiDPI screens. */\n",
+       "            canvas.style.width = width + 'px';\n",
+       "            canvas.style.height = height + 'px';\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
+       "         * The worst that happens here is that they get an extra browser\n",
+       "         * selection when dragging, if this check fails to catch them.\n",
+       "         */\n",
+       "        var UA = navigator.userAgent;\n",
+       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
+       "        if(isWebKit) {\n",
+       "            return function (event) {\n",
+       "                /* This prevents the web browser from automatically changing to\n",
+       "                 * the text insertion cursor when the button is pressed. We\n",
+       "                 * want to control all of the cursor setting manually through\n",
+       "                 * the 'cursor' event from matplotlib */\n",
+       "                event.preventDefault()\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        } else {\n",
+       "            return function (event) {\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "function getModifiers(event) {\n",
+       "    var mods = [];\n",
+       "    if (event.ctrlKey) {\n",
+       "        mods.push('ctrl');\n",
+       "    }\n",
+       "    if (event.altKey) {\n",
+       "        mods.push('alt');\n",
+       "    }\n",
+       "    if (event.shiftKey) {\n",
+       "        mods.push('shift');\n",
+       "    }\n",
+       "    if (event.metaKey) {\n",
+       "        mods.push('meta');\n",
+       "    }\n",
+       "    return mods;\n",
+       "}\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    // from https://stackoverflow.com/q/1114465\n",
+       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
+       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
+       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        buttons: event.buttons,\n",
+       "        modifiers: getModifiers(event),\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div id='dd4dd91e-d9dc-4c11-bc69-bd2ce818d9df'></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# As a sanity-check, we may filter and compensate and compare\n",
+    "#\n",
+    "# Do we recover the original signals?\n",
+    "\n",
+    "signal1_check1 = applyRCFilter(signal1_comp, SR, filtertype, f_cut, order=1)\n",
+    "signal1_check2 = applyInverseRCFilter(signal1_filt, SR, filtertype, f_cut, order=1)\n",
+    "\n",
+    "signal2_check1 = applyRCFilter(signal2_comp, SR, filtertype, f_cut, order=1)\n",
+    "signal2_check2 = applyInverseRCFilter(signal2_filt, SR, filtertype, f_cut, order=1)\n",
+    "\n",
+    "fig, axs = plt.subplots(2, 1)\n",
+    "axs[0].set_title(\"Signal 1\")\n",
+    "axs[0].plot(time, signal1_check1, label=\"Check 1\")\n",
+    "axs[0].plot(time, signal1_check2, label=\"Check 2\")\n",
+    "axs[0].legend()\n",
+    "axs[0].set_xlabel(\"Time (s)\")\n",
+    "axs[0].set_ylabel(\"Signal (a. u.)\")\n",
+    "\n",
+    "axs[1].set_title(\"Signal 2\")\n",
+    "axs[1].plot(time, signal2_check1, label=\"Check 1\")\n",
+    "axs[1].plot(time, signal2_check2, label=\"Check 2\")\n",
+    "axs[1].legend()\n",
+    "axs[1].set_xlabel(\"Time (s)\")\n",
+    "axs[1].set_ylabel(\"Signal (a. u.)\")\n",
+    "\n",
+    "plt.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## User-supplied transfer function\n",
+    "\n",
+    "In an experimental situation, it is sometimes best to simply _measure_ the transfer function of the transmission line and then apply (the inverse of) that transfer function to the system.\n",
+    "\n",
+    "This is done with ripasso's `applyCustomTransferFunction`.\n",
+    "\n",
+    "In the following example, we invite the user to experiment with `tf_noise_amp` to see the drastic effect of low filter function values. In a real experiment, some care should be taken to provide a very smooth transfer function, either by heavy averaging or by curve fitting to a sane model (or both)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:52.460125Z",
+     "iopub.status.busy": "2025-01-20T06:27:52.459700Z",
+     "iopub.status.idle": "2025-01-20T06:27:52.583869Z",
+     "shell.execute_reply": "2025-01-20T06:27:52.583302Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute('tabindex', '0');\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;' +\n",
+       "            'z-index: 2;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: relative;' +\n",
+       "            'z-index: 0;'\n",
+       "    );\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'left: 0;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: absolute;' +\n",
+       "            'top: 0;' +\n",
+       "            'z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        // There's no need to resize if the WebSocket is not connected:\n",
+       "        // - If it is still connecting, then we will get an initial resize from\n",
+       "        //   Python once it connects.\n",
+       "        // - If it has disconnected, then resizing will clear the canvas and\n",
+       "        //   never get anything back to refill it, so better to not resize and\n",
+       "        //   keep something visible.\n",
+       "        if (fig.ws.readyState != 1) {\n",
+       "            return;\n",
+       "        }\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            /* This rescales the canvas back to display pixels, so that it\n",
+       "             * appears correct on HiDPI screens. */\n",
+       "            canvas.style.width = width + 'px';\n",
+       "            canvas.style.height = height + 'px';\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
+       "         * The worst that happens here is that they get an extra browser\n",
+       "         * selection when dragging, if this check fails to catch them.\n",
+       "         */\n",
+       "        var UA = navigator.userAgent;\n",
+       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
+       "        if(isWebKit) {\n",
+       "            return function (event) {\n",
+       "                /* This prevents the web browser from automatically changing to\n",
+       "                 * the text insertion cursor when the button is pressed. We\n",
+       "                 * want to control all of the cursor setting manually through\n",
+       "                 * the 'cursor' event from matplotlib */\n",
+       "                event.preventDefault()\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        } else {\n",
+       "            return function (event) {\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "function getModifiers(event) {\n",
+       "    var mods = [];\n",
+       "    if (event.ctrlKey) {\n",
+       "        mods.push('ctrl');\n",
+       "    }\n",
+       "    if (event.altKey) {\n",
+       "        mods.push('alt');\n",
+       "    }\n",
+       "    if (event.shiftKey) {\n",
+       "        mods.push('shift');\n",
+       "    }\n",
+       "    if (event.metaKey) {\n",
+       "        mods.push('meta');\n",
+       "    }\n",
+       "    return mods;\n",
+       "}\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    // from https://stackoverflow.com/q/1114465\n",
+       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
+       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
+       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        buttons: event.buttons,\n",
+       "        modifiers: getModifiers(event),\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div id='a9566521-079d-4fd5-a0fe-0a8fccc8bf7b'></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Lets first make some semi-realistic transfer function\n",
+    "\n",
+    "tf_points = 500\n",
+    "\n",
+    "tf_freq = np.linspace(0, 1000, tf_points)\n",
+    "tf_amp = np.zeros(tf_points)\n",
+    "tf_amp += np.hanning(2 * tf_points)[tf_points:][::-1]  # A high-pass\n",
+    "tf_amp += (\n",
+    "    0.1  # Note: a transfer function with very low values give unphysical compensation\n",
+    ")\n",
+    "tf_amp /= tf_amp.max()\n",
+    "\n",
+    "# and some experimental noise\n",
+    "tf_noise_amp = 0.02\n",
+    "tf_amp += (\n",
+    "    np.convolve(0.02 * np.random.randn(tf_points), np.array([0.5, 1, 0.5]), mode=\"same\")\n",
+    "    / 2\n",
+    ")\n",
+    "\n",
+    "# And then our favourite signal: the square wave\n",
+    "\n",
+    "sig_points = 1000\n",
+    "signal = squarewave(sig_points, periods=10) + 0.01 * np.random.randn(1000)\n",
+    "SR = 2000  # We pretend that the signal was sampled with this sample rate\n",
+    "time = np.linspace(0, sig_points / SR, sig_points)\n",
+    "\n",
+    "# Then we may apply the filter we made\n",
+    "\n",
+    "signal_filtered = applyCustomTransferFunction(signal, SR, tf_freq, tf_amp)\n",
+    "\n",
+    "# Or conversely, we may apply its inverse\n",
+    "\n",
+    "signal_compensated = applyCustomTransferFunction(\n",
+    "    signal, SR, tf_freq, tf_amp, invert=True\n",
+    ")\n",
+    "\n",
+    "# Finally, it's nice to visualise things\n",
+    "\n",
+    "fig, axs = plt.subplots(2, 2)\n",
+    "axs[0, 0].plot(tf_freq, tf_amp)\n",
+    "axs[0, 0].set_xlabel(\"Freq. (Hz)\")\n",
+    "axs[0, 0].set_ylabel(\"Transfer func.\")\n",
+    "\n",
+    "axs[0, 1].plot(time, signal, color=\"#ff9900\")\n",
+    "axs[0, 1].set_xlabel(\"Time (s)\")\n",
+    "axs[0, 1].set_ylabel(\"Sig. ampl. (arb. un.)\")\n",
+    "axs[0, 1].set_title(\"Input\")\n",
+    "\n",
+    "axs[1, 0].plot(time, signal_filtered, color=\"#339966\")\n",
+    "axs[1, 0].set_xlabel(\"Time (s)\")\n",
+    "axs[1, 0].set_ylabel(\"Sig. ampl. (arb. un.)\")\n",
+    "axs[1, 0].set_title(\"Filtered\")\n",
+    "\n",
+    "axs[1, 1].plot(time, signal_compensated, color=\"#990033\")\n",
+    "axs[1, 1].set_xlabel(\"Time (s)\")\n",
+    "axs[1, 1].set_ylabel(\"Sig.ampl. (arb. un.)\")\n",
+    "axs[1, 1].set_title(\"Compensated\")\n",
+    "\n",
+    "plt.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/examples/Making_output_for_Tektronix_AWG70000A.html b/examples/Making_output_for_Tektronix_AWG70000A.html
new file mode 100644
index 000000000..92b8feadb
--- /dev/null
+++ b/examples/Making_output_for_Tektronix_AWG70000A.html
@@ -0,0 +1,1729 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Read and Write from JSON file Tutorial" href="Example_Write_Read_JSON.html" /><link rel="prev" title="Pulsebuilding tutorial" href="Pulse_Building_Tutorial.html" />
+
+    <!-- Generated with Sphinx 8.1.3 and Furo 2024.08.06 -->
+        <title>Introduction - broadbean 0.15.0.dev697 documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=03e43079" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=354aac6f" />
+    <link rel="stylesheet" type="text/css" href="../_static/nbsphinx-code-cells.css?v=2aa19091" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=302659d7" />
+    
+    
+
+
+<style>
+  body {
+    --color-code-background: #eeffcc;
+  --color-code-foreground: black;
+  
+  }
+  @media not print {
+    body[data-theme="dark"] {
+      --color-code-background: #202020;
+  --color-code-foreground: #d0d0d0;
+  
+    }
+    @media (prefers-color-scheme: dark) {
+      body:not([data-theme="light"]) {
+        --color-code-background: #202020;
+  --color-code-foreground: #d0d0d0;
+  
+      }
+    }
+  }
+</style></head>
+  <body>
+    
+    <script>
+      document.body.dataset.theme = localStorage.getItem("theme") || "auto";
+    </script>
+    
+
+<svg xmlns="http://www.w3.org/2000/svg" style="display: none;">
+  <symbol id="svg-toc" viewBox="0 0 24 24">
+    <title>Contents</title>
+    <svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 1024 1024">
+      <path d="M408 442h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8zm-8 204c0 4.4 3.6 8 8 8h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56zm504-486H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zm0 632H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zM115.4 518.9L271.7 642c5.8 4.6 14.4.5 14.4-6.9V388.9c0-7.4-8.5-11.5-14.4-6.9L115.4 505.1a8.74 8.74 0 0 0 0 13.8z"/>
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+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
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+      <polyline points="9 18 15 12 9 6"></polyline>
+    </svg>
+  </symbol>
+  <symbol id="svg-sun" viewBox="0 0 24 24">
+    <title>Light mode</title>
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+          <section id="Introduction">
+<h1>Introduction<a class="headerlink" href="#Introduction" title="Link to this heading">¶</a></h1>
+<p>The Tektronix AWG70000A series internally use <code class="docutils literal notranslate"><span class="pre">.seqx</span></code> files. The QCoDeS driver for the AWGs knows how to compile these files and broadbean knows what QCoDeS need to do so.</p>
+<section id="Step-1:-Make-a-sequence">
+<h2>Step 1: Make a sequence<a class="headerlink" href="#Step-1:-Make-a-sequence" title="Link to this heading">¶</a></h2>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[1]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># We make a sequence consisting of a bsic element with:</span>
+<span class="c1"># a wait time, a ramp up, a sine, a ramp down, and more wait time</span>
+<span class="c1"># And then we vary the sine frequency</span>
+<span class="o">%</span><span class="k">matplotlib</span> notebook
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">broadbean</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">bb</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">broadbean.plotting</span><span class="w"> </span><span class="kn">import</span> <span class="n">plotter</span>
+
+<span class="n">sine</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">PulseAtoms</span><span class="o">.</span><span class="n">sine</span>
+<span class="n">ramp</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">PulseAtoms</span><span class="o">.</span><span class="n">ramp</span>
+
+<span class="c1">##########################</span>
+<span class="c1"># settings</span>
+
+<span class="n">SR</span> <span class="o">=</span> <span class="mf">25e9</span>
+<span class="n">t1</span> <span class="o">=</span> <span class="mf">10e-9</span>  <span class="c1"># first wait time (s)</span>
+<span class="n">ramp_time</span> <span class="o">=</span> <span class="mf">5e-9</span>  <span class="c1"># the ramp time (s)</span>
+<span class="n">t_sine</span> <span class="o">=</span> <span class="mf">25e-9</span>  <span class="c1"># the sine time (s)</span>
+<span class="n">high_level</span> <span class="o">=</span> <span class="mf">0.1</span>  <span class="c1"># the high level (V)</span>
+<span class="n">sine_amp</span> <span class="o">=</span> <span class="mf">0.05</span>  <span class="c1"># the sine amplitude (V)</span>
+<span class="n">t2</span> <span class="o">=</span> <span class="mf">150e-9</span>  <span class="c1"># the second wait time (s)</span>
+<span class="n">f0</span> <span class="o">=</span> <span class="mf">1e9</span>  <span class="c1"># the base frequency of the sine (Hz)</span>
+
+<span class="n">baseshape</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">baseshape</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="n">t1</span><span class="p">)</span>
+<span class="n">baseshape</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">high_level</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="n">ramp_time</span><span class="p">)</span>
+<span class="n">baseshape</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span>
+    <span class="mi">2</span><span class="p">,</span> <span class="n">sine</span><span class="p">,</span> <span class="p">(</span><span class="n">f0</span><span class="p">,</span> <span class="n">sine_amp</span><span class="p">,</span> <span class="n">high_level</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="n">t_sine</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;drive&quot;</span>
+<span class="p">)</span>
+<span class="n">baseshape</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="n">high_level</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="n">ramp_time</span><span class="p">)</span>
+<span class="n">baseshape</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="n">t2</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;wait&quot;</span><span class="p">)</span>
+<span class="n">baseshape</span><span class="o">.</span><span class="n">setSegmentMarker</span><span class="p">(</span><span class="s2">&quot;wait&quot;</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">t_sine</span><span class="p">),</span> <span class="mi">1</span><span class="p">)</span>
+<span class="n">baseshape</span><span class="o">.</span><span class="n">setSegmentMarker</span><span class="p">(</span><span class="s2">&quot;drive&quot;</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">t_sine</span><span class="p">),</span> <span class="mi">2</span><span class="p">)</span>
+<span class="n">baseshape</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">SR</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[2]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Check that it looks the way we expect</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">baseshape</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
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+                'Please try Chrome, Safari or Firefox ≥ 6. ' +
+                'Firefox 4 and 5 are also supported but you ' +
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+mpl.figure.prototype._init_canvas = function () {
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+    canvas_div.addEventListener(
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+
+    this._canvas_extra_style(canvas_div);
+    this.root.appendChild(canvas_div);
+
+    var canvas = (this.canvas = document.createElement('canvas'));
+    canvas.classList.add('mpl-canvas');
+    canvas.setAttribute(
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+            'position: relative;' +
+            'z-index: 0;'
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+
+    this.context = canvas.getContext('2d');
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+        this.context.webkitBackingStorePixelRatio ||
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+        this.context.oBackingStorePixelRatio ||
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+    this.ratio = (window.devicePixelRatio || 1) / backingStore;
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+            'position: absolute;' +
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+    // Apply a ponyfill if ResizeObserver is not implemented by browser.
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+            // otherwise not happen due to the minimum size styling.
+            if (width != 0 && height != 0) {
+                fig.request_resize(width, height);
+            }
+        }
+    });
+    this.resizeObserverInstance.observe(canvas_div);
+
+    function on_mouse_event_closure(name) {
+        /* User Agent sniffing is bad, but WebKit is busted:
+         * https://bugs.webkit.org/show_bug.cgi?id=144526
+         * https://bugs.webkit.org/show_bug.cgi?id=181818
+         * The worst that happens here is that they get an extra browser
+         * selection when dragging, if this check fails to catch them.
+         */
+        var UA = navigator.userAgent;
+        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);
+        if(isWebKit) {
+            return function (event) {
+                /* This prevents the web browser from automatically changing to
+                 * the text insertion cursor when the button is pressed. We
+                 * want to control all of the cursor setting manually through
+                 * the 'cursor' event from matplotlib */
+                event.preventDefault()
+                return fig.mouse_event(event, name);
+            };
+        } else {
+            return function (event) {
+                return fig.mouse_event(event, name);
+            };
+        }
+    }
+
+    canvas_div.addEventListener(
+        'mousedown',
+        on_mouse_event_closure('button_press')
+    );
+    canvas_div.addEventListener(
+        'mouseup',
+        on_mouse_event_closure('button_release')
+    );
+    canvas_div.addEventListener(
+        'dblclick',
+        on_mouse_event_closure('dblclick')
+    );
+    // Throttle sequential mouse events to 1 every 20ms.
+    canvas_div.addEventListener(
+        'mousemove',
+        on_mouse_event_closure('motion_notify')
+    );
+
+    canvas_div.addEventListener(
+        'mouseenter',
+        on_mouse_event_closure('figure_enter')
+    );
+    canvas_div.addEventListener(
+        'mouseleave',
+        on_mouse_event_closure('figure_leave')
+    );
+
+    canvas_div.addEventListener('wheel', function (event) {
+        if (event.deltaY < 0) {
+            event.step = 1;
+        } else {
+            event.step = -1;
+        }
+        on_mouse_event_closure('scroll')(event);
+    });
+
+    canvas_div.appendChild(canvas);
+    canvas_div.appendChild(rubberband_canvas);
+
+    this.rubberband_context = rubberband_canvas.getContext('2d');
+    this.rubberband_context.strokeStyle = '#000000';
+
+    this._resize_canvas = function (width, height, forward) {
+        if (forward) {
+            canvas_div.style.width = width + 'px';
+            canvas_div.style.height = height + 'px';
+        }
+    };
+
+    // Disable right mouse context menu.
+    canvas_div.addEventListener('contextmenu', function (_e) {
+        event.preventDefault();
+        return false;
+    });
+
+    function set_focus() {
+        canvas.focus();
+        canvas_div.focus();
+    }
+
+    window.setTimeout(set_focus, 100);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'mpl-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'mpl-button-group';
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'mpl-button-group';
+            continue;
+        }
+
+        var button = (fig.buttons[name] = document.createElement('button'));
+        button.classList = 'mpl-widget';
+        button.setAttribute('role', 'button');
+        button.setAttribute('aria-disabled', 'false');
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+
+        var icon_img = document.createElement('img');
+        icon_img.src = '_images/' + image + '.png';
+        icon_img.srcset = '_images/' + image + '_large.png 2x';
+        icon_img.alt = tooltip;
+        button.appendChild(icon_img);
+
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    var fmt_picker = document.createElement('select');
+    fmt_picker.classList = 'mpl-widget';
+    toolbar.appendChild(fmt_picker);
+    this.format_dropdown = fmt_picker;
+
+    for (var ind in mpl.extensions) {
+        var fmt = mpl.extensions[ind];
+        var option = document.createElement('option');
+        option.selected = fmt === mpl.default_extension;
+        option.innerHTML = fmt;
+        fmt_picker.appendChild(option);
+    }
+
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+};
+
+mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
+    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
+    // which will in turn request a refresh of the image.
+    this.send_message('resize', { width: x_pixels, height: y_pixels });
+};
+
+mpl.figure.prototype.send_message = function (type, properties) {
+    properties['type'] = type;
+    properties['figure_id'] = this.id;
+    this.ws.send(JSON.stringify(properties));
+};
+
+mpl.figure.prototype.send_draw_message = function () {
+    if (!this.waiting) {
+        this.waiting = true;
+        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    var format_dropdown = fig.format_dropdown;
+    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
+    fig.ondownload(fig, format);
+};
+
+mpl.figure.prototype.handle_resize = function (fig, msg) {
+    var size = msg['size'];
+    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
+        fig._resize_canvas(size[0], size[1], msg['forward']);
+        fig.send_message('refresh', {});
+    }
+};
+
+mpl.figure.prototype.handle_rubberband = function (fig, msg) {
+    var x0 = msg['x0'] / fig.ratio;
+    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
+    var x1 = msg['x1'] / fig.ratio;
+    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
+    x0 = Math.floor(x0) + 0.5;
+    y0 = Math.floor(y0) + 0.5;
+    x1 = Math.floor(x1) + 0.5;
+    y1 = Math.floor(y1) + 0.5;
+    var min_x = Math.min(x0, x1);
+    var min_y = Math.min(y0, y1);
+    var width = Math.abs(x1 - x0);
+    var height = Math.abs(y1 - y0);
+
+    fig.rubberband_context.clearRect(
+        0,
+        0,
+        fig.canvas.width / fig.ratio,
+        fig.canvas.height / fig.ratio
+    );
+
+    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
+};
+
+mpl.figure.prototype.handle_figure_label = function (fig, msg) {
+    // Updates the figure title.
+    fig.header.textContent = msg['label'];
+};
+
+mpl.figure.prototype.handle_cursor = function (fig, msg) {
+    fig.canvas_div.style.cursor = msg['cursor'];
+};
+
+mpl.figure.prototype.handle_message = function (fig, msg) {
+    fig.message.textContent = msg['message'];
+};
+
+mpl.figure.prototype.handle_draw = function (fig, _msg) {
+    // Request the server to send over a new figure.
+    fig.send_draw_message();
+};
+
+mpl.figure.prototype.handle_image_mode = function (fig, msg) {
+    fig.image_mode = msg['mode'];
+};
+
+mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
+    for (var key in msg) {
+        if (!(key in fig.buttons)) {
+            continue;
+        }
+        fig.buttons[key].disabled = !msg[key];
+        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
+    }
+};
+
+mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
+    if (msg['mode'] === 'PAN') {
+        fig.buttons['Pan'].classList.add('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    } else if (msg['mode'] === 'ZOOM') {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.add('active');
+    } else {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    }
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Called whenever the canvas gets updated.
+    this.send_message('ack', {});
+};
+
+// A function to construct a web socket function for onmessage handling.
+// Called in the figure constructor.
+mpl.figure.prototype._make_on_message_function = function (fig) {
+    return function socket_on_message(evt) {
+        if (evt.data instanceof Blob) {
+            var img = evt.data;
+            if (img.type !== 'image/png') {
+                /* FIXME: We get "Resource interpreted as Image but
+                 * transferred with MIME type text/plain:" errors on
+                 * Chrome.  But how to set the MIME type?  It doesn't seem
+                 * to be part of the websocket stream */
+                img.type = 'image/png';
+            }
+
+            /* Free the memory for the previous frames */
+            if (fig.imageObj.src) {
+                (window.URL || window.webkitURL).revokeObjectURL(
+                    fig.imageObj.src
+                );
+            }
+
+            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
+                img
+            );
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        } else if (
+            typeof evt.data === 'string' &&
+            evt.data.slice(0, 21) === 'data:image/png;base64'
+        ) {
+            fig.imageObj.src = evt.data;
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        }
+
+        var msg = JSON.parse(evt.data);
+        var msg_type = msg['type'];
+
+        // Call the  "handle_{type}" callback, which takes
+        // the figure and JSON message as its only arguments.
+        try {
+            var callback = fig['handle_' + msg_type];
+        } catch (e) {
+            console.log(
+                "No handler for the '" + msg_type + "' message type: ",
+                msg
+            );
+            return;
+        }
+
+        if (callback) {
+            try {
+                // console.log("Handling '" + msg_type + "' message: ", msg);
+                callback(fig, msg);
+            } catch (e) {
+                console.log(
+                    "Exception inside the 'handler_" + msg_type + "' callback:",
+                    e,
+                    e.stack,
+                    msg
+                );
+            }
+        }
+    };
+};
+
+function getModifiers(event) {
+    var mods = [];
+    if (event.ctrlKey) {
+        mods.push('ctrl');
+    }
+    if (event.altKey) {
+        mods.push('alt');
+    }
+    if (event.shiftKey) {
+        mods.push('shift');
+    }
+    if (event.metaKey) {
+        mods.push('meta');
+    }
+    return mods;
+}
+
+/*
+ * return a copy of an object with only non-object keys
+ * we need this to avoid circular references
+ * https://stackoverflow.com/a/24161582/3208463
+ */
+function simpleKeys(original) {
+    return Object.keys(original).reduce(function (obj, key) {
+        if (typeof original[key] !== 'object') {
+            obj[key] = original[key];
+        }
+        return obj;
+    }, {});
+}
+
+mpl.figure.prototype.mouse_event = function (event, name) {
+    if (name === 'button_press') {
+        this.canvas.focus();
+        this.canvas_div.focus();
+    }
+
+    // from https://stackoverflow.com/q/1114465
+    var boundingRect = this.canvas.getBoundingClientRect();
+    var x = (event.clientX - boundingRect.left) * this.ratio;
+    var y = (event.clientY - boundingRect.top) * this.ratio;
+
+    this.send_message(name, {
+        x: x,
+        y: y,
+        button: event.button,
+        step: event.step,
+        buttons: event.buttons,
+        modifiers: getModifiers(event),
+        guiEvent: simpleKeys(event),
+    });
+
+    return false;
+};
+
+mpl.figure.prototype._key_event_extra = function (_event, _name) {
+    // Handle any extra behaviour associated with a key event
+};
+
+mpl.figure.prototype.key_event = function (event, name) {
+    // Prevent repeat events
+    if (name === 'key_press') {
+        if (event.key === this._key) {
+            return;
+        } else {
+            this._key = event.key;
+        }
+    }
+    if (name === 'key_release') {
+        this._key = null;
+    }
+
+    var value = '';
+    if (event.ctrlKey && event.key !== 'Control') {
+        value += 'ctrl+';
+    }
+    else if (event.altKey && event.key !== 'Alt') {
+        value += 'alt+';
+    }
+    else if (event.shiftKey && event.key !== 'Shift') {
+        value += 'shift+';
+    }
+
+    value += 'k' + event.key;
+
+    this._key_event_extra(event, name);
+
+    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
+    return false;
+};
+
+mpl.figure.prototype.toolbar_button_onclick = function (name) {
+    if (name === 'download') {
+        this.handle_save(this, null);
+    } else {
+        this.send_message('toolbar_button', { name: name });
+    }
+};
+
+mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
+    this.message.textContent = tooltip;
+};
+
+///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
+// prettier-ignore
+var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
+mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o", "download"]];
+
+mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif", "webp"];
+
+mpl.default_extension = "png";/* global mpl */
+
+var comm_websocket_adapter = function (comm) {
+    // Create a "websocket"-like object which calls the given IPython comm
+    // object with the appropriate methods. Currently this is a non binary
+    // socket, so there is still some room for performance tuning.
+    var ws = {};
+
+    ws.binaryType = comm.kernel.ws.binaryType;
+    ws.readyState = comm.kernel.ws.readyState;
+    function updateReadyState(_event) {
+        if (comm.kernel.ws) {
+            ws.readyState = comm.kernel.ws.readyState;
+        } else {
+            ws.readyState = 3; // Closed state.
+        }
+    }
+    comm.kernel.ws.addEventListener('open', updateReadyState);
+    comm.kernel.ws.addEventListener('close', updateReadyState);
+    comm.kernel.ws.addEventListener('error', updateReadyState);
+
+    ws.close = function () {
+        comm.close();
+    };
+    ws.send = function (m) {
+        //console.log('sending', m);
+        comm.send(m);
+    };
+    // Register the callback with on_msg.
+    comm.on_msg(function (msg) {
+        //console.log('receiving', msg['content']['data'], msg);
+        var data = msg['content']['data'];
+        if (data['blob'] !== undefined) {
+            data = {
+                data: new Blob(msg['buffers'], { type: data['blob'] }),
+            };
+        }
+        // Pass the mpl event to the overridden (by mpl) onmessage function.
+        ws.onmessage(data);
+    });
+    return ws;
+};
+
+mpl.mpl_figure_comm = function (comm, msg) {
+    // This is the function which gets called when the mpl process
+    // starts-up an IPython Comm through the "matplotlib" channel.
+
+    var id = msg.content.data.id;
+    // Get hold of the div created by the display call when the Comm
+    // socket was opened in Python.
+    var element = document.getElementById(id);
+    var ws_proxy = comm_websocket_adapter(comm);
+
+    function ondownload(figure, _format) {
+        window.open(figure.canvas.toDataURL());
+    }
+
+    var fig = new mpl.figure(id, ws_proxy, ondownload, element);
+
+    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
+    // web socket which is closed, not our websocket->open comm proxy.
+    ws_proxy.onopen();
+
+    fig.parent_element = element;
+    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
+    if (!fig.cell_info) {
+        console.error('Failed to find cell for figure', id, fig);
+        return;
+    }
+    fig.cell_info[0].output_area.element.on(
+        'cleared',
+        { fig: fig },
+        fig._remove_fig_handler
+    );
+};
+
+mpl.figure.prototype.handle_close = function (fig, msg) {
+    var width = fig.canvas.width / fig.ratio;
+    fig.cell_info[0].output_area.element.off(
+        'cleared',
+        fig._remove_fig_handler
+    );
+    fig.resizeObserverInstance.unobserve(fig.canvas_div);
+
+    // Update the output cell to use the data from the current canvas.
+    fig.push_to_output();
+    var dataURL = fig.canvas.toDataURL();
+    // Re-enable the keyboard manager in IPython - without this line, in FF,
+    // the notebook keyboard shortcuts fail.
+    IPython.keyboard_manager.enable();
+    fig.parent_element.innerHTML =
+        '<img src="' + dataURL + '" width="' + width + '">';
+    fig.close_ws(fig, msg);
+};
+
+mpl.figure.prototype.close_ws = function (fig, msg) {
+    fig.send_message('closing', msg);
+    // fig.ws.close()
+};
+
+mpl.figure.prototype.push_to_output = function (_remove_interactive) {
+    // Turn the data on the canvas into data in the output cell.
+    var width = this.canvas.width / this.ratio;
+    var dataURL = this.canvas.toDataURL();
+    this.cell_info[1]['text/html'] =
+        '<img src="' + dataURL + '" width="' + width + '">';
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Tell IPython that the notebook contents must change.
+    IPython.notebook.set_dirty(true);
+    this.send_message('ack', {});
+    var fig = this;
+    // Wait a second, then push the new image to the DOM so
+    // that it is saved nicely (might be nice to debounce this).
+    setTimeout(function () {
+        fig.push_to_output();
+    }, 1000);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'btn-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'btn-group';
+    var button;
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'btn-group';
+            continue;
+        }
+
+        button = fig.buttons[name] = document.createElement('button');
+        button.classList = 'btn btn-default';
+        button.href = '#';
+        button.title = name;
+        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    // Add the status bar.
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message pull-right';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+
+    // Add the close button to the window.
+    var buttongrp = document.createElement('div');
+    buttongrp.classList = 'btn-group inline pull-right';
+    button = document.createElement('button');
+    button.classList = 'btn btn-mini btn-primary';
+    button.href = '#';
+    button.title = 'Stop Interaction';
+    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
+    button.addEventListener('click', function (_evt) {
+        fig.handle_close(fig, {});
+    });
+    button.addEventListener(
+        'mouseover',
+        on_mouseover_closure('Stop Interaction')
+    );
+    buttongrp.appendChild(button);
+    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
+    titlebar.insertBefore(buttongrp, titlebar.firstChild);
+};
+
+mpl.figure.prototype._remove_fig_handler = function (event) {
+    var fig = event.data.fig;
+    if (event.target !== this) {
+        // Ignore bubbled events from children.
+        return;
+    }
+    fig.close_ws(fig, {});
+};
+
+mpl.figure.prototype._root_extra_style = function (el) {
+    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
+};
+
+mpl.figure.prototype._canvas_extra_style = function (el) {
+    // this is important to make the div 'focusable
+    el.setAttribute('tabindex', 0);
+    // reach out to IPython and tell the keyboard manager to turn it's self
+    // off when our div gets focus
+
+    // location in version 3
+    if (IPython.notebook.keyboard_manager) {
+        IPython.notebook.keyboard_manager.register_events(el);
+    } else {
+        // location in version 2
+        IPython.keyboard_manager.register_events(el);
+    }
+};
+
+mpl.figure.prototype._key_event_extra = function (event, _name) {
+    // Check for shift+enter
+    if (event.shiftKey && event.which === 13) {
+        this.canvas_div.blur();
+        // select the cell after this one
+        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
+        IPython.notebook.select(index + 1);
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    fig.ondownload(fig, null);
+};
+
+mpl.find_output_cell = function (html_output) {
+    // Return the cell and output element which can be found *uniquely* in the notebook.
+    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
+    // IPython event is triggered only after the cells have been serialised, which for
+    // our purposes (turning an active figure into a static one), is too late.
+    var cells = IPython.notebook.get_cells();
+    var ncells = cells.length;
+    for (var i = 0; i < ncells; i++) {
+        var cell = cells[i];
+        if (cell.cell_type === 'code') {
+            for (var j = 0; j < cell.output_area.outputs.length; j++) {
+                var data = cell.output_area.outputs[j];
+                if (data.data) {
+                    // IPython >= 3 moved mimebundle to data attribute of output
+                    data = data.data;
+                }
+                if (data['text/html'] === html_output) {
+                    return [cell, data, j];
+                }
+            }
+        }
+    }
+};
+
+// Register the function which deals with the matplotlib target/channel.
+// The kernel may be null if the page has been refreshed.
+if (IPython.notebook.kernel !== null) {
+    IPython.notebook.kernel.comm_manager.register_target(
+        'matplotlib',
+        mpl.mpl_figure_comm
+    );
+}
+
+</script></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<div id='5b5c2bbf-e53d-4b19-94a4-d4e7ff07652f'></div></div>
+</div>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[3]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Make it into a sequence</span>
+<span class="n">baseelem</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="p">()</span>
+<span class="n">baseelem</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">baseshape</span><span class="p">)</span>
+
+<span class="c1"># Add elements and vary the sine freq.</span>
+
+<span class="n">sine_freqs</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mf">1e9</span><span class="p">,</span> <span class="mf">2e9</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
+
+<span class="n">seq</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Sequence</span><span class="p">()</span>
+<span class="n">seq</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">SR</span><span class="p">)</span>
+
+<span class="c1"># We set each element of the sequence to wait for</span>
+<span class="c1"># a trigger from trigger input &#39;A&#39;</span>
+
+<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">freq</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">sine_freqs</span><span class="p">):</span>
+    <span class="n">elem</span> <span class="o">=</span> <span class="n">baseelem</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+    <span class="n">elem</span><span class="o">.</span><span class="n">changeArg</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;drive&quot;</span><span class="p">,</span> <span class="s2">&quot;freq&quot;</span><span class="p">,</span> <span class="n">freq</span><span class="p">)</span>
+    <span class="n">seq</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="n">index</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">elem</span><span class="p">)</span>
+    <span class="n">seq</span><span class="o">.</span><span class="n">setSequencingTriggerWait</span><span class="p">(</span><span class="n">index</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>  <span class="c1"># 1: trigA, 2: trigB, 3: EXT</span>
+
+<span class="c1"># and set the last element to point back to the first one</span>
+<span class="n">seq</span><span class="o">.</span><span class="n">setSequencingGoto</span><span class="p">(</span><span class="n">index</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+
+<span class="n">seq</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;tutorial_sequence&quot;</span>  <span class="c1"># the sequence name will be needed later</span>
+</pre></div>
+</div>
+</div>
+</section>
+<section id="Step-2:-Initialise-the-driver">
+<h2>Step 2: Initialise the driver<a class="headerlink" href="#Step-2:-Initialise-the-driver" title="Link to this heading">¶</a></h2>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[4]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># import and initialise the driver and ensure that the sample</span>
+<span class="c1"># rate and channel voltage is correct</span>
+
+<span class="kn">from</span><span class="w"> </span><span class="nn">qcodes.instrument_drivers.tektronix.AWG70002A</span><span class="w"> </span><span class="kn">import</span> <span class="n">AWG70002A</span>
+
+<span class="n">awg</span> <span class="o">=</span> <span class="n">AWG70002A</span><span class="p">(</span><span class="s2">&quot;awg&quot;</span><span class="p">,</span> <span class="s2">&quot;TCPIP0::172.20.2.243::inst0::INSTR&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">ModuleNotFoundError</span>                       Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[4], line 4</span>
+<span class="ansi-green-intense-fg ansi-bold">      1</span> <span style="color: rgb(95,135,135)"># import and initialise the driver and ensure that the sample</span>
+<span class="ansi-green-intense-fg ansi-bold">      2</span> <span style="color: rgb(95,135,135)"># rate and channel voltage is correct</span>
+<span class="ansi-green-fg">----&gt; 4</span> <span class="ansi-bold" style="color: rgb(0,135,0)">from</span><span style="color: rgb(188,188,188)"> </span><span class="ansi-bold" style="color: rgb(0,0,255)">qcodes</span><span class="ansi-bold" style="color: rgb(0,0,255)">.</span><span class="ansi-bold" style="color: rgb(0,0,255)">instrument_drivers</span><span class="ansi-bold" style="color: rgb(0,0,255)">.</span><span class="ansi-bold" style="color: rgb(0,0,255)">tektronix</span><span class="ansi-bold" style="color: rgb(0,0,255)">.</span><span class="ansi-bold" style="color: rgb(0,0,255)">AWG70002A</span><span style="color: rgb(188,188,188)"> </span><span class="ansi-bold" style="color: rgb(0,135,0)">import</span> AWG70002A
+<span class="ansi-green-intense-fg ansi-bold">      6</span> awg <span style="color: rgb(98,98,98)">=</span> AWG70002A(<span style="color: rgb(175,0,0)">&#34;</span><span style="color: rgb(175,0,0)">awg</span><span style="color: rgb(175,0,0)">&#34;</span>, <span style="color: rgb(175,0,0)">&#34;</span><span style="color: rgb(175,0,0)">TCPIP0::172.20.2.243::inst0::INSTR</span><span style="color: rgb(175,0,0)">&#34;</span>)
+
+<span class="ansi-red-fg">ModuleNotFoundError</span>: No module named &#39;qcodes&#39;
+</pre></div></div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[5]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">awg</span><span class="o">.</span><span class="n">sample_rate</span><span class="p">(</span><span class="n">SR</span><span class="p">)</span>
+<span class="n">awg</span><span class="o">.</span><span class="n">ch1</span><span class="o">.</span><span class="n">awg_amplitude</span><span class="p">(</span><span class="mf">0.5</span><span class="p">)</span>  <span class="c1"># this is the peak-to-peak amplitude of the channel</span>
+
+<span class="c1"># Now we must update the Sequence object with this information</span>
+<span class="n">seq</span><span class="o">.</span><span class="n">setChannelAmplitude</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">awg</span><span class="o">.</span><span class="n">ch1</span><span class="o">.</span><span class="n">awg_amplitude</span><span class="p">())</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">NameError</span>                                 Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[5], line 1</span>
+<span class="ansi-green-fg">----&gt; 1</span> <span class="ansi-yellow-bg">awg</span><span style="color: rgb(98,98,98)">.</span>sample_rate(SR)
+<span class="ansi-green-intense-fg ansi-bold">      2</span> awg<span style="color: rgb(98,98,98)">.</span>ch1<span style="color: rgb(98,98,98)">.</span>awg_amplitude(<span style="color: rgb(98,98,98)">0.5</span>)  <span style="color: rgb(95,135,135)"># this is the peak-to-peak amplitude of the channel</span>
+<span class="ansi-green-intense-fg ansi-bold">      4</span> <span style="color: rgb(95,135,135)"># Now we must update the Sequence object with this information</span>
+
+<span class="ansi-red-fg">NameError</span>: name &#39;awg&#39; is not defined
+</pre></div></div>
+</div>
+</section>
+<section id="Step-3:-Make-output-for-the-driver">
+<h2>Step 3: Make output for the driver<a class="headerlink" href="#Step-3:-Make-output-for-the-driver" title="Link to this heading">¶</a></h2>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[6]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># If the sequence has been built correctly, it&#39;s a one-liner</span>
+<span class="n">seqx_input</span> <span class="o">=</span> <span class="n">seq</span><span class="o">.</span><span class="n">outputForSEQXFile</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">KeyError</span>                                  Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[6], line 2</span>
+<span class="ansi-green-intense-fg ansi-bold">      1</span> <span style="color: rgb(95,135,135)"># If the sequence has been built correctly, it&#39;s a one-liner</span>
+<span class="ansi-green-fg">----&gt; 2</span> seqx_input <span style="color: rgb(98,98,98)">=</span> <span class="ansi-yellow-bg">seq</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">.</span><span class="ansi-yellow-bg">outputForSEQXFile</span><span class="ansi-yellow-bg">(</span><span class="ansi-yellow-bg">)</span>
+
+File <span class="ansi-green-fg">/opt/hostedtoolcache/Python/3.11.11/x64/lib/python3.11/site-packages/broadbean/sequence.py:988</span>, in <span class="ansi-cyan-fg">Sequence.outputForSEQXFile</span><span class="ansi-blue-fg">(self)</span>
+<span class="ansi-green-intense-fg ansi-bold">    971</span> <span style="color: rgb(175,0,0)">&#34;&#34;&#34;</span>
+<span class="ansi-green-intense-fg ansi-bold">    972</span> <span style="color: rgb(175,0,0)">Generate a tuple matching the call signature of the QCoDeS</span>
+<span class="ansi-green-intense-fg ansi-bold">    973</span> <span style="color: rgb(175,0,0)">AWG70000A driver&#39;s `makeSEQXFile` function. If channel delays</span>
+<span class="ansi-green-fg">   (...)</span>
+<span class="ansi-green-intense-fg ansi-bold">    984</span> <span style="color: rgb(175,0,0)">        go_to, wfms, amplitudes, seqname)</span>
+<span class="ansi-green-intense-fg ansi-bold">    985</span> <span style="color: rgb(175,0,0)">&#34;&#34;&#34;</span>
+<span class="ansi-green-intense-fg ansi-bold">    987</span> <span style="color: rgb(95,135,135)"># most of the footwork is done by the following function</span>
+<span class="ansi-green-fg">--&gt; 988</span> elements <span style="color: rgb(98,98,98)">=</span> <span class="ansi-yellow-bg" style="color: rgb(0,135,0)">self</span><span class="ansi-yellow-bg" style="color: rgb(98,98,98)">.</span><span class="ansi-yellow-bg">_prepareForOutputting</span><span class="ansi-yellow-bg">(</span><span class="ansi-yellow-bg">)</span>
+<span class="ansi-green-intense-fg ansi-bold">    989</span> <span style="color: rgb(95,135,135)"># _prepareForOutputting asserts that channel amplitudes and</span>
+<span class="ansi-green-intense-fg ansi-bold">    990</span> <span style="color: rgb(95,135,135)"># full sequencing is specified</span>
+<span class="ansi-green-intense-fg ansi-bold">    991</span> seqlen <span style="color: rgb(98,98,98)">=</span> <span style="color: rgb(0,135,0)">len</span>(elements)
+
+File <span class="ansi-green-fg">/opt/hostedtoolcache/Python/3.11.11/x64/lib/python3.11/site-packages/broadbean/sequence.py:882</span>, in <span class="ansi-cyan-fg">Sequence._prepareForOutputting</span><span class="ansi-blue-fg">(self)</span>
+<span class="ansi-green-intense-fg ansi-bold">    880</span>     ampkey <span style="color: rgb(98,98,98)">=</span> <span style="color: rgb(175,0,0)">f</span><span style="color: rgb(175,0,0)">&#34;</span><span style="color: rgb(175,0,0)">channel</span><span class="ansi-bold" style="color: rgb(175,95,135)">{</span>chan<span class="ansi-bold" style="color: rgb(175,95,135)">}</span><span style="color: rgb(175,0,0)">_amplitude</span><span style="color: rgb(175,0,0)">&#34;</span>
+<span class="ansi-green-intense-fg ansi-bold">    881</span>     <span class="ansi-bold" style="color: rgb(0,135,0)">if</span> ampkey <span class="ansi-bold" style="color: rgb(175,0,255)">not</span> <span class="ansi-bold" style="color: rgb(175,0,255)">in</span> <span style="color: rgb(0,135,0)">self</span><span style="color: rgb(98,98,98)">.</span>_awgspecs<span style="color: rgb(98,98,98)">.</span>keys():
+<span class="ansi-green-fg">--&gt; 882</span>         <span class="ansi-bold" style="color: rgb(0,135,0)">raise</span> <span class="ansi-bold" style="color: rgb(215,95,95)">KeyError</span>(
+<span class="ansi-green-intense-fg ansi-bold">    883</span>             <span style="color: rgb(175,0,0)">&#34;</span><span style="color: rgb(175,0,0)">No amplitude specified for channel </span><span class="ansi-bold" style="color: rgb(175,95,135)">{chan}</span><span style="color: rgb(175,0,0)">. Can not continue.</span><span style="color: rgb(175,0,0)">&#34;</span>
+<span class="ansi-green-intense-fg ansi-bold">    884</span>         )
+<span class="ansi-green-intense-fg ansi-bold">    886</span> <span style="color: rgb(95,135,135)"># Apply channel delays.</span>
+<span class="ansi-green-intense-fg ansi-bold">    887</span> delays <span style="color: rgb(98,98,98)">=</span> []
+
+<span class="ansi-red-fg">KeyError</span>: &#39;No amplitude specified for channel {chan}. Can not continue.&#39;
+</pre></div></div>
+</div>
+</section>
+<section id="Step-4:-Build,-send,-load,-and-assign-a-.seqx-file">
+<h2>Step 4: Build, send, load, and assign a .seqx file<a class="headerlink" href="#Step-4:-Build,-send,-load,-and-assign-a-.seqx-file" title="Link to this heading">¶</a></h2>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[7]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># compile a binary .seqx file</span>
+<span class="n">seqx_output</span> <span class="o">=</span> <span class="n">awg</span><span class="o">.</span><span class="n">makeSEQXFile</span><span class="p">(</span><span class="o">*</span><span class="n">seqx_input</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">NameError</span>                                 Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[7], line 2</span>
+<span class="ansi-green-intense-fg ansi-bold">      1</span> <span style="color: rgb(95,135,135)"># compile a binary .seqx file</span>
+<span class="ansi-green-fg">----&gt; 2</span> seqx_output <span style="color: rgb(98,98,98)">=</span> <span class="ansi-yellow-bg">awg</span><span style="color: rgb(98,98,98)">.</span>makeSEQXFile(<span style="color: rgb(98,98,98)">*</span>seqx_input)
+
+<span class="ansi-red-fg">NameError</span>: name &#39;awg&#39; is not defined
+</pre></div></div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[8]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># transfer it to the awg harddrive</span>
+<span class="n">awg</span><span class="o">.</span><span class="n">sendSEQXFile</span><span class="p">(</span><span class="n">seqx_output</span><span class="p">,</span> <span class="s2">&quot;tutorial.seqx&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">NameError</span>                                 Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[8], line 2</span>
+<span class="ansi-green-intense-fg ansi-bold">      1</span> <span style="color: rgb(95,135,135)"># transfer it to the awg harddrive</span>
+<span class="ansi-green-fg">----&gt; 2</span> <span class="ansi-yellow-bg">awg</span><span style="color: rgb(98,98,98)">.</span>sendSEQXFile(seqx_output, <span style="color: rgb(175,0,0)">&#34;</span><span style="color: rgb(175,0,0)">tutorial.seqx</span><span style="color: rgb(175,0,0)">&#34;</span>)
+
+<span class="ansi-red-fg">NameError</span>: name &#39;awg&#39; is not defined
+</pre></div></div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[9]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># load it into awg active memory</span>
+<span class="n">awg</span><span class="o">.</span><span class="n">loadSEQXFile</span><span class="p">(</span><span class="s2">&quot;tutorial.seqx&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">NameError</span>                                 Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[9], line 2</span>
+<span class="ansi-green-intense-fg ansi-bold">      1</span> <span style="color: rgb(95,135,135)"># load it into awg active memory</span>
+<span class="ansi-green-fg">----&gt; 2</span> <span class="ansi-yellow-bg">awg</span><span style="color: rgb(98,98,98)">.</span>loadSEQXFile(<span style="color: rgb(175,0,0)">&#34;</span><span style="color: rgb(175,0,0)">tutorial.seqx</span><span style="color: rgb(175,0,0)">&#34;</span>)
+
+<span class="ansi-red-fg">NameError</span>: name &#39;awg&#39; is not defined
+</pre></div></div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[10]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># assign tracks from the sequence to the awg sequencer</span>
+<span class="n">awg</span><span class="o">.</span><span class="n">ch1</span><span class="o">.</span><span class="n">setSequenceTrack</span><span class="p">(</span><span class="s2">&quot;tutorial_sequence&quot;</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+
+<span class="c1"># NB: Each channel has an assigned resolution, either 8, 9, or 10.</span>
+<span class="c1"># 8 means 8 bits for the waveform, 2 bits for the markers (i.e. 2 markers)</span>
+<span class="c1"># 9 means 9 bits for the waveform, 1 bit for the markers (i.e. 1 marker)</span>
+<span class="c1"># 10 means 10 bit for the waveform, no markers</span>
+<span class="c1">#</span>
+<span class="c1"># Since we want to have two markers, we make sure that the resolution is 8</span>
+<span class="n">awg</span><span class="o">.</span><span class="n">ch1</span><span class="o">.</span><span class="n">resolution</span><span class="p">(</span><span class="mi">8</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">NameError</span>                                 Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[10], line 2</span>
+<span class="ansi-green-intense-fg ansi-bold">      1</span> <span style="color: rgb(95,135,135)"># assign tracks from the sequence to the awg sequencer</span>
+<span class="ansi-green-fg">----&gt; 2</span> <span class="ansi-yellow-bg">awg</span><span style="color: rgb(98,98,98)">.</span>ch1<span style="color: rgb(98,98,98)">.</span>setSequenceTrack(<span style="color: rgb(175,0,0)">&#34;</span><span style="color: rgb(175,0,0)">tutorial_sequence</span><span style="color: rgb(175,0,0)">&#34;</span>, <span style="color: rgb(98,98,98)">1</span>)
+<span class="ansi-green-intense-fg ansi-bold">      4</span> <span style="color: rgb(95,135,135)"># NB: Each channel has an assigned resolution, either 8, 9, or 10.</span>
+<span class="ansi-green-intense-fg ansi-bold">      5</span> <span style="color: rgb(95,135,135)"># 8 means 8 bits for the waveform, 2 bits for the markers (i.e. 2 markers)</span>
+<span class="ansi-green-intense-fg ansi-bold">      6</span> <span style="color: rgb(95,135,135)"># 9 means 9 bits for the waveform, 1 bit for the markers (i.e. 1 marker)</span>
+<span class="ansi-green-intense-fg ansi-bold">      7</span> <span style="color: rgb(95,135,135)"># 10 means 10 bit for the waveform, no markers</span>
+<span class="ansi-green-intense-fg ansi-bold">      8</span> <span style="color: rgb(95,135,135)">#</span>
+<span class="ansi-green-intense-fg ansi-bold">      9</span> <span style="color: rgb(95,135,135)"># Since we want to have two markers, we make sure that the resolution is 8</span>
+<span class="ansi-green-intense-fg ansi-bold">     10</span> awg<span style="color: rgb(98,98,98)">.</span>ch1<span style="color: rgb(98,98,98)">.</span>resolution(<span style="color: rgb(98,98,98)">8</span>)
+
+<span class="ansi-red-fg">NameError</span>: name &#39;awg&#39; is not defined
+</pre></div></div>
+</div>
+</section>
+<section id="Step-5:-Play-it">
+<h2>Step 5: Play it<a class="headerlink" href="#Step-5:-Play-it" title="Link to this heading">¶</a></h2>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[11]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">awg</span><span class="o">.</span><span class="n">ch1</span><span class="o">.</span><span class="n">state</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">awg</span><span class="o">.</span><span class="n">play</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">NameError</span>                                 Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[11], line 1</span>
+<span class="ansi-green-fg">----&gt; 1</span> <span class="ansi-yellow-bg">awg</span><span style="color: rgb(98,98,98)">.</span>ch1<span style="color: rgb(98,98,98)">.</span>state(<span style="color: rgb(98,98,98)">1</span>)
+<span class="ansi-green-intense-fg ansi-bold">      2</span> awg<span style="color: rgb(98,98,98)">.</span>play()
+
+<span class="ansi-red-fg">NameError</span>: name &#39;awg&#39; is not defined
+</pre></div></div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[12]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># force trigger the instrument to play the next part of the sequence</span>
+<span class="n">awg</span><span class="o">.</span><span class="n">force_triggerA</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">NameError</span>                                 Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[12], line 2</span>
+<span class="ansi-green-intense-fg ansi-bold">      1</span> <span style="color: rgb(95,135,135)"># force trigger the instrument to play the next part of the sequence</span>
+<span class="ansi-green-fg">----&gt; 2</span> <span class="ansi-yellow-bg">awg</span><span style="color: rgb(98,98,98)">.</span>force_triggerA()
+
+<span class="ansi-red-fg">NameError</span>: name &#39;awg&#39; is not defined
+</pre></div></div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[13]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># eventually shut down and turn off</span>
+<span class="n">awg</span><span class="o">.</span><span class="n">stop</span><span class="p">()</span>
+<span class="n">awg</span><span class="o">.</span><span class="n">ch1</span><span class="o">.</span><span class="n">state</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="n">awg</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">NameError</span>                                 Traceback (most recent call last)
+Cell <span class="ansi-green-fg">In[13], line 2</span>
+<span class="ansi-green-intense-fg ansi-bold">      1</span> <span style="color: rgb(95,135,135)"># eventually shut down and turn off</span>
+<span class="ansi-green-fg">----&gt; 2</span> <span class="ansi-yellow-bg">awg</span><span style="color: rgb(98,98,98)">.</span>stop()
+<span class="ansi-green-intense-fg ansi-bold">      3</span> awg<span style="color: rgb(98,98,98)">.</span>ch1<span style="color: rgb(98,98,98)">.</span>state(<span style="color: rgb(98,98,98)">0</span>)
+<span class="ansi-green-intense-fg ansi-bold">      4</span> awg<span style="color: rgb(98,98,98)">.</span>close()
+
+<span class="ansi-red-fg">NameError</span>: name &#39;awg&#39; is not defined
+</pre></div></div>
+</div>
+</section>
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          <a class="next-page" href="Example_Write_Read_JSON.html">
+              <div class="page-info">
+                <div class="context">
+                  <span>Next</span>
+                </div>
+                <div class="title">Read and Write from JSON file Tutorial</div>
+              </div>
+              <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
+            </a>
+          <a class="prev-page" href="Pulse_Building_Tutorial.html">
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+                <div class="title">Pulsebuilding tutorial</div>
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+            </a>
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+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2022, Microsoft Quantum
+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            
+          </div>
+          <div class="right-details">
+            
+          </div>
+        </div>
+        
+      </footer>
+    </div>
+    <aside class="toc-drawer">
+      
+      
+      <div class="toc-sticky toc-scroll">
+        <div class="toc-title-container">
+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">Introduction</a><ul>
+<li><a class="reference internal" href="#Step-1:-Make-a-sequence">Step 1: Make a sequence</a></li>
+<li><a class="reference internal" href="#Step-2:-Initialise-the-driver">Step 2: Initialise the driver</a></li>
+<li><a class="reference internal" href="#Step-3:-Make-output-for-the-driver">Step 3: Make output for the driver</a></li>
+<li><a class="reference internal" href="#Step-4:-Build,-send,-load,-and-assign-a-.seqx-file">Step 4: Build, send, load, and assign a .seqx file</a></li>
+<li><a class="reference internal" href="#Step-5:-Play-it">Step 5: Play it</a></li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
+    </aside>
+  </div>
+</div><script src="../_static/documentation_options.js?v=ed06f5ab"></script>
+    <script src="../_static/doctools.js?v=9bcbadda"></script>
+    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
+    <script>window.MathJax = {"tex": {"inlineMath": [["$", "$"], ["\\(", "\\)"]], "processEscapes": true}, "options": {"ignoreHtmlClass": "tex2jax_ignore|mathjax_ignore|document", "processHtmlClass": "tex2jax_process|mathjax_process|math|output_area"}}</script>
+    <script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
+    </body>
+</html>
\ No newline at end of file
diff --git a/examples/Making_output_for_Tektronix_AWG70000A.ipynb b/examples/Making_output_for_Tektronix_AWG70000A.ipynb
new file mode 100644
index 000000000..e376db616
--- /dev/null
+++ b/examples/Making_output_for_Tektronix_AWG70000A.ipynb
@@ -0,0 +1,1495 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Introduction\n",
+    "\n",
+    "The Tektronix AWG70000A series internally use `.seqx` files. The QCoDeS driver for the AWGs knows how to compile these files and broadbean knows what QCoDeS need to do so. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Step 1: Make a sequence"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:54.027184Z",
+     "iopub.status.busy": "2025-01-20T06:27:54.027013Z",
+     "iopub.status.idle": "2025-01-20T06:27:54.408455Z",
+     "shell.execute_reply": "2025-01-20T06:27:54.407964Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# We make a sequence consisting of a bsic element with:\n",
+    "# a wait time, a ramp up, a sine, a ramp down, and more wait time\n",
+    "# And then we vary the sine frequency\n",
+    "%matplotlib notebook\n",
+    "import numpy as np\n",
+    "\n",
+    "import broadbean as bb\n",
+    "from broadbean.plotting import plotter\n",
+    "\n",
+    "sine = bb.PulseAtoms.sine\n",
+    "ramp = bb.PulseAtoms.ramp\n",
+    "\n",
+    "##########################\n",
+    "# settings\n",
+    "\n",
+    "SR = 25e9\n",
+    "t1 = 10e-9  # first wait time (s)\n",
+    "ramp_time = 5e-9  # the ramp time (s)\n",
+    "t_sine = 25e-9  # the sine time (s)\n",
+    "high_level = 0.1  # the high level (V)\n",
+    "sine_amp = 0.05  # the sine amplitude (V)\n",
+    "t2 = 150e-9  # the second wait time (s)\n",
+    "f0 = 1e9  # the base frequency of the sine (Hz)\n",
+    "\n",
+    "baseshape = bb.BluePrint()\n",
+    "baseshape.insertSegment(0, ramp, (0, 0), dur=t1)\n",
+    "baseshape.insertSegment(1, ramp, (0, high_level), dur=ramp_time)\n",
+    "baseshape.insertSegment(\n",
+    "    2, sine, (f0, sine_amp, high_level, 0), dur=t_sine, name=\"drive\"\n",
+    ")\n",
+    "baseshape.insertSegment(3, ramp, (high_level, 0), dur=ramp_time)\n",
+    "baseshape.insertSegment(4, ramp, (0, 0), dur=t2, name=\"wait\")\n",
+    "baseshape.setSegmentMarker(\"wait\", (0, t_sine), 1)\n",
+    "baseshape.setSegmentMarker(\"drive\", (0, t_sine), 2)\n",
+    "baseshape.setSR(SR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:54.410581Z",
+     "iopub.status.busy": "2025-01-20T06:27:54.410176Z",
+     "iopub.status.idle": "2025-01-20T06:27:54.433308Z",
+     "shell.execute_reply": "2025-01-20T06:27:54.432872Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute('tabindex', '0');\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;' +\n",
+       "            'z-index: 2;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: relative;' +\n",
+       "            'z-index: 0;'\n",
+       "    );\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'left: 0;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: absolute;' +\n",
+       "            'top: 0;' +\n",
+       "            'z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        // There's no need to resize if the WebSocket is not connected:\n",
+       "        // - If it is still connecting, then we will get an initial resize from\n",
+       "        //   Python once it connects.\n",
+       "        // - If it has disconnected, then resizing will clear the canvas and\n",
+       "        //   never get anything back to refill it, so better to not resize and\n",
+       "        //   keep something visible.\n",
+       "        if (fig.ws.readyState != 1) {\n",
+       "            return;\n",
+       "        }\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            /* This rescales the canvas back to display pixels, so that it\n",
+       "             * appears correct on HiDPI screens. */\n",
+       "            canvas.style.width = width + 'px';\n",
+       "            canvas.style.height = height + 'px';\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
+       "         * The worst that happens here is that they get an extra browser\n",
+       "         * selection when dragging, if this check fails to catch them.\n",
+       "         */\n",
+       "        var UA = navigator.userAgent;\n",
+       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
+       "        if(isWebKit) {\n",
+       "            return function (event) {\n",
+       "                /* This prevents the web browser from automatically changing to\n",
+       "                 * the text insertion cursor when the button is pressed. We\n",
+       "                 * want to control all of the cursor setting manually through\n",
+       "                 * the 'cursor' event from matplotlib */\n",
+       "                event.preventDefault()\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        } else {\n",
+       "            return function (event) {\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "function getModifiers(event) {\n",
+       "    var mods = [];\n",
+       "    if (event.ctrlKey) {\n",
+       "        mods.push('ctrl');\n",
+       "    }\n",
+       "    if (event.altKey) {\n",
+       "        mods.push('alt');\n",
+       "    }\n",
+       "    if (event.shiftKey) {\n",
+       "        mods.push('shift');\n",
+       "    }\n",
+       "    if (event.metaKey) {\n",
+       "        mods.push('meta');\n",
+       "    }\n",
+       "    return mods;\n",
+       "}\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    // from https://stackoverflow.com/q/1114465\n",
+       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
+       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
+       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        buttons: event.buttons,\n",
+       "        modifiers: getModifiers(event),\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div id='5b5c2bbf-e53d-4b19-94a4-d4e7ff07652f'></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Check that it looks the way we expect\n",
+    "plotter(baseshape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:54.435031Z",
+     "iopub.status.busy": "2025-01-20T06:27:54.434677Z",
+     "iopub.status.idle": "2025-01-20T06:27:54.440133Z",
+     "shell.execute_reply": "2025-01-20T06:27:54.439560Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Make it into a sequence\n",
+    "baseelem = bb.Element()\n",
+    "baseelem.addBluePrint(1, baseshape)\n",
+    "\n",
+    "# Add elements and vary the sine freq.\n",
+    "\n",
+    "sine_freqs = np.linspace(1e9, 2e9, 5)\n",
+    "\n",
+    "seq = bb.Sequence()\n",
+    "seq.setSR(SR)\n",
+    "\n",
+    "# We set each element of the sequence to wait for\n",
+    "# a trigger from trigger input 'A'\n",
+    "\n",
+    "for index, freq in enumerate(sine_freqs):\n",
+    "    elem = baseelem.copy()\n",
+    "    elem.changeArg(1, \"drive\", \"freq\", freq)\n",
+    "    seq.addElement(index + 1, elem)\n",
+    "    seq.setSequencingTriggerWait(index + 1, 1)  # 1: trigA, 2: trigB, 3: EXT\n",
+    "\n",
+    "# and set the last element to point back to the first one\n",
+    "seq.setSequencingGoto(index + 1, 1)\n",
+    "\n",
+    "seq.name = \"tutorial_sequence\"  # the sequence name will be needed later"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Step 2: Initialise the driver"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:54.441941Z",
+     "iopub.status.busy": "2025-01-20T06:27:54.441461Z",
+     "iopub.status.idle": "2025-01-20T06:27:54.587713Z",
+     "shell.execute_reply": "2025-01-20T06:27:54.587141Z"
+    }
+   },
+   "outputs": [
+    {
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'qcodes'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[4], line 4\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# import and initialise the driver and ensure that the sample\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;66;03m# rate and channel voltage is correct\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mqcodes\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01minstrument_drivers\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtektronix\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mAWG70002A\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m AWG70002A\n\u001b[1;32m      6\u001b[0m awg \u001b[38;5;241m=\u001b[39m AWG70002A(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mawg\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mTCPIP0::172.20.2.243::inst0::INSTR\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'qcodes'"
+     ]
+    }
+   ],
+   "source": [
+    "# import and initialise the driver and ensure that the sample\n",
+    "# rate and channel voltage is correct\n",
+    "\n",
+    "from qcodes.instrument_drivers.tektronix.AWG70002A import AWG70002A\n",
+    "\n",
+    "awg = AWG70002A(\"awg\", \"TCPIP0::172.20.2.243::inst0::INSTR\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:54.589548Z",
+     "iopub.status.busy": "2025-01-20T06:27:54.589217Z",
+     "iopub.status.idle": "2025-01-20T06:27:54.600596Z",
+     "shell.execute_reply": "2025-01-20T06:27:54.600168Z"
+    }
+   },
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'awg' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[5], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mawg\u001b[49m\u001b[38;5;241m.\u001b[39msample_rate(SR)\n\u001b[1;32m      2\u001b[0m awg\u001b[38;5;241m.\u001b[39mch1\u001b[38;5;241m.\u001b[39mawg_amplitude(\u001b[38;5;241m0.5\u001b[39m)  \u001b[38;5;66;03m# this is the peak-to-peak amplitude of the channel\u001b[39;00m\n\u001b[1;32m      4\u001b[0m \u001b[38;5;66;03m# Now we must update the Sequence object with this information\u001b[39;00m\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'awg' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "awg.sample_rate(SR)\n",
+    "awg.ch1.awg_amplitude(0.5)  # this is the peak-to-peak amplitude of the channel\n",
+    "\n",
+    "# Now we must update the Sequence object with this information\n",
+    "seq.setChannelAmplitude(1, awg.ch1.awg_amplitude())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Step 3: Make output for the driver"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:54.602266Z",
+     "iopub.status.busy": "2025-01-20T06:27:54.601958Z",
+     "iopub.status.idle": "2025-01-20T06:27:54.676929Z",
+     "shell.execute_reply": "2025-01-20T06:27:54.676445Z"
+    }
+   },
+   "outputs": [
+    {
+     "ename": "KeyError",
+     "evalue": "'No amplitude specified for channel {chan}. Can not continue.'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[6], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# If the sequence has been built correctly, it's a one-liner\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m seqx_input \u001b[38;5;241m=\u001b[39m \u001b[43mseq\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moutputForSEQXFile\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m/opt/hostedtoolcache/Python/3.11.11/x64/lib/python3.11/site-packages/broadbean/sequence.py:988\u001b[0m, in \u001b[0;36mSequence.outputForSEQXFile\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    971\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    972\u001b[0m \u001b[38;5;124;03mGenerate a tuple matching the call signature of the QCoDeS\u001b[39;00m\n\u001b[1;32m    973\u001b[0m \u001b[38;5;124;03mAWG70000A driver's `makeSEQXFile` function. If channel delays\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    984\u001b[0m \u001b[38;5;124;03m        go_to, wfms, amplitudes, seqname)\u001b[39;00m\n\u001b[1;32m    985\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    987\u001b[0m \u001b[38;5;66;03m# most of the footwork is done by the following function\u001b[39;00m\n\u001b[0;32m--> 988\u001b[0m elements \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_prepareForOutputting\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    989\u001b[0m \u001b[38;5;66;03m# _prepareForOutputting asserts that channel amplitudes and\u001b[39;00m\n\u001b[1;32m    990\u001b[0m \u001b[38;5;66;03m# full sequencing is specified\u001b[39;00m\n\u001b[1;32m    991\u001b[0m seqlen \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(elements)\n",
+      "File \u001b[0;32m/opt/hostedtoolcache/Python/3.11.11/x64/lib/python3.11/site-packages/broadbean/sequence.py:882\u001b[0m, in \u001b[0;36mSequence._prepareForOutputting\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    880\u001b[0m     ampkey \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mchannel\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mchan\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m_amplitude\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    881\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m ampkey \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_awgspecs\u001b[38;5;241m.\u001b[39mkeys():\n\u001b[0;32m--> 882\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\n\u001b[1;32m    883\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNo amplitude specified for channel \u001b[39m\u001b[38;5;132;01m{chan}\u001b[39;00m\u001b[38;5;124m. Can not continue.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    884\u001b[0m         )\n\u001b[1;32m    886\u001b[0m \u001b[38;5;66;03m# Apply channel delays.\u001b[39;00m\n\u001b[1;32m    887\u001b[0m delays \u001b[38;5;241m=\u001b[39m []\n",
+      "\u001b[0;31mKeyError\u001b[0m: 'No amplitude specified for channel {chan}. Can not continue.'"
+     ]
+    }
+   ],
+   "source": [
+    "# If the sequence has been built correctly, it's a one-liner\n",
+    "seqx_input = seq.outputForSEQXFile()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Step 4: Build, send, load, and assign a .seqx file"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:54.678421Z",
+     "iopub.status.busy": "2025-01-20T06:27:54.678258Z",
+     "iopub.status.idle": "2025-01-20T06:27:54.688667Z",
+     "shell.execute_reply": "2025-01-20T06:27:54.688211Z"
+    }
+   },
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'awg' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[7], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# compile a binary .seqx file\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m seqx_output \u001b[38;5;241m=\u001b[39m \u001b[43mawg\u001b[49m\u001b[38;5;241m.\u001b[39mmakeSEQXFile(\u001b[38;5;241m*\u001b[39mseqx_input)\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'awg' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "# compile a binary .seqx file\n",
+    "seqx_output = awg.makeSEQXFile(*seqx_input)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:54.690298Z",
+     "iopub.status.busy": "2025-01-20T06:27:54.689966Z",
+     "iopub.status.idle": "2025-01-20T06:27:54.700307Z",
+     "shell.execute_reply": "2025-01-20T06:27:54.699874Z"
+    }
+   },
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'awg' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[8], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# transfer it to the awg harddrive\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[43mawg\u001b[49m\u001b[38;5;241m.\u001b[39msendSEQXFile(seqx_output, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtutorial.seqx\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'awg' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "# transfer it to the awg harddrive\n",
+    "awg.sendSEQXFile(seqx_output, \"tutorial.seqx\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:54.701963Z",
+     "iopub.status.busy": "2025-01-20T06:27:54.701557Z",
+     "iopub.status.idle": "2025-01-20T06:27:54.712222Z",
+     "shell.execute_reply": "2025-01-20T06:27:54.711611Z"
+    }
+   },
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'awg' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[9], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# load it into awg active memory\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[43mawg\u001b[49m\u001b[38;5;241m.\u001b[39mloadSEQXFile(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtutorial.seqx\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'awg' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "# load it into awg active memory\n",
+    "awg.loadSEQXFile(\"tutorial.seqx\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": true,
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:54.713828Z",
+     "iopub.status.busy": "2025-01-20T06:27:54.713488Z",
+     "iopub.status.idle": "2025-01-20T06:27:54.760571Z",
+     "shell.execute_reply": "2025-01-20T06:27:54.760017Z"
+    }
+   },
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'awg' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[10], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# assign tracks from the sequence to the awg sequencer\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[43mawg\u001b[49m\u001b[38;5;241m.\u001b[39mch1\u001b[38;5;241m.\u001b[39msetSequenceTrack(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtutorial_sequence\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;241m1\u001b[39m)\n\u001b[1;32m      4\u001b[0m \u001b[38;5;66;03m# NB: Each channel has an assigned resolution, either 8, 9, or 10.\u001b[39;00m\n\u001b[1;32m      5\u001b[0m \u001b[38;5;66;03m# 8 means 8 bits for the waveform, 2 bits for the markers (i.e. 2 markers)\u001b[39;00m\n\u001b[1;32m      6\u001b[0m \u001b[38;5;66;03m# 9 means 9 bits for the waveform, 1 bit for the markers (i.e. 1 marker)\u001b[39;00m\n\u001b[1;32m      7\u001b[0m \u001b[38;5;66;03m# 10 means 10 bit for the waveform, no markers\u001b[39;00m\n\u001b[1;32m      8\u001b[0m \u001b[38;5;66;03m#\u001b[39;00m\n\u001b[1;32m      9\u001b[0m \u001b[38;5;66;03m# Since we want to have two markers, we make sure that the resolution is 8\u001b[39;00m\n\u001b[1;32m     10\u001b[0m awg\u001b[38;5;241m.\u001b[39mch1\u001b[38;5;241m.\u001b[39mresolution(\u001b[38;5;241m8\u001b[39m)\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'awg' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "# assign tracks from the sequence to the awg sequencer\n",
+    "awg.ch1.setSequenceTrack(\"tutorial_sequence\", 1)\n",
+    "\n",
+    "# NB: Each channel has an assigned resolution, either 8, 9, or 10.\n",
+    "# 8 means 8 bits for the waveform, 2 bits for the markers (i.e. 2 markers)\n",
+    "# 9 means 9 bits for the waveform, 1 bit for the markers (i.e. 1 marker)\n",
+    "# 10 means 10 bit for the waveform, no markers\n",
+    "#\n",
+    "# Since we want to have two markers, we make sure that the resolution is 8\n",
+    "awg.ch1.resolution(8)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Step 5: Play it"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:54.762342Z",
+     "iopub.status.busy": "2025-01-20T06:27:54.762026Z",
+     "iopub.status.idle": "2025-01-20T06:27:54.772943Z",
+     "shell.execute_reply": "2025-01-20T06:27:54.772383Z"
+    }
+   },
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'awg' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[11], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mawg\u001b[49m\u001b[38;5;241m.\u001b[39mch1\u001b[38;5;241m.\u001b[39mstate(\u001b[38;5;241m1\u001b[39m)\n\u001b[1;32m      2\u001b[0m awg\u001b[38;5;241m.\u001b[39mplay()\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'awg' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "awg.ch1.state(1)\n",
+    "awg.play()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "collapsed": true,
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:54.774727Z",
+     "iopub.status.busy": "2025-01-20T06:27:54.774420Z",
+     "iopub.status.idle": "2025-01-20T06:27:54.784696Z",
+     "shell.execute_reply": "2025-01-20T06:27:54.784120Z"
+    }
+   },
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'awg' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[12], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# force trigger the instrument to play the next part of the sequence\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[43mawg\u001b[49m\u001b[38;5;241m.\u001b[39mforce_triggerA()\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'awg' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "# force trigger the instrument to play the next part of the sequence\n",
+    "awg.force_triggerA()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "collapsed": true,
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:54.786353Z",
+     "iopub.status.busy": "2025-01-20T06:27:54.786041Z",
+     "iopub.status.idle": "2025-01-20T06:27:54.796352Z",
+     "shell.execute_reply": "2025-01-20T06:27:54.795927Z"
+    }
+   },
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'awg' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[13], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# eventually shut down and turn off\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[43mawg\u001b[49m\u001b[38;5;241m.\u001b[39mstop()\n\u001b[1;32m      3\u001b[0m awg\u001b[38;5;241m.\u001b[39mch1\u001b[38;5;241m.\u001b[39mstate(\u001b[38;5;241m0\u001b[39m)\n\u001b[1;32m      4\u001b[0m awg\u001b[38;5;241m.\u001b[39mclose()\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'awg' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "# eventually shut down and turn off\n",
+    "awg.stop()\n",
+    "awg.ch1.state(0)\n",
+    "awg.close()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/examples/Pulse_Building_Tutorial.html b/examples/Pulse_Building_Tutorial.html
new file mode 100644
index 000000000..5a384fe46
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+<li class="toctree-l2 current current-page"><a class="current reference internal" href="#">Pulsebuilding tutorial</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#Blueprints">Blueprints</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#Elements">Elements</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#Sequences">Sequences</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Making_output_for_Tektronix_AWG70000A.html">Introduction</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Example_Write_Read_JSON.html">Read and Write from JSON file Tutorial</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Example_Write_Read_JSON.html#Ekstras">Ekstras</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Filter_compensation.html">Filter compensation with the ripasso module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Filter_compensation.html#RC-Filters">RC Filters</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Filter_compensation.html#User-supplied-transfer-function">User-supplied transfer function</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Subsequences.html">Subsequences</a></li>
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+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main" id="furo-main-content">
+          <section id="Pulsebuilding-tutorial">
+<h1>Pulsebuilding tutorial<a class="headerlink" href="#Pulsebuilding-tutorial" title="Link to this heading">¶</a></h1>
+<section id="Table-of-Contents">
+<h2>Table of Contents<a class="headerlink" href="#Table-of-Contents" title="Link to this heading">¶</a></h2>
+<ul class="simple">
+<li><p><a class="reference internal" href="#Lingo"><span class="std std-ref">Lingo</span></a></p></li>
+<li><p><a class="reference internal" href="#Blueprints"><span class="std std-ref">Blueprints</span></a></p>
+<ul>
+<li><p><a class="reference internal" href="#Basic-blueprinting"><span class="std std-ref">Basic blueprinting</span></a></p></li>
+<li><p><a class="reference internal" href="#Markers"><span class="std std-ref">Markers</span></a></p></li>
+<li><p><a class="reference internal" href="#Modifying-blueprints"><span class="std std-ref">Modifying blueprints</span></a></p></li>
+<li><p><a class="reference internal" href="#Special-segments"><span class="std std-ref">Special segments</span></a></p></li>
+</ul>
+</li>
+<li><p><a class="reference internal" href="#Elements"><span class="std std-ref">Elements</span></a></p></li>
+<li><p><a class="reference internal" href="#Sequences"><span class="std std-ref">Sequences</span></a></p>
+<ul>
+<li><p><a class="reference internal" href="#Tektronix-AWG-5014-output"><span class="std std-ref">Tektronix AWG 5014 output</span></a></p>
+<ul>
+<li><p><a class="reference internal" href="#Delays-and-filter-compensation"><span class="std std-ref">Delays and filter compensation</span></a></p></li>
+</ul>
+</li>
+<li><p><a class="reference internal" href="#Sequences-varying-parameters"><span class="std std-ref">Sequences varying parameters</span></a></p></li>
+</ul>
+</li>
+</ul>
+</section>
+<section id="Lingo">
+<h2>Lingo<a class="headerlink" href="#Lingo" title="Link to this heading">¶</a></h2>
+<p>Let’s settle on a vocabulary. At the highest level, we construct <strong>sequences</strong>. These sequences will eventually be uploaded to an AWG, e.g. the Tektronix AWG 5014. Each sequence consists of several <strong>elements</strong> than again consist of a number of <strong>channels</strong>. On each channel reside a <strong>waveform</strong> and two <strong>markers</strong>. The waveform and markers may either be added as numpy arrays or as <strong>blueprint</strong>. A blueprint is a set of instructions for making a waveform and two markers and consists of several
+<strong>segments</strong></p>
+<p>That is to say, the food chain goes: segment -&gt; blueprint -&gt; element -&gt; sequence.</p>
+<section id="Segments:">
+<h3>Segments:<a class="headerlink" href="#Segments:" title="Link to this heading">¶</a></h3>
+<section id="Intro-to-Normal-segments:">
+<h4>Intro to Normal segments:<a class="headerlink" href="#Intro-to-Normal-segments:" title="Link to this heading">¶</a></h4>
+<p>A normal segment consists of a <em>unique</em> name, a function object, a tuple of arguments to the function, and a <strong>duration</strong>.</p>
+<ul class="simple">
+<li><p>The name: can be provided by the user or omitted. If omitted, the segment will get the name of its function. Since all names must be unique, the blueprint <em>appends numbers</em> to names if they occur more than once. The numbers are appended chronologically throughout the blueprint. See example below. Note that valid input (base) names are strings NOT ending in a number. Thus, ‘pi/2pulse’ is valid, whereas ‘pulsepi/2’ is not.</p></li>
+<li><p>The function: must be a python function taking at least two arguments; the sample rate and the segment duration. If the function takes other arguments (such as ramp slope, frequency, etc.) sample rate and duration arguments must be the last positional arguments. Keyword arguments are currently not allowed. See example at the very end.</p></li>
+<li><p>The arguments: are in a tuple of <span class="math notranslate nohighlight">\(n-2\)</span> arguments for a function taking <span class="math notranslate nohighlight">\(n\)</span> arguments, i.e. specifying everything but the sample rate and duration.</p></li>
+<li><p>The duration is a single number giving the desired duration of the segment in seconds. Some responsibility for making this number sensible with respect to the sample rate rests on the user.</p></li>
+</ul>
+</section>
+<section id="Intro-to-Special-segments:">
+<h4>Intro to Special segments:<a class="headerlink" href="#Intro-to-Special-segments:" title="Link to this heading">¶</a></h4>
+<p>A special segment has a (protected) name and a number of arguments. So far, two special segments exist.</p>
+<ul class="simple">
+<li><p><code class="docutils literal notranslate"><span class="pre">waituntil</span></code>, args [time (int)]: When put in a blueprint, this function ensures that the <em>next</em> segment starts at the absolute time <code class="docutils literal notranslate"><span class="pre">time</span></code> after the start of the element. It does so by filling any excess time with zeros. It fails if the previous segment will finish after time <code class="docutils literal notranslate"><span class="pre">time</span></code>.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">makemeanfit</span></code>. Not implemented yet. Will make the mean of the blueprint be a specified number. Will (eventually) exist in several versions, e.g. one achieving the goal by adding an offset, another by adding an appropriate DC segment at the end of the blueprint.</p></li>
+</ul>
+</section>
+</section>
+<section id="Intro-to-Blueprints:">
+<h3>Intro to Blueprints:<a class="headerlink" href="#Intro-to-Blueprints:" title="Link to this heading">¶</a></h3>
+<p>Consist of a number of segments. Has an associated sample rate.</p>
+</section>
+<section id="Intro-to-Elements:">
+<h3>Intro to Elements:<a class="headerlink" href="#Intro-to-Elements:" title="Link to this heading">¶</a></h3>
+<p>Has a number of blueprints on each channel. Can have an arbitraty amount of integer-indexed channels, but the blueprint on each channel must have the same number of points and the same total duration as all the other blueprints.</p>
+</section>
+<section id="Intro-to-Sequences:">
+<h3>Intro to Sequences:<a class="headerlink" href="#Intro-to-Sequences:" title="Link to this heading">¶</a></h3>
+<p>Have an associated sample rate.</p>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[1]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1">#</span>
+<span class="c1"># IMPORTS</span>
+<span class="c1">#</span>
+<span class="o">%</span><span class="k">matplotlib</span> inline
+<span class="kn">import</span><span class="w"> </span><span class="nn">matplotlib</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">mpl</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">broadbean</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">bb</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">broadbean.plotting</span><span class="w"> </span><span class="kn">import</span> <span class="n">plotter</span>
+
+<span class="n">mpl</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s2">&quot;figure.figsize&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
+<span class="n">mpl</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s2">&quot;figure.subplot.bottom&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.15</span>
+</pre></div>
+</div>
+</div>
+</section>
+</section>
+</section>
+<section id="Blueprints">
+<h1>Blueprints<a class="headerlink" href="#Blueprints" title="Link to this heading">¶</a></h1>
+<section id="Basic-blueprinting">
+<h2>Basic blueprinting<a class="headerlink" href="#Basic-blueprinting" title="Link to this heading">¶</a></h2>
+<p>(<a class="reference internal" href="#Table-of-Contents"><span class="std std-ref">back to ToC</span></a>)</p>
+<p>In this section we show how to construct basic blueprints. The units of the vertical axis is <strong>volts</strong> and the units of the horizontal axis (the durations) is <strong>seconds</strong>.</p>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[2]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># The pulsebuilding module comes with a (small) collection of functions appropriate for being segments.</span>
+<span class="n">ramp</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">PulseAtoms</span><span class="o">.</span><span class="n">ramp</span>  <span class="c1"># args: start, stop</span>
+<span class="n">sine</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">PulseAtoms</span><span class="o">.</span><span class="n">sine</span>  <span class="c1"># args: freq, ampl, off, phase</span>
+<span class="n">arb_func</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">PulseAtoms</span><span class="o">.</span><span class="n">arb_func</span>  <span class="c1"># args provided in a dict</span>
+
+<span class="c1"># make a blueprint</span>
+
+<span class="c1"># The blueprint takes no arguments</span>
+<span class="n">bp1</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>  <span class="c1"># Do-nothing initialisation</span>
+
+<span class="c1"># the blueprint is filled via the insertSegment method</span>
+<span class="c1"># Call signature: position in the blueprint, function, args, name, duration</span>
+<span class="n">bp1</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">1e-3</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span> <span class="n">dur</span><span class="o">=</span><span class="mf">3e-6</span><span class="p">)</span>
+
+<span class="c1"># A sample rate can be set (Sa/S). Without a sample rate, we can not plot the blueprint.</span>
+<span class="n">bp1</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mf">1e9</span><span class="p">)</span>
+
+<span class="c1"># The blueprint can be inspected. Note that the segment was auto-named &#39;ramp&#39;</span>
+<span class="n">bp1</span><span class="o">.</span><span class="n">showPrint</span><span class="p">()</span>
+
+<span class="c1"># more segments can be added...</span>
+<span class="n">bp1</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">sine</span><span class="p">,</span> <span class="p">(</span><span class="mf">5e5</span><span class="p">,</span> <span class="mf">1e-3</span><span class="p">,</span> <span class="mf">1e-3</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;mysine&quot;</span><span class="p">,</span> <span class="n">dur</span><span class="o">=</span><span class="mf">2e-6</span><span class="p">)</span>
+<span class="n">bp1</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mf">1e-3</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span> <span class="n">dur</span><span class="o">=</span><span class="mf">3e-6</span><span class="p">)</span>
+<span class="n">bp1</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span>
+    <span class="mi">3</span><span class="p">,</span> <span class="n">arb_func</span><span class="p">,</span> <span class="p">(</span><span class="k">lambda</span> <span class="n">t</span><span class="p">,</span> <span class="n">ampl</span><span class="p">:</span> <span class="n">ampl</span> <span class="o">*</span> <span class="n">t</span> <span class="o">*</span> <span class="n">t</span><span class="p">,</span> <span class="p">{</span><span class="s2">&quot;ampl&quot;</span><span class="p">:</span> <span class="mf">5e8</span><span class="p">}),</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;myfunc&quot;</span><span class="p">,</span> <span class="n">dur</span><span class="o">=</span><span class="mf">2e-6</span>
+<span class="p">)</span>
+
+<span class="c1"># ... and reinspected</span>
+<span class="n">bp1</span><span class="o">.</span><span class="n">showPrint</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+Legend: Name, function, arguments, timesteps, durations
+Segment 1: &#34;ramp&#34;, PulseAtoms.ramp, (0, 0.001), 3e-06
+----------
+Legend: Name, function, arguments, timesteps, durations
+Segment 1: &#34;ramp&#34;, PulseAtoms.ramp, (0, 0.001), 3e-06
+Segment 2: &#34;mysine&#34;, PulseAtoms.sine, (500000.0, 0.001, 0.001, 0), 2e-06
+Segment 3: &#34;ramp2&#34;, PulseAtoms.ramp, (0.001, 0), 3e-06
+Segment 4: &#34;myfunc&#34;, PulseAtoms.arb_func, (&lt;function &lt;lambda&gt; at 0x7f59ac07bf60&gt;, {&#39;ampl&#39;: 500000000.0}), 2e-06
+----------
+</pre></div></div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[3]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># For easy overview, we may plot the blueprint</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">bp1</span><span class="p">)</span>
+
+<span class="c1"># The two bleak lines (red, blue) above the graph represent the channel markers.</span>
+<span class="c1"># They are described below.</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_4_0.png" src="../_images/examples_Pulse_Building_Tutorial_4_0.png" />
+</div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[4]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Blueprints may be added together</span>
+<span class="n">bp2</span> <span class="o">=</span> <span class="n">bp1</span> <span class="o">+</span> <span class="n">bp1</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">bp2</span><span class="p">)</span>
+
+<span class="c1"># Segments may be removed from a blueprint. They are removed by name.</span>
+<span class="n">bp2</span><span class="o">.</span><span class="n">removeSegment</span><span class="p">(</span><span class="s2">&quot;ramp2&quot;</span><span class="p">)</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">bp2</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_5_0.png" src="../_images/examples_Pulse_Building_Tutorial_5_0.png" />
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_5_1.png" src="../_images/examples_Pulse_Building_Tutorial_5_1.png" />
+</div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[5]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># A blueprint has a handful of different lengths one may check</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Number of points in blueprint: </span><span class="si">{</span><span class="n">bp1</span><span class="o">.</span><span class="n">points</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Length of blueprint in seconds: </span><span class="si">{</span><span class="n">bp1</span><span class="o">.</span><span class="n">duration</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Number of segments in blueprint: </span><span class="si">{</span><span class="n">bp1</span><span class="o">.</span><span class="n">length_segments</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+Number of points in blueprint: 10000
+Length of blueprint in seconds: 9.999999999999999e-06
+Number of segments in blueprint: 4
+</pre></div></div>
+</div>
+</section>
+<section id="Markers">
+<h2>Markers<a class="headerlink" href="#Markers" title="Link to this heading">¶</a></h2>
+<p>(<a class="reference internal" href="#Table-of-Contents"><span class="std std-ref">back to ToC</span></a>)</p>
+<p>All markers are OFF by default. Markers can be added to a blueprint (switched ON) in two different ways. Either a marker is specified by its ON time in <em>absolute time</em> or by its ON time <em>relative</em> to a certain segment.</p>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[6]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Absolute time marker specification</span>
+
+<span class="c1"># The blueprint has a list of tuples for each marker. The tuples are (switch_on_time, duration)</span>
+
+<span class="c1"># create a blueprint</span>
+<span class="n">bp_atm</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp_atm</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span>
+<span class="n">bp_atm</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
+<span class="n">bp_atm</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">sine</span><span class="p">,</span> <span class="p">(</span><span class="mf">0.5</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">bp_atm</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
+
+<span class="c1"># specify markers in absolute time</span>
+<span class="n">bp_atm</span><span class="o">.</span><span class="n">marker1</span> <span class="o">=</span> <span class="p">[(</span><span class="mi">1</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">),</span> <span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)]</span>
+<span class="n">bp_atm</span><span class="o">.</span><span class="n">marker2</span> <span class="o">=</span> <span class="p">[(</span><span class="mf">1.5</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">),</span> <span class="p">(</span><span class="mf">2.5</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">)]</span>
+
+<span class="n">plotter</span><span class="p">(</span><span class="n">bp_atm</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_8_0.png" src="../_images/examples_Pulse_Building_Tutorial_8_0.png" />
+</div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[7]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Relative time marker specification</span>
+
+<span class="n">bp_rtm</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp_rtm</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span>
+<span class="n">bp_rtm</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">bp_rtm</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">bp_rtm</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span>
+    <span class="mi">2</span><span class="p">,</span> <span class="n">sine</span><span class="p">,</span> <span class="p">(</span><span class="mf">1.675</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">pi</span> <span class="o">/</span> <span class="mi">2</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">1.5</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;mysine&quot;</span>
+<span class="p">)</span>  <span class="c1"># This is the important segment</span>
+<span class="c1"># make marker 1 go ON a bit before the sine comes on</span>
+<span class="n">bp_rtm</span><span class="o">.</span><span class="n">setSegmentMarker</span><span class="p">(</span>
+    <span class="s2">&quot;mysine&quot;</span><span class="p">,</span> <span class="p">(</span><span class="o">-</span><span class="mf">0.1</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">),</span> <span class="mi">1</span>
+<span class="p">)</span>  <span class="c1"># segment name, (delay, duration), markerID</span>
+<span class="c1"># make marker 2 go ON halfway through the sine</span>
+<span class="n">bp_rtm</span><span class="o">.</span><span class="n">setSegmentMarker</span><span class="p">(</span><span class="s2">&quot;mysine&quot;</span><span class="p">,</span> <span class="p">(</span><span class="mf">0.75</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">),</span> <span class="mi">2</span><span class="p">)</span>
+
+<span class="n">plotter</span><span class="p">(</span><span class="n">bp_rtm</span><span class="p">)</span>
+
+<span class="c1"># Even if we insert segments before and after the sine, the markers &quot;stick&quot; to the sine segment</span>
+<span class="n">bp_rtm</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">bp_rtm</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+
+<span class="n">plotter</span><span class="p">(</span><span class="n">bp_rtm</span><span class="p">)</span>
+
+
+<span class="c1"># NB: the two different ways of inputting markers will never directly conflict, since one only specifies when to turn</span>
+<span class="c1"># markers ON. It is up to the user to ensure that markers switch off again as expected, i.e. that different marker</span>
+<span class="c1"># specifications do not overlap.</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_9_0.png" src="../_images/examples_Pulse_Building_Tutorial_9_0.png" />
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_9_1.png" src="../_images/examples_Pulse_Building_Tutorial_9_1.png" />
+</div>
+</div>
+</section>
+<section id="Modifying-blueprints">
+<h2>Modifying blueprints<a class="headerlink" href="#Modifying-blueprints" title="Link to this heading">¶</a></h2>
+<p>(<a class="reference internal" href="#Table-of-Contents"><span class="std std-ref">back to ToC</span></a>)</p>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[8]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># An essential feature of blueprints is that they can be modified</span>
+
+<span class="n">bp_mod</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp_mod</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span>
+
+<span class="n">bp_mod</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;before&quot;</span><span class="p">,</span> <span class="n">dur</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">bp_mod</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;plateau&quot;</span><span class="p">,</span> <span class="n">dur</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">bp_mod</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;after&quot;</span><span class="p">,</span> <span class="n">dur</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+
+<span class="n">plotter</span><span class="p">(</span><span class="n">bp_mod</span><span class="p">)</span>
+
+<span class="c1"># Functional arguments can be changed</span>
+
+<span class="c1"># They are looked up by segment name</span>
+<span class="n">bp_mod</span><span class="o">.</span><span class="n">changeArg</span><span class="p">(</span>
+    <span class="s2">&quot;before&quot;</span><span class="p">,</span> <span class="s2">&quot;stop&quot;</span><span class="p">,</span> <span class="mi">1</span>
+<span class="p">)</span>  <span class="c1"># the argument to change may either be the argument name or its position</span>
+<span class="n">bp_mod</span><span class="o">.</span><span class="n">changeArg</span><span class="p">(</span><span class="s2">&quot;after&quot;</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+
+<span class="n">plotter</span><span class="p">(</span><span class="n">bp_mod</span><span class="p">)</span>
+
+<span class="c1"># Durations can also be changed</span>
+<span class="n">bp_mod</span><span class="o">.</span><span class="n">changeDuration</span><span class="p">(</span><span class="s2">&quot;plateau&quot;</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+
+<span class="n">plotter</span><span class="p">(</span><span class="n">bp_mod</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_11_0.png" src="../_images/examples_Pulse_Building_Tutorial_11_0.png" />
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_11_1.png" src="../_images/examples_Pulse_Building_Tutorial_11_1.png" />
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_11_2.png" src="../_images/examples_Pulse_Building_Tutorial_11_2.png" />
+</div>
+</div>
+</section>
+<section id="Special-segments">
+<h2>Special segments<a class="headerlink" href="#Special-segments" title="Link to this heading">¶</a></h2>
+<p>(<a class="reference internal" href="#Table-of-Contents"><span class="std std-ref">back to ToC</span></a>)</p>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[9]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># The &#39;waituntil&#39; segment fills up a part of the blueprint with zeros</span>
+
+<span class="c1"># Example: a square pulse, then waiting until 5 s exactly and then a new sine</span>
+
+<span class="n">bp_wait</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp_wait</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span>
+
+<span class="n">bp_wait</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">bp_wait</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;plateau&quot;</span><span class="p">,</span> <span class="n">dur</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="c1"># function must be sthe string &#39;waituntil&#39;, the argument is the ABSOLUTE time to wait until</span>
+<span class="n">bp_wait</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">,</span> <span class="p">(</span><span class="mi">5</span><span class="p">,))</span>
+<span class="n">bp_wait</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">sine</span><span class="p">,</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">pi</span> <span class="o">/</span> <span class="mi">2</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">bp_wait</span><span class="p">)</span>
+
+<span class="c1"># If we make the square pulse longer, the sine still occurs at 5 s</span>
+<span class="n">bp_wait</span><span class="o">.</span><span class="n">changeDuration</span><span class="p">(</span><span class="s2">&quot;plateau&quot;</span><span class="p">,</span> <span class="mf">1.5</span><span class="p">)</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">bp_wait</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_13_0.png" src="../_images/examples_Pulse_Building_Tutorial_13_0.png" />
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_13_1.png" src="../_images/examples_Pulse_Building_Tutorial_13_1.png" />
+</div>
+</div>
+</section>
+</section>
+<section id="Elements">
+<h1>Elements<a class="headerlink" href="#Elements" title="Link to this heading">¶</a></h1>
+<p>(<a class="reference internal" href="#Table-of-Contents"><span class="std std-ref">back to ToC</span></a>)</p>
+<p>Elements are containers containing blueprints. A valid element consists of blueprints that all have the same number of points and the same overall duration.</p>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[10]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Example 1</span>
+
+<span class="c1"># Create the blueprints</span>
+<span class="n">bp_square</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mf">1e9</span><span class="p">)</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">0.1e-6</span><span class="p">)</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mf">10e-3</span><span class="p">,</span> <span class="mf">10e-3</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;top&quot;</span><span class="p">,</span> <span class="n">dur</span><span class="o">=</span><span class="mf">0.1e-6</span><span class="p">)</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">0.1e-6</span><span class="p">)</span>
+<span class="n">bp_boxes</span> <span class="o">=</span> <span class="n">bp_square</span> <span class="o">+</span> <span class="n">bp_square</span>
+<span class="c1">#</span>
+<span class="n">bp_sine</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp_sine</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mf">1e9</span><span class="p">)</span>
+<span class="n">bp_sine</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">sine</span><span class="p">,</span> <span class="p">(</span><span class="mf">3.333e6</span><span class="p">,</span> <span class="mf">25e-3</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">0.3e-6</span><span class="p">)</span>
+<span class="n">bp_sineandboxes</span> <span class="o">=</span> <span class="n">bp_sine</span> <span class="o">+</span> <span class="n">bp_square</span>
+
+<span class="c1"># Now we create an element and add the blueprints to channel 1 and 3, respectively</span>
+<span class="n">elem1</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="p">()</span>
+<span class="n">elem1</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">bp_boxes</span><span class="p">)</span>
+<span class="n">elem1</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">bp_sineandboxes</span><span class="p">)</span>
+
+<span class="c1"># We can check the validity of the element</span>
+<span class="n">elem1</span><span class="o">.</span><span class="n">validateDurations</span><span class="p">()</span>  <span class="c1"># raises an ElementDurationError if something is wrong. If all is OK, does nothing.</span>
+
+<span class="c1"># And we can plot the element</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">elem1</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_15_0.png" src="../_images/examples_Pulse_Building_Tutorial_15_0.png" />
+</div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[11]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># An element has several features</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Designated channels: </span><span class="si">{</span><span class="n">elem1</span><span class="o">.</span><span class="n">channels</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Total duration: </span><span class="si">{</span><span class="n">elem1</span><span class="o">.</span><span class="n">duration</span><span class="si">}</span><span class="s2"> s&quot;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Sample rate: </span><span class="si">{</span><span class="n">elem1</span><span class="o">.</span><span class="n">SR</span><span class="si">}</span><span class="s2"> (Sa/S)&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+Designated channels: [1, 3]
+Total duration: 6e-07 s
+Sample rate: 1000000000.0 (Sa/S)
+</pre></div></div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[12]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># We can modify the blueprints of an element through the element object</span>
+
+<span class="c1"># Change the sine freq</span>
+<span class="n">elem1</span><span class="o">.</span><span class="n">changeArg</span><span class="p">(</span>
+    <span class="mi">3</span><span class="p">,</span> <span class="s2">&quot;sine&quot;</span><span class="p">,</span> <span class="s2">&quot;freq&quot;</span><span class="p">,</span> <span class="mf">6.67e6</span>
+<span class="p">)</span>  <span class="c1"># Call signature: channel, segment name, argument, new_value</span>
+
+<span class="c1"># make the second plateaus last longer</span>
+<span class="n">elem1</span><span class="o">.</span><span class="n">changeDuration</span><span class="p">(</span>
+    <span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;top2&quot;</span><span class="p">,</span> <span class="mf">0.2e-6</span>
+<span class="p">)</span>  <span class="c1"># In this blueprint, the second top is called top2</span>
+<span class="n">elem1</span><span class="o">.</span><span class="n">changeDuration</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="s2">&quot;top&quot;</span><span class="p">,</span> <span class="mf">0.2e-6</span><span class="p">)</span>
+
+<span class="n">plotter</span><span class="p">(</span><span class="n">elem1</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_17_0.png" src="../_images/examples_Pulse_Building_Tutorial_17_0.png" />
+</div>
+</div>
+</section>
+<section id="Sequences">
+<h1>Sequences<a class="headerlink" href="#Sequences" title="Link to this heading">¶</a></h1>
+<p>(<a class="reference internal" href="#Table-of-Contents"><span class="std std-ref">back to ToC</span></a>)</p>
+<p>Finally, we have reached the top level of the module: sequences. Unsurprisingly, sequences are containers containing elements. All elements in a sequence must specify the same channels.</p>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[13]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">seq1</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Sequence</span><span class="p">()</span>
+
+<span class="c1"># We fill up the sequence by adding elements at different sequence positions.</span>
+<span class="c1"># A valid sequence is filled from 1 to N with NO HOLES, i.e. if position 4 is filled, so must be position 1, 2, and 3</span>
+
+<span class="c1">#</span>
+<span class="c1"># Make blueprints, make elements</span>
+
+<span class="c1"># Create the blueprints</span>
+<span class="n">bp_square</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mf">1e9</span><span class="p">)</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">100e-9</span><span class="p">)</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mf">1e-3</span><span class="p">,</span> <span class="mf">1e-3</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;top&quot;</span><span class="p">,</span> <span class="n">dur</span><span class="o">=</span><span class="mf">100e-9</span><span class="p">)</span>
+<span class="n">bp_square</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">100e-9</span><span class="p">)</span>
+<span class="n">bp_boxes</span> <span class="o">=</span> <span class="n">bp_square</span> <span class="o">+</span> <span class="n">bp_square</span>
+<span class="c1">#</span>
+<span class="n">bp_sine</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp_sine</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mf">1e9</span><span class="p">)</span>
+<span class="n">bp_sine</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">sine</span><span class="p">,</span> <span class="p">(</span><span class="mf">3.333e6</span><span class="p">,</span> <span class="mf">1.5e-3</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">300e-9</span><span class="p">)</span>
+<span class="n">bp_sineandboxes</span> <span class="o">=</span> <span class="n">bp_sine</span> <span class="o">+</span> <span class="n">bp_square</span>
+
+<span class="c1"># create elements</span>
+<span class="n">elem1</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="p">()</span>
+<span class="n">elem1</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">bp_boxes</span><span class="p">)</span>
+<span class="n">elem1</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">bp_sineandboxes</span><span class="p">)</span>
+<span class="c1">#</span>
+<span class="n">elem2</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="p">()</span>
+<span class="n">elem2</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">bp_boxes</span><span class="p">)</span>
+<span class="n">elem2</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">bp_sineandboxes</span><span class="p">)</span>
+
+<span class="c1"># Fill up the sequence</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">elem1</span><span class="p">)</span>  <span class="c1"># Call signature: seq. pos., element</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">elem2</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">elem1</span><span class="p">)</span>
+
+<span class="c1"># set its sample rate</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">elem1</span><span class="o">.</span><span class="n">SR</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[14]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">help</span><span class="p">(</span><span class="n">seq1</span><span class="o">.</span><span class="n">element</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">changeArg</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+Help on method changeArg in module broadbean.element:
+
+changeArg(channel: &#39;str | int&#39;, name: &#39;str&#39;, arg: &#39;str | int&#39;, value: &#39;int | float&#39;, replaceeverywhere: &#39;bool&#39; = False) -&gt; &#39;None&#39; method of broadbean.element.Element instance
+    Change the argument of a function of the blueprint on the specified
+    channel.
+
+    Args:
+        channel: The channel where the blueprint sits.
+        name: The name of the segment in which to change an argument
+        arg: Either the position (int) or name (str) of
+            the argument to change
+        value: The new value of the argument
+        replaceeverywhere: If True, the same argument is overwritten
+            in ALL segments where the name matches. E.g. &#39;gaussian1&#39; will
+            match &#39;gaussian&#39;, &#39;gaussian2&#39;, etc. If False, only the segment
+            with exact name match gets a replacement.
+
+    Raises:
+        ValueError: If the specified channel has no blueprint.
+        ValueError: If the argument can not be matched (either the argument
+            name does not match or the argument number is wrong).
+
+</pre></div></div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[15]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># The sequence can be validated</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">checkConsistency</span><span class="p">()</span>  <span class="c1"># returns True if all is well, raises errors if not</span>
+
+<span class="c1"># And the sequence can (if valid) be plotted</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">seq1</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_21_0.png" src="../_images/examples_Pulse_Building_Tutorial_21_0.png" />
+</div>
+</div>
+<section id="Tektronix-AWG-5014-output">
+<h2>Tektronix AWG 5014 output<a class="headerlink" href="#Tektronix-AWG-5014-output" title="Link to this heading">¶</a></h2>
+<p>(<a class="reference internal" href="#Table-of-Contents"><span class="std std-ref">back to ToC</span></a>)</p>
+<p>The sequence object can output a tuple matching the call signature of the QCoDeS Tektronix AWG 5014 driver.</p>
+<p>For the translation from voltage to AWG unsigned integer format to be correct, the voltage ranges and offsets of the AWG channels must be specified (NB: This will <strong>NOT</strong> work if the channels on the AWG are in high/low mode).</p>
+<p>Furthermore, the AWG sequencer options should be specified for each sequence element.</p>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[16]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">seq1</span><span class="o">.</span><span class="n">setChannelAmplitude</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mf">10e-3</span><span class="p">)</span>  <span class="c1"># Call signature: channel, amplitude (peak-to-peak)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setChannelOffset</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setChannelAmplitude</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mf">10e-3</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setChannelOffset</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+
+<span class="c1"># Here we repeat each element twice and then proceed to the next, wrapping over at the end</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingTriggerWait</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingNumberOfRepetitions</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingEventJumpTarget</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingGoto</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="c1">#</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingTriggerWait</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingNumberOfRepetitions</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingEventJumpTarget</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingGoto</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
+<span class="c1">#</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingTriggerWait</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingNumberOfRepetitions</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingEventJumpTarget</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setSequencingGoto</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+
+<span class="c1"># then we may finally get the &quot;package&quot; to give the QCoDeS driver for upload</span>
+<span class="n">package</span> <span class="o">=</span> <span class="n">seq1</span><span class="o">.</span><span class="n">outputForAWGFile</span><span class="p">()</span>
+
+<span class="c1"># Note that the sequencing information is included in the plot in a way mimicking the</span>
+<span class="c1"># way the display of the Tektronix AWG 5014</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">seq1</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_23_0.png" src="../_images/examples_Pulse_Building_Tutorial_23_0.png" />
+</div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[17]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># The package is a SLICEABLE object</span>
+<span class="c1"># By slicing and indexing it, one may retrieve different parts of the sequence</span>
+
+<span class="n">chan1_awg_input</span> <span class="o">=</span> <span class="n">package</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>  <span class="c1"># returns a tuple yielding an awg file with channel 1</span>
+<span class="n">chan3_awg_input</span> <span class="o">=</span> <span class="n">package</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>  <span class="c1"># returns a tuple yielding an awg file with channel 3</span>
+
+<span class="n">both_chans_awg_input</span> <span class="o">=</span> <span class="n">package</span><span class="p">[</span>
+    <span class="p">:</span>
+<span class="p">]</span>  <span class="c1"># returns a tuple yielding an awg file with both channels</span>
+
+<span class="c1"># This may be useful to make one big sequence for one experiment and then uploading part of it to one awg</span>
+<span class="c1"># and part of it to another (since physical awg&#39;s usually don&#39;t have enough channels for a big experiment)</span>
+
+<span class="c1"># To see how the channels are counted, look up the channels</span>
+<span class="n">package</span><span class="o">.</span><span class="n">channels</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[17]:
+</pre></div>
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+[1, 3]
+</pre></div></div>
+</div>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[18]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1">## Example of uploading the sequence (requires having qcodes installed, see https://github.com/QCoDeS/Qcodes)</span>
+
+<span class="c1"># from qcodes.instrument_drivers.tektronix.AWG5014 import Tektronix_AWG5014</span>
+<span class="c1"># awg = Tektronix_AWG5014(&#39;AWG1&#39;, &#39;TCPIP0::172.20.3.57::inst0::INSTR&#39;, timeout=40)</span>
+<span class="c1"># awg.make_send_and_load_awg_file(*package[:])</span>
+</pre></div>
+</div>
+</div>
+<section id="Delays-and-filter-compensation">
+<h3>Delays and filter compensation<a class="headerlink" href="#Delays-and-filter-compensation" title="Link to this heading">¶</a></h3>
+<p>(<a class="reference internal" href="#Table-of-Contents"><span class="std std-ref">back to ToC</span></a>)</p>
+<p>In a real experimental setting, the signal transmission line may distort and/or delay the pulse sequence. The Sequence object can perform some compensation for this when making the <code class="docutils literal notranslate"><span class="pre">.awg</span></code> file.</p>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[19]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># To delay channel 1 with respect to the other channels, set its delay</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setChannelDelay</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setChannelDelay</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mf">123e-9</span><span class="p">)</span>
+
+<span class="c1"># To apply for a high pass filter with a cut-off frequency of 1 MHz on channel 3, we can do</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setChannelFilterCompensation</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="s2">&quot;HP&quot;</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">f_cut</span><span class="o">=</span><span class="mf">1e6</span><span class="p">)</span>
+<span class="c1"># or, equivalently,</span>
+<span class="n">seq1</span><span class="o">.</span><span class="n">setChannelFilterCompensation</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="s2">&quot;HP&quot;</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">tau</span><span class="o">=</span><span class="mf">1e-6</span><span class="p">)</span>
+
+<span class="c1"># Note that setting the filter compensation may invalidate the sequence in the sense that the specified voltage ranges</span>
+<span class="c1"># on the AWG may have become too small. The function outputForAWGFile will warn you if this is the case.</span>
+
+<span class="n">newpackage</span> <span class="o">=</span> <span class="n">seq1</span><span class="o">.</span><span class="n">outputForAWGFile</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[20]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># For sanity checking, it may be helpful to see how the compensated waveforms look.</span>
+<span class="c1"># The plotter function can display the delays and filter compensations</span>
+
+<span class="n">plotter</span><span class="p">(</span><span class="n">seq1</span><span class="p">,</span> <span class="n">apply_filters</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">apply_delays</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_28_0.png" src="../_images/examples_Pulse_Building_Tutorial_28_0.png" />
+</div>
+</div>
+</section>
+</section>
+<section id="Sequences-varying-parameters">
+<h2>Sequences varying parameters<a class="headerlink" href="#Sequences-varying-parameters" title="Link to this heading">¶</a></h2>
+<p>(<a class="reference internal" href="#Table-of-Contents"><span class="std std-ref">back to ToC</span></a>)</p>
+<p>The module contains a few wrapper functions to easily generate sequences with some parameter(s) varying throughout the sequence. First two examples where a Base element is provided and varied, then an example where an existing Sequence is repeated.</p>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[21]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Example 1: vary the duration of a square pulse</span>
+
+<span class="c1"># First, we make a basic element, in this example containing just a single blueprint</span>
+<span class="n">basebp</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">basebp</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
+<span class="n">basebp</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;varyme&quot;</span><span class="p">)</span>
+<span class="n">basebp</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
+<span class="n">basebp</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span>
+
+<span class="n">baseelem</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="p">()</span>
+<span class="n">baseelem</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">basebp</span><span class="p">)</span>
+
+<span class="n">plotter</span><span class="p">(</span><span class="n">baseelem</span><span class="p">)</span>
+
+<span class="c1"># Now we make a 5-step sequence varying the duration of the high level</span>
+<span class="c1"># The inputs are lists, since several things can be varied (see Example 2)</span>
+<span class="n">channels</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">names</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;varyme&quot;</span><span class="p">]</span>
+<span class="n">args</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;duration&quot;</span><span class="p">]</span>
+<span class="n">iters</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">1</span><span class="p">,</span> <span class="mf">1.5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mf">2.5</span><span class="p">,</span> <span class="mi">3</span><span class="p">]]</span>
+
+<span class="n">seq1</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">makeVaryingSequence</span><span class="p">(</span><span class="n">baseelem</span><span class="p">,</span> <span class="n">channels</span><span class="p">,</span> <span class="n">names</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">iters</span><span class="p">)</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">seq1</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_30_0.png" src="../_images/examples_Pulse_Building_Tutorial_30_0.png" />
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_30_1.png" src="../_images/examples_Pulse_Building_Tutorial_30_1.png" />
+</div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[22]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Example 2: Vary the duration AND the high level</span>
+
+<span class="c1"># It is straighforward to vary several things throughout the sequence</span>
+
+<span class="c1"># We make the same base element as in Example 1</span>
+<span class="n">basebp</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">basebp</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
+<span class="n">basebp</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;varyme&quot;</span><span class="p">)</span>
+<span class="n">basebp</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
+<span class="n">basebp</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span>
+
+<span class="n">baseelem</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="p">()</span>
+<span class="n">baseelem</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">basebp</span><span class="p">)</span>
+
+<span class="c1"># Now we make a 5-step sequence varying the duration AND the high level</span>
+<span class="c1"># We thus vary 3 things, a duration, a ramp start, and a ramp stop</span>
+<span class="n">channels</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span>
+<span class="n">names</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;varyme&quot;</span><span class="p">,</span> <span class="s2">&quot;varyme&quot;</span><span class="p">,</span> <span class="s2">&quot;varyme&quot;</span><span class="p">]</span>
+<span class="n">args</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;duration&quot;</span><span class="p">,</span> <span class="s2">&quot;start&quot;</span><span class="p">,</span> <span class="s2">&quot;stop&quot;</span><span class="p">]</span>
+<span class="n">iters</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">1</span><span class="p">,</span> <span class="mf">1.5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mf">2.5</span><span class="p">,</span> <span class="mi">3</span><span class="p">],</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">,</span> <span class="mf">0.7</span><span class="p">,</span> <span class="mf">0.6</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">],</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">,</span> <span class="mf">0.7</span><span class="p">,</span> <span class="mf">0.6</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">]]</span>
+
+<span class="n">seq2</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">makeVaryingSequence</span><span class="p">(</span><span class="n">baseelem</span><span class="p">,</span> <span class="n">channels</span><span class="p">,</span> <span class="n">names</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">iters</span><span class="p">)</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">seq2</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_31_0.png" src="../_images/examples_Pulse_Building_Tutorial_31_0.png" />
+</div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[23]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Example 3: Modify the high level of a square pulse inside a sequence</span>
+
+<span class="c1">#</span>
+
+<span class="n">pulsebp</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">pulsebp</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">5e-4</span><span class="p">)</span>
+<span class="n">pulsebp</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">1e-3</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;varyme&quot;</span><span class="p">)</span>
+<span class="n">pulsebp</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;waituntil&quot;</span><span class="p">,</span> <span class="mf">2e-3</span><span class="p">)</span>
+<span class="n">pulsebp</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mf">1e6</span><span class="p">)</span>
+
+<span class="n">sinebp</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">sinebp</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">sine</span><span class="p">,</span> <span class="p">(</span><span class="mf">0.2e3</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="mf">10e-3</span><span class="p">)</span>
+<span class="n">sinebp</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mf">1e6</span><span class="p">)</span>
+
+<span class="n">elem1</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="p">()</span>
+<span class="n">elem1</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">pulsebp</span><span class="p">)</span>
+
+<span class="n">elem2</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="p">()</span>
+<span class="n">elem2</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">sinebp</span><span class="p">)</span>
+
+<span class="n">baseseq</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Sequence</span><span class="p">()</span>
+<span class="n">baseseq</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="mf">1e6</span><span class="p">)</span>
+<span class="n">baseseq</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">elem1</span><span class="p">)</span>
+<span class="n">baseseq</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">elem2</span><span class="p">)</span>
+
+<span class="n">baseseq</span><span class="o">.</span><span class="n">setSequenceSettings</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">20</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">baseseq</span><span class="o">.</span><span class="n">setSequenceSettings</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+
+<span class="n">plotter</span><span class="p">(</span><span class="n">baseseq</span><span class="p">)</span>
+
+<span class="c1"># now vary this sequence</span>
+
+<span class="n">poss</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span>
+<span class="n">channels</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">]</span>
+<span class="n">names</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;varyme&quot;</span><span class="p">,</span> <span class="s2">&quot;varyme&quot;</span><span class="p">]</span>
+<span class="n">args</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;start&quot;</span><span class="p">,</span> <span class="s2">&quot;stop&quot;</span><span class="p">]</span>
+<span class="n">iters</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">1</span><span class="p">,</span> <span class="mf">0.75</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">],</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mf">0.75</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">]]</span>
+
+<span class="n">newseq</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">repeatAndVarySequence</span><span class="p">(</span><span class="n">baseseq</span><span class="p">,</span> <span class="n">poss</span><span class="p">,</span> <span class="n">channels</span><span class="p">,</span> <span class="n">names</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">iters</span><span class="p">)</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">newseq</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area stderr docutils container">
+<div class="highlight"><pre>
+/opt/hostedtoolcache/Python/3.11.11/x64/lib/python3.11/site-packages/broadbean/sequence.py:190: UserWarning: Deprecation warning. This function is only compatible with AWG5014 output and will be removed. Please use the specific setSequencingXXX methods.
+  warnings.warn(
+</pre></div></div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_32_1.png" src="../_images/examples_Pulse_Building_Tutorial_32_1.png" />
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<img alt="../_images/examples_Pulse_Building_Tutorial_32_2.png" src="../_images/examples_Pulse_Building_Tutorial_32_2.png" />
+</div>
+</div>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span>
+</pre></div>
+</div>
+</div>
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+            <ul>
+<li><a class="reference internal" href="#">Pulsebuilding tutorial</a><ul>
+<li><a class="reference internal" href="#Table-of-Contents">Table of Contents</a></li>
+<li><a class="reference internal" href="#Lingo">Lingo</a><ul>
+<li><a class="reference internal" href="#Segments:">Segments:</a><ul>
+<li><a class="reference internal" href="#Intro-to-Normal-segments:">Intro to Normal segments:</a></li>
+<li><a class="reference internal" href="#Intro-to-Special-segments:">Intro to Special segments:</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#Intro-to-Blueprints:">Intro to Blueprints:</a></li>
+<li><a class="reference internal" href="#Intro-to-Elements:">Intro to Elements:</a></li>
+<li><a class="reference internal" href="#Intro-to-Sequences:">Intro to Sequences:</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li><a class="reference internal" href="#Blueprints">Blueprints</a><ul>
+<li><a class="reference internal" href="#Basic-blueprinting">Basic blueprinting</a></li>
+<li><a class="reference internal" href="#Markers">Markers</a></li>
+<li><a class="reference internal" href="#Modifying-blueprints">Modifying blueprints</a></li>
+<li><a class="reference internal" href="#Special-segments">Special segments</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#Elements">Elements</a></li>
+<li><a class="reference internal" href="#Sequences">Sequences</a><ul>
+<li><a class="reference internal" href="#Tektronix-AWG-5014-output">Tektronix AWG 5014 output</a><ul>
+<li><a class="reference internal" href="#Delays-and-filter-compensation">Delays and filter compensation</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#Sequences-varying-parameters">Sequences varying parameters</a></li>
+</ul>
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diff --git a/examples/Pulse_Building_Tutorial.ipynb b/examples/Pulse_Building_Tutorial.ipynb
new file mode 100644
index 000000000..21cbefc09
--- /dev/null
+++ b/examples/Pulse_Building_Tutorial.ipynb
@@ -0,0 +1,1223 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Pulsebuilding tutorial\n",
+    "\n",
+    "## Table of Contents\n",
+    "\n",
+    " * [Lingo](#Lingo)\n",
+    " * [Blueprints](#Blueprints)\n",
+    "   * [Basic blueprinting](#Basic-blueprinting)\n",
+    "   * [Markers](#Markers)\n",
+    "   * [Modifying blueprints](#Modifying-blueprints)\n",
+    "   * [Special segments](#special-segments)\n",
+    "\n",
+    " * [Elements](#elements)\n",
+    " * [Sequences](#sequences)\n",
+    "   * [Tektronix AWG 5014 output](#Tektronix-AWG-5014-output)\n",
+    "     * [Delays and filter compensation](#Delays-and-filter-compensation)\n",
+    "   * [Sequences varying parameters](#Sequences-varying-parameters)\n",
+    "\n",
+    "## Lingo\n",
+    "\n",
+    "Let's settle on a vocabulary. At the highest level, we construct **sequences**. These sequences will eventually be uploaded to an AWG, e.g. the Tektronix AWG 5014. Each sequence consists of several **elements** than again consist of a number of **channels**. On each channel reside a **waveform** and two **markers**. The waveform and markers may either be added as numpy arrays or as **blueprint**. A blueprint is a set of instructions for making a waveform and two markers and consists of several **segments**\n",
+    "\n",
+    "That is to say, the food chain goes: segment -> blueprint -> element -> sequence.\n",
+    "\n",
+    "\n",
+    "### Segments:\n",
+    "\n",
+    "#### Intro to Normal segments:\n",
+    "\n",
+    "A normal segment consists of a _unique_ name, a function object, a tuple of arguments to the function, and a **duration**. \n",
+    "\n",
+    " * The name: can be provided by the user or omitted. If omitted, the segment will get the name of its function. Since all names must be unique, the blueprint _appends numbers_ to names if they occur more than once. The numbers are appended chronologically throughout the blueprint. See example below. Note that valid input (base) names are strings NOT ending in a number. Thus, 'pi/2pulse' is valid, whereas 'pulsepi/2' is not.\n",
+    " \n",
+    " * The function: must be a python function taking at least two arguments; the sample rate and the segment duration. If the function takes other arguments (such as ramp slope, frequency, etc.) sample rate and duration arguments must be the last positional arguments. Keyword arguments are currently not allowed. See example at the very end.\n",
+    " \n",
+    " * The arguments: are in a tuple of $n-2$ arguments for a function taking $n$ arguments, i.e. specifying everything but the sample rate and duration.\n",
+    " \n",
+    "* The duration is a single number giving the desired duration of the segment in seconds. Some responsibility for making this number sensible with respect to the sample rate rests on the user.\n",
+    "\n",
+    "#### Intro to  Special segments:\n",
+    "\n",
+    "A special segment has a (protected) name and a number of arguments. So far, two special segments exist.\n",
+    " \n",
+    " * `waituntil`, args [time (int)]:  When put in a blueprint, this function ensures that the _next_ segment starts at the absolute time `time` after the start of the element. It does so by filling any excess time with zeros. It fails if the previous segment will finish after time `time`.\n",
+    " \n",
+    " * `makemeanfit`. Not implemented yet. Will make the mean of the blueprint be a specified number. Will (eventually) exist in several versions, e.g. one achieving the goal by adding an offset, another by adding an appropriate DC segment at the end of the blueprint.\n",
+    "\n",
+    "### Intro to Blueprints:\n",
+    "\n",
+    "Consist of a number of segments. Has an associated sample rate.\n",
+    "\n",
+    "### Intro to Elements:\n",
+    "\n",
+    "Has a number of blueprints on each channel. Can have an arbitraty amount of integer-indexed channels, but the blueprint on each channel must have the same number of points and the same total duration as all the other blueprints.\n",
+    "\n",
+    "### Intro to Sequences:\n",
+    "\n",
+    "Have an associated sample rate. \n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:56.284720Z",
+     "iopub.status.busy": "2025-01-20T06:27:56.284305Z",
+     "iopub.status.idle": "2025-01-20T06:27:56.665089Z",
+     "shell.execute_reply": "2025-01-20T06:27:56.664539Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "#\n",
+    "# IMPORTS\n",
+    "#\n",
+    "%matplotlib inline\n",
+    "import matplotlib as mpl\n",
+    "import numpy as np\n",
+    "\n",
+    "import broadbean as bb\n",
+    "from broadbean.plotting import plotter\n",
+    "\n",
+    "mpl.rcParams[\"figure.figsize\"] = (8, 3)\n",
+    "mpl.rcParams[\"figure.subplot.bottom\"] = 0.15"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Blueprints\n",
+    "\n",
+    "## Basic blueprinting\n",
+    "([back to ToC](#Table-of-Contents))\n",
+    "\n",
+    "In this section we show how to construct basic blueprints. The units of the vertical axis is **volts** and the units of the horizontal axis (the durations) is **seconds**."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:56.667398Z",
+     "iopub.status.busy": "2025-01-20T06:27:56.666988Z",
+     "iopub.status.idle": "2025-01-20T06:27:56.672694Z",
+     "shell.execute_reply": "2025-01-20T06:27:56.672126Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Legend: Name, function, arguments, timesteps, durations\n",
+      "Segment 1: \"ramp\", PulseAtoms.ramp, (0, 0.001), 3e-06\n",
+      "----------\n",
+      "Legend: Name, function, arguments, timesteps, durations\n",
+      "Segment 1: \"ramp\", PulseAtoms.ramp, (0, 0.001), 3e-06\n",
+      "Segment 2: \"mysine\", PulseAtoms.sine, (500000.0, 0.001, 0.001, 0), 2e-06\n",
+      "Segment 3: \"ramp2\", PulseAtoms.ramp, (0.001, 0), 3e-06\n",
+      "Segment 4: \"myfunc\", PulseAtoms.arb_func, (<function <lambda> at 0x7f59ac07bf60>, {'ampl': 500000000.0}), 2e-06\n",
+      "----------\n"
+     ]
+    }
+   ],
+   "source": [
+    "# The pulsebuilding module comes with a (small) collection of functions appropriate for being segments.\n",
+    "ramp = bb.PulseAtoms.ramp  # args: start, stop\n",
+    "sine = bb.PulseAtoms.sine  # args: freq, ampl, off, phase\n",
+    "arb_func = bb.PulseAtoms.arb_func  # args provided in a dict\n",
+    "\n",
+    "# make a blueprint\n",
+    "\n",
+    "# The blueprint takes no arguments\n",
+    "bp1 = bb.BluePrint()  # Do-nothing initialisation\n",
+    "\n",
+    "# the blueprint is filled via the insertSegment method\n",
+    "# Call signature: position in the blueprint, function, args, name, duration\n",
+    "bp1.insertSegment(0, ramp, (0, 1e-3), name=\"\", dur=3e-6)\n",
+    "\n",
+    "# A sample rate can be set (Sa/S). Without a sample rate, we can not plot the blueprint.\n",
+    "bp1.setSR(1e9)\n",
+    "\n",
+    "# The blueprint can be inspected. Note that the segment was auto-named 'ramp'\n",
+    "bp1.showPrint()\n",
+    "\n",
+    "# more segments can be added...\n",
+    "bp1.insertSegment(1, sine, (5e5, 1e-3, 1e-3, 0), name=\"mysine\", dur=2e-6)\n",
+    "bp1.insertSegment(2, ramp, (1e-3, 0), name=\"\", dur=3e-6)\n",
+    "bp1.insertSegment(\n",
+    "    3, arb_func, (lambda t, ampl: ampl * t * t, {\"ampl\": 5e8}), name=\"myfunc\", dur=2e-6\n",
+    ")\n",
+    "\n",
+    "# ... and reinspected\n",
+    "bp1.showPrint()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:56.674392Z",
+     "iopub.status.busy": "2025-01-20T06:27:56.674081Z",
+     "iopub.status.idle": "2025-01-20T06:27:56.751399Z",
+     "shell.execute_reply": "2025-01-20T06:27:56.750844Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# For easy overview, we may plot the blueprint\n",
+    "plotter(bp1)\n",
+    "\n",
+    "# The two bleak lines (red, blue) above the graph represent the channel markers.\n",
+    "# They are described below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:56.753319Z",
+     "iopub.status.busy": "2025-01-20T06:27:56.753004Z",
+     "iopub.status.idle": "2025-01-20T06:27:56.912631Z",
+     "shell.execute_reply": "2025-01-20T06:27:56.912066Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Blueprints may be added together\n",
+    "bp2 = bp1 + bp1\n",
+    "plotter(bp2)\n",
+    "\n",
+    "# Segments may be removed from a blueprint. They are removed by name.\n",
+    "bp2.removeSegment(\"ramp2\")\n",
+    "plotter(bp2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:56.914485Z",
+     "iopub.status.busy": "2025-01-20T06:27:56.914158Z",
+     "iopub.status.idle": "2025-01-20T06:27:56.917690Z",
+     "shell.execute_reply": "2025-01-20T06:27:56.917225Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of points in blueprint: 10000\n",
+      "Length of blueprint in seconds: 9.999999999999999e-06\n",
+      "Number of segments in blueprint: 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "# A blueprint has a handful of different lengths one may check\n",
+    "print(f\"Number of points in blueprint: {bp1.points}\")\n",
+    "print(f\"Length of blueprint in seconds: {bp1.duration}\")\n",
+    "print(f\"Number of segments in blueprint: {bp1.length_segments}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Markers\n",
+    "([back to ToC](#Table-of-Contents))\n",
+    "\n",
+    "All markers are OFF by default. Markers can be added to a blueprint (switched ON) in two different ways. Either a marker is specified by its ON time in *absolute time* or by its ON time *relative* to a certain segment."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:56.919359Z",
+     "iopub.status.busy": "2025-01-20T06:27:56.919033Z",
+     "iopub.status.idle": "2025-01-20T06:27:56.982234Z",
+     "shell.execute_reply": "2025-01-20T06:27:56.981665Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Absolute time marker specification\n",
+    "\n",
+    "# The blueprint has a list of tuples for each marker. The tuples are (switch_on_time, duration)\n",
+    "\n",
+    "# create a blueprint\n",
+    "bp_atm = bb.BluePrint()\n",
+    "bp_atm.setSR(100)\n",
+    "bp_atm.insertSegment(0, ramp, (0, 1), dur=3)\n",
+    "bp_atm.insertSegment(1, sine, (0.5, 1, 1, 0), dur=2)\n",
+    "bp_atm.insertSegment(2, ramp, (1, 0), dur=3)\n",
+    "\n",
+    "# specify markers in absolute time\n",
+    "bp_atm.marker1 = [(1, 0.5), (2, 0.5)]\n",
+    "bp_atm.marker2 = [(1.5, 0.2), (2.5, 0.1)]\n",
+    "\n",
+    "plotter(bp_atm)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:56.984095Z",
+     "iopub.status.busy": "2025-01-20T06:27:56.983745Z",
+     "iopub.status.idle": "2025-01-20T06:27:57.104335Z",
+     "shell.execute_reply": "2025-01-20T06:27:57.103793Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Relative time marker specification\n",
+    "\n",
+    "bp_rtm = bb.BluePrint()\n",
+    "bp_rtm.setSR(100)\n",
+    "bp_rtm.insertSegment(0, ramp, (0, 1), dur=1)\n",
+    "bp_rtm.insertSegment(1, ramp, (1, 1), dur=1)\n",
+    "bp_rtm.insertSegment(\n",
+    "    2, sine, (1.675, 1, 0, np.pi / 2), dur=1.5, name=\"mysine\"\n",
+    ")  # This is the important segment\n",
+    "# make marker 1 go ON a bit before the sine comes on\n",
+    "bp_rtm.setSegmentMarker(\n",
+    "    \"mysine\", (-0.1, 0.2), 1\n",
+    ")  # segment name, (delay, duration), markerID\n",
+    "# make marker 2 go ON halfway through the sine\n",
+    "bp_rtm.setSegmentMarker(\"mysine\", (0.75, 0.1), 2)\n",
+    "\n",
+    "plotter(bp_rtm)\n",
+    "\n",
+    "# Even if we insert segments before and after the sine, the markers \"stick\" to the sine segment\n",
+    "bp_rtm.insertSegment(0, ramp, (0, 0), dur=1)\n",
+    "bp_rtm.insertSegment(-1, ramp, (0, 0.2), dur=1)\n",
+    "\n",
+    "plotter(bp_rtm)\n",
+    "\n",
+    "\n",
+    "# NB: the two different ways of inputting markers will never directly conflict, since one only specifies when to turn\n",
+    "# markers ON. It is up to the user to ensure that markers switch off again as expected, i.e. that different marker\n",
+    "# specifications do not overlap."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Modifying blueprints\n",
+    "([back to ToC](#Table-of-Contents))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:57.106221Z",
+     "iopub.status.busy": "2025-01-20T06:27:57.105869Z",
+     "iopub.status.idle": "2025-01-20T06:27:57.288050Z",
+     "shell.execute_reply": "2025-01-20T06:27:57.287470Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArMAAAEaCAYAAAACHN+gAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAHk5JREFUeJzt3X1M1efdx/HPOViBTeGuU0AUxdxydz5UQVSky2pnqcy5Zq63jelMZNaauGi3lnRdXTZdtqQsM7Zs0VXbTc3inHYPamJbG8PiQyOLSsudqqvT6NQWYbIyQHyC8zv3H65n5ZzjA/7OOdfv4f1KSMrxd+BLc8Hvc67zva4rEA6HwwIAAABcKGi6AAAAAOBuEWYBAADgWoRZAAAAuBZhFgAAAK5FmAUAAIBrEWYBAADgWoRZAAAAuBZhFgAAAK7Vz3QBqWZZlpqamjRw4EAFAgHT5QAAACBKOBxWZ2en8vPzFQzeeu7Vd2G2qalJBQUFpssAAADAbZw/f17Dhw+/5TW+C7MDBw6UdON/TlZWluFqAO8IhUJq/Mv/SZKKp01UWlqa4YqA5GG8w09MjPeOjg4VFBREctut+C7MftJakJWVRZgFEigUCmnAZwdIuvH7xc0dXsZ4h5+YHO930hLKAjAAAAC4FmEWAAAArkWYBQAAgGsRZgEAAOBavlsAlmptJ0/K6u42XQaQdJZlqeP8eUnSx3/NuO2+gICbMd7hJ5Zl6VJTkwbk55suJS7CbJJZ3d2yenpMlwEknWVZCodCN/67p0fi5g4PY7zDTyzLkvXv8e5EhNkkC95zj+kSgNSwLAX+vV1LsF8/ZqrgbYx3+IllKejg7ecIs0l2b1GR6RKAlAiFQsr6+KokadCYMey7CU9jvMNPQqGQBvx7vDsRLyUBAADgWoRZAAAAuBZhFgAAAK5FmAUAAIBrEWYBAADgWuxmkGQnT7apu9syXQaQdJZl6dz5TklS5l8/ZqsieBrjHX5iWZaami4pP3+A6VLiIswmWXe3pZ4ewiy878am2jfGek+PxR7y8DTGO/zEsiz1hMKmy7gpwmyS3XMPf+HgD5YlBdNujPd+/YLMVMHTGO/wE8uS+qUFTJdxU4TZJCsqutd0CUBKhEIhXfl4oCRpzJhBbCIPT2O8w09ujHdnthhILAADAACAixFmAQAA4FqEWQAAALgWYRYAAACuRZgFAACAaxFmAQAA4FqEWQAAALgWYRYAAACuRZgFAACAaxFmAQAA4FqEWQAAALiW0TC7f/9+Pfroo8rPz1cgENCOHTtu+5y9e/dq0qRJSk9P1+jRo7Vp06ak1wkAAABn6mfym3d1dWnixIl68skn9dhjj932+jNnzmj27NlasmSJfvvb36qurk5PPfWUhg4dqsrKyhRUDOBWQj3dun65S52tLQqm8cYPvCugNFmWpWCQcQ6YZjTMzpo1S7Nmzbrj69etW6dRo0Zp9erVkqQxY8bonXfe0csvv0yYBQy7/K+PdeFvRxUOh/XRgOvc5OFplmWp5XSrckf9j+lSAN9z1d2mvr5eFRUVvR6rrKxUfX39TZ9z7do1dXR09PoAkHhtF84pHA6bLgNImZ5rV3XlEvcUwDRXhdnm5mbl5ub2eiw3N1cdHR26cuVK3OfU1NQoOzs78lFQUJCKUgHf6em+broEIOWsnh7TJQC+Z7TNIBWWL1+u6urqyOcdHR0EWiAZomZl0/qnK63fPYaKAZKj+9oVhUMh02UA+BRXhdm8vDy1tLT0eqylpUVZWVnKzMyM+5z09HSlp6enojwAn5JTWKT/yhtuugwgoc69f0Rdba2Rz2mtAcxzVZtBeXm56urqej22Z88elZeXG6oIwCe4qcMPAoGA6RIARDEaZi9duqTGxkY1NjZKurH1VmNjo86dOyfpRovAggULItcvWbJEp0+f1vPPP68PPvhAv/zlL/X666/r2WefNVE+gE+LDrPc9OELvIgDTDMaZo8cOaKSkhKVlJRIkqqrq1VSUqIVK1ZIki5cuBAJtpI0atQovfHGG9qzZ48mTpyo1atX61e/+hXbcgEOEH1LD4gwC+8JRG85xzsSgHFGe2YfeuihW741Ge90r4ceekjvvfdeEqsCcFdiZmbNlAEA8BdX9cwCcLLeYTYQ4M8LPCiqfYZeccA87jYAEoJ7Ovwgun2GYQ+YR5gFkBDhsNXrc1Z9w5OihzWv4gDjCLMAkoMwCw/iRRrgPIRZAIkRju6Z5aYPL4oa18zMAsYRZgEkBAth4Au8SAMchzALIDE4NAE+ENMyyxIwwDjCLICE4NAE+EHsoQlm6gDwH4RZAInBoQkAAAMIswAShAVg8IHoQxMs6yYXAkgVwiyAhIhd/0WYhffQPgM4D2EWQGKwNRf8IGZY0zQLmEaYBZAQMau6CbPwIF6kAc5DmAWQGMzMwheiembZXxkwjjALICG4qcMXol+kMewB4wizABKDQxPgAxyaADgPYRZAUrDqG14Uc2gCAOP4rQRgW9y9NsmyAIAUIMwCsC3eW60sAIMncWgC4DiEWQD2xW0bJMzCe2ifAZyHMAsgAZiZhU8wrAHHIcwCsI1tueAXsS/SGPuAaYRZAPbFuZ+z6hveFH1ogqEyAERwtwFgG3ttwjdiDk1g7AOmEWYB2Bfvhk7PLDyIJgPAeQizAJKCVd/wJGZmAcchzAKwLe4CMLIsPIhdOgDnIcwCsC9OmOWmD09iNwPAcQizAGyLvzUXYRY+QJsBYBxhFkAC0GYAf4h+x4EsC5hHmAVgW7yZWRaAwYtonwGchzALwD4OTYBvRM3M0jMLGMfdBoBt3NDhGzHrvxj7gGmEWQD2Rd/QeSsWHkX7DOA8hFkACUdfITyLQxMAxyHMArAtZgEYYRYexQs1wHkIswDsY3YKPkW/OGAeYRaAbdEzs4EAf1rgUTFtBmbKAPAf3HEAJBzvxMKrYg5NMFQHgP8gzAKwLRy2oh4hzcKbYnpmabEBjCPMArAv+n7O1Cw8K/o4W8IsYBphFoBt0YtgiLLwrJjBTZgFTCPMArCPrbngExyaADgPYRZAwrEXJzyLnlnAcQizAGyjbxB+wQs1wHkIswDso80APsULOcA8wiwA22IWgHFoAryKF2qA43DHAWAfE7PwiXhtBkzOAmYRZgHYxqEJ8DXSLGAUYRaAfRyaAJ+I10IT3WYDILUIswBs49AE+Ea8wU2WBYwizAKwj90M4BPxD00gzQImEWYBJBx7ccKz4i4AI8wCJhFmAdjGzRx+EX83A8Y/YBJhFoB9tBkAAAwhzAKwLXYzA/60wKPivVBjZhYwijsOAPu4mcMn4i4AY/wDRhFmAdgWfWgCC8DgWXE3MyDMAiYRZgEkHmEWHsWhCYDzEGYB2Ba9mpsoC89im1nAcQizAOxjNwP4BIcmAM7Tz86Tu7u71dzcrMuXL2vIkCEaNGhQouoC4GL0zMKz2GcWcJw+z8x2dnbqlVde0fTp05WVlaXCwkKNGTNGQ4YM0ciRI7V48WIdPnw4GbUCcChu5vCLuC/UGP6AUX0Ksy+99JIKCwu1ceNGVVRUaMeOHWpsbNTf/vY31dfXa+XKlerp6dHMmTP15S9/WSdPnkxW3QCchDYD+BgLwACz+tRmcPjwYe3fv1/jxo2L++9Tp07Vk08+qXXr1mnjxo06cOCAioqKElIoAOeKOTSBJWDwsEAwKFmf2o6OdyYAo/oUZn/3u9/d0XXp6elasmTJXRUEwIViZmbNlAEA8J8+98zOnTtXu3fvpkcOwKdEbc3Fcbbwsqg2mrBl3eRCAKnQ5ztOW1ubZs+erREjRmjFihU6ffp0MuoC4CK8uIWfRLfR0DMLmNXnMFtXV6fTp09r0aJF2rx5s4qKijRjxgxt2bJF165dS0aNABwu5tAEFoDBy6LHN1kWMOqu3gscOXKkfvSjH+n06dPas2eP8vPztXjxYg0dOlRLly5VQ0NDousE4CaEWXhY7PAmzQIm2W5smzFjhjZv3qzm5mbV1NRo69atKisrS0RtANyCmVn4SlSbAW02gFG2TgD7xJkzZ7Rp0yZt2rRJ7e3tqqioSMSXBeAS3MzhK7QZAI5y1zOzV69e1ebNmzVjxgwVFRXpN7/5jRYtWqQzZ85o9+7diawRgNNxaAJ8JHp0swAMMKvPM7OHDh3Shg0btG3bNl29elVf//rXtXv3bj388MO8tQj4FIcmwE8Cwah5IN6ZAIzqc5idNm2aJk6cqJ/85CeaP3++7r333mTUBcBNODQBAGBIn8LsuXPndOTIEU2aNOmOrv/oo480bNiwuyoMgJtELQAjzcLLODQBcJQ+9cxOmTJF69ev1+HDh296TXt7u1577TWNHz9ef/zjH+/o665du1aFhYXKyMhQWVmZDh06dNNrN23apEAg0OsjIyOjLz8GgASLXQBGmIV3cWgC4Cx9mpk9fvy4XnzxRT3yyCPKyMhQaWmp8vPzlZGRoba2Nh0/flzHjh3TpEmT9LOf/Uxf+cpXbvs1t23bpurqaq1bt05lZWWqra1VZWWlTpw4oZycnLjPycrK0okTJyKf06sLGBaz/ovfSXgYuxkAjtKnmdnPfe5zWr16tS5cuKA1a9aoqKhIra2tOnnypCRp/vz5amhoUH19/R0FWUl66aWXtHjxYi1cuFBjx47VunXr9JnPfEYbNmy46XMCgYDy8vIiH7m5uX35MQAkWMzMFGEWHsahCYCz3NU+s5mZmZo7d67mzp1r65tfv35dDQ0NWr58eeSxYDCoiooK1dfX3/R5ly5d0siRI2VZliZNmqQXX3xR48aNi3vttWvXeh2z29HRYatmAHFwaAJ8hUMTACexfQKYHa2trQqFQjEzq7m5uWpubo77nPvuu08bNmzQzp07tXnzZlmWpQceeEAffvhh3OtramqUnZ0d+SgoKEj4zwH4HTdz+AptBoCjGA2zd6O8vFwLFixQcXGxpk+frj/96U8aMmSI1q9fH/f65cuXq729PfJx/vz5FFcM+ACHJsBHODQBcJaEHGd7twYPHqy0tDS1tLT0erylpUV5eXl39DXuuecelZSU6NSpU3H/PT09Xenp6bZrBXBzHJoAP+HQBMBZjM7M9u/fX6Wlpaqrq4s8ZlmW6urqVF5efkdfIxQK6f3339fQoUOTVSaA2+HQBACAIUZnZiWpurpaVVVVmjx5sqZOnara2lp1dXVp4cKFkqQFCxZo2LBhqqmpkST9+Mc/1rRp0zR69Gj961//0qpVq3T27Fk99dRTJn8MwOdYAAYf4dAEwFGMh9l58+bp4sWLWrFihZqbm1VcXKzdu3dHFoWdO3dOwU+9pdPW1qbFixerublZ9957r0pLS3Xw4EGNHTvW1I8A+F7su6yEWXgXbTSAsxgPs5K0bNkyLVu2LO6/7d27t9fnL7/8sl5++eUUVAXgjrE1F/wkemaWnlnAKNftZgDAeVjNDT/h0ATAWQizAOyLnpmNXu0NeAozs4CTcMcBAKAvODQBcBTCLADbYlZz0zMLD+PQBMBZCLMAbOPQBPhKzMwsYRYwiTALwD4OTYCPsFsH4CyEWQAJwNZc8BG25gIchTALwDYOTYCfxLTREGYBowizAOyjzQB+EpNlCbOASYRZALZFr+ZmARi8LLaNhjALmESYBWAfhybAV6J6ZgmzgFHccQAA6AsOTQAchTALwDYOTYCfcGgC4CyEWQC2cWgCfIVDEwBHIcwCsI/dDOAj7KMMOAthFkACcGgC/IutuQCzCLMAbOPQBPgKbQaAoxBmAdhHmwF8JPqdB6IsYBZhFoBtHJoAP4lpo2FmFjCKMAvAvpiZWcIsvCxqZjZs3eQ6AKlAmAWQcCwAg6dxaALgKIRZALbFrOYmzMLDODQBcBbCLAD7wvTMwkfomQUchTALwJa4e2ySZeFhtNEAzkKYBWBPnDDLzR5+wqEJgFmEWQC2xO8XJMzCw2gzAByFMAvAHrIsfIZDEwBnIcwCsCXeHpssAIOvMDMLGEWYBWBP3JlZwiy8KxDofeukZxYwizALwJa4PbOEWXgZ4xtwFMIsAHvibs3FzR7eFXNoAsfZAkYRZgEA6At2MwAchTALwJZ4/YLsMwsvY3wDzkKYBWAPYRY+xwIwwCzCLABbODQBvkObAeAohFkA9pBl4TPR+ygTZQGzCLMAbOHQBPhO7HYGRsoAcANhFkDi0TMLD4s+NIG5WcAswiwAW+LvZmCgECBVaJkFHIUwC8Ae7uTwmZieWQ5NAIwizAJIKLblguexmwHgKIRZALawxyb8hhdsgLMQZgHYEx1mudHDZ3hBB5hFmAVgS/xDEwAPo80AcBTCLAB7Yu7jzMzC2zg0AXAWwiwAm3rfyuknhOdxaALgKIRZALbE9AsSZuFxHJoAOAthFoAt0WGWKAu/YWIWMIswC8CemJlZM2UAqRLdSsOhCYBZhFkACRW9OAbwHFppAEchzAKwhT024Tcxixz5HQCMIswCsIcFYPA5XtABZhFmAdjCoQnwHWZmAUchzAKwJ/o+zswsPI6+cMBZCLMAbGJrLvhMnEEettjRADCFMAvAlth+QeIsvC3eKXe02wDmEGYB2MP6L/hOvKnZ1FcB4AbCLABbYmakSLPwuHgzs6RZwBzCLAB7aDMA2J4LMIgwC8AWbuLwm0Awzq2TXwPAGMIsAHs4NAFgARhgEGEWgC00GcB34r1g4x0KwBjCLAB7mJmFz3BoAuAshFkANkUdmsB9Hl7HoQmAoxBmAdjCoQnwm/hbcwEwhTALwB5aBeE7cU4Ao2cWMIYwC8AWVnHDd+JOzPJ7AJhCmAVgT9SMVNw9OAEPibcAjJlZwBzuOgAA9AGHJgDOQpgFYAuruAHabQCTCLMAbIndy4CV3vCB6B0NaDMAjCHMArAn5tAEM2UAqcT2XIBzEGYB2BR9aAI3efhA1DhnARhgDmEWgC3cxOFHMe00/B4AxhBmAdgTcw9nZhY+wMws4BiEWQC2sIobfhTbTcPvAWAKYRaAPRyaAF9iZhZwCkfcddauXavCwkJlZGSorKxMhw4duuX1v//97/X5z39eGRkZuv/++/Xmm2+mqFIAABRnay4zZQCQ+pkuYNu2baqurta6detUVlam2tpaVVZW6sSJE8rJyYm5/uDBg3riiSdUU1Ojr371q9qyZYvmzJmjd999V+PHjzfwE9xcT/d1hUMh02UASRXq6e79AC2z8IHoYd5z/Zq6r14xUguQbFbIUs/16wr2Mx4b4wqEDb83UlZWpilTpmjNmjWSJMuyVFBQoKefflovvPBCzPXz5s1TV1eXdu3aFXls2rRpKi4u1rp16277/To6OpSdna329nZlZWUl7geJo+nE+2pv+Sip3wNwCsuydOKvH2rg53I0438fVVpamumSgKQ5Uf9nHWs8JUm6b8xwBWmvgYd98vd98Ij/1he+/FBK/r73Ja8Z/e27fv26GhoaVFFREXksGAyqoqJC9fX1cZ9TX1/f63pJqqysvOn1165dU0dHR68PAADsYD9lwDmMhtnW1laFQiHl5ub2ejw3N1fNzc1xn9Pc3Nyn62tqapSdnR35KCgoSEzxAOLql55hugQg6fpnftZ0CQD+zfPviyxfvlzt7e2Rj/Pnz5suCfCmQECZWf+lz2QPMl0JkHQ5o+7jhRvgEEY7eQcPHqy0tDS1tLT0erylpUV5eXlxn5OXl9en69PT05Wenp6Ygvsor2is8kaPMfK9gVQLWWFdrv8/02UAKZH+2QEaOnqsLMvS/zxQrLQ0z88NwcdCIUuX9J4CAWeOc6Nhtn///iotLVVdXZ3mzJkj6UaTcV1dnZYtWxb3OeXl5aqrq9MzzzwTeWzPnj0qLy9PQcV9EwyyAAb+ERY7d8B/gsGggmlpCrLgER4WVsjRmcb4HgvV1dWqqqrS5MmTNXXqVNXW1qqrq0sLFy6UJC1YsEDDhg1TTU2NJOk73/mOpk+frtWrV2v27NnaunWrjhw5oldffdXkjwEAAAADjIfZefPm6eLFi1qxYoWam5tVXFys3bt3RxZ5nTt3rteWJw888IC2bNmiH/zgB/r+97+voqIi7dixw3F7zAIAACD5jIdZSVq2bNlN2wr27t0b89jjjz+uxx9/PMlVAQAAwOmc2ckLAAAA3AFHzMym0icHnnF4ApBYoVBIl7ouSbrx+8UJYPAyxjv8xMR4/ySn3clBtb4Ls52dnZLE4QkAAAAO19nZqezs7FteEwjfSeT1EMuy1NTUpIEDB6bkOMKOjg4VFBTo/Pnztz1bGHA7xjv8hPEOP0n1eA+Hw+rs7FR+fn6vjQDi8d3MbDAY1PDhw1P+fbOysvhjB99gvMNPGO/wk1SO99vNyH6CBWAAAABwLcIsAAAAXIswm2Tp6elauXKl0tPTTZcCJB3jHX7CeIefOHm8+24BGAAAALyDmVkAAAC4FmEWAAAArkWYBQAAgGsRZgEAAOBahNkkW7t2rQoLC5WRkaGysjIdOnTIdElAwu3fv1+PPvqo8vPzFQgEtGPHDtMlAUlTU1OjKVOmaODAgcrJydGcOXN04sQJ02UBSfHKK69owoQJkcMSysvL9dZbb5kuqxfCbBJt27ZN1dXVWrlypd59911NnDhRlZWV+sc//mG6NCChurq6NHHiRK1du9Z0KUDS7du3T0uXLtVf/vIX7dmzR93d3Zo5c6a6urpMlwYk3PDhw/XTn/5UDQ0NOnLkiGbMmKGvfe1rOnbsmOnSItiaK4nKyso0ZcoUrVmzRpJkWZYKCgr09NNP64UXXjBcHZAcgUBA27dv15w5c0yXAqTExYsXlZOTo3379unBBx80XQ6QdIMGDdKqVau0aNEi06VIYmY2aa5fv66GhgZVVFREHgsGg6qoqFB9fb3BygAAidTe3i7pxg0e8LJQKKStW7eqq6tL5eXlpsuJ6Ge6AK9qbW1VKBRSbm5ur8dzc3P1wQcfGKoKAJBIlmXpmWee0Re+8AWNHz/edDlAUrz//vsqLy/X1atXNWDAAG3fvl1jx441XVYEYRYAgLu0dOlSHT16VO+8847pUoCkue+++9TY2Kj29nb94Q9/UFVVlfbt2+eYQEuYTZLBgwcrLS1NLS0tvR5vaWlRXl6eoaoAAImybNky7dq1S/v379fw4cNNlwMkTf/+/TV69GhJUmlpqQ4fPqyf//znWr9+veHKbqBnNkn69++v0tJS1dXVRR6zLEt1dXWO6jMBAPRNOBzWsmXLtH37dv35z3/WqFGjTJcEpJRlWbp27ZrpMiKYmU2i6upqVVVVafLkyZo6dapqa2vV1dWlhQsXmi4NSKhLly7p1KlTkc/PnDmjxsZGDRo0SCNGjDBYGZB4S5cu1ZYtW7Rz504NHDhQzc3NkqTs7GxlZmYarg5IrOXLl2vWrFkaMWKEOjs7tWXLFu3du1dvv/226dIi2JorydasWaNVq1apublZxcXF+sUvfqGysjLTZQEJtXfvXn3pS1+KebyqqkqbNm1KfUFAEgUCgbiPb9y4Ud/85jdTWwyQZIsWLVJdXZ0uXLig7OxsTZgwQd/73vf0yCOPmC4tgjALAAAA16JnFgAAAK5FmAUAAIBrEWYBAADgWoRZAAAAuBZhFgAAAK5FmAUAAIBrEWYBAADgWoRZAAAAuBZhFgBc5J///KdycnL097///ZbXtba2KicnRx9++GFqCgMAQzgBDABcpLq6Wp2dnXrttddue+1zzz2ntrY2/frXv05BZQBgBmEWAFzi8uXLGjp0qN5++21NmzbtttcfO3ZMpaWlampq0qBBg1JQIQCkHm0GAOASb775ptLT0yNBtq2tTfPnz9eQIUOUmZmpoqIibdy4MXL9uHHjlJ+fr+3bt5sqGQCSrp/pAgAAd+bAgQMqLS2NfP7DH/5Qx48f11tvvaXBgwfr1KlTunLlSq/nTJ06VQcOHNCiRYtSXS4ApARhFgBc4uzZs8rPz498fu7cOZWUlGjy5MmSpMLCwpjn5Ofn67333ktViQCQcrQZAIBLXLlyRRkZGZHPv/Wtb2nr1q0qLi7W888/r4MHD8Y8JzMzU5cvX05lmQCQUoRZAHCJwYMHq62tLfL5rFmzdPbsWT377LNqamrSww8/rOeee67Xcz7++GMNGTIk1aUCQMoQZgHAJUpKSnT8+PFejw0ZMkRVVVXavHmzamtr9eqrr/b696NHj6qkpCSVZQJAShFmAcAlKisrdezYscjs7IoVK7Rz506dOnVKx44d065duzRmzJjI9ZcvX1ZDQ4NmzpxpqmQASDrCLAC4xP33369Jkybp9ddflyT1799fy5cv14QJE/Tggw8qLS1NW7dujVy/c+dOjRgxQl/84hdNlQwAScehCQDgIm+88Ya++93v6ujRowoGbz0fMW3aNH3729/WN77xjRRVBwCpx9ZcAOAis2fP1smTJ/XRRx+poKDgpte1trbqscce0xNPPJHC6gAg9ZiZBQAAgGvRMwsAAADXIswCAADAtQizAAAAcC3CLAAAAFyLMAsAAADXIswCAADAtQizAAAAcC3CLAAAAFyLMAsAAADX+n/DW6bnWL3UXwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# An essential feature of blueprints is that they can be modified\n",
+    "\n",
+    "bp_mod = bb.BluePrint()\n",
+    "bp_mod.setSR(100)\n",
+    "\n",
+    "bp_mod.insertSegment(0, ramp, (0, 0), name=\"before\", dur=1)\n",
+    "bp_mod.insertSegment(1, ramp, (1, 1), name=\"plateau\", dur=1)\n",
+    "bp_mod.insertSegment(2, ramp, (0, 0), name=\"after\", dur=1)\n",
+    "\n",
+    "plotter(bp_mod)\n",
+    "\n",
+    "# Functional arguments can be changed\n",
+    "\n",
+    "# They are looked up by segment name\n",
+    "bp_mod.changeArg(\n",
+    "    \"before\", \"stop\", 1\n",
+    ")  # the argument to change may either be the argument name or its position\n",
+    "bp_mod.changeArg(\"after\", 0, 1)\n",
+    "\n",
+    "plotter(bp_mod)\n",
+    "\n",
+    "# Durations can also be changed\n",
+    "bp_mod.changeDuration(\"plateau\", 2)\n",
+    "\n",
+    "plotter(bp_mod)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Special segments\n",
+    "([back to ToC](#Table-of-Contents))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:57.289978Z",
+     "iopub.status.busy": "2025-01-20T06:27:57.289625Z",
+     "iopub.status.idle": "2025-01-20T06:27:57.412263Z",
+     "shell.execute_reply": "2025-01-20T06:27:57.411777Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# The 'waituntil' segment fills up a part of the blueprint with zeros\n",
+    "\n",
+    "# Example: a square pulse, then waiting until 5 s exactly and then a new sine\n",
+    "\n",
+    "bp_wait = bb.BluePrint()\n",
+    "bp_wait.setSR(100)\n",
+    "\n",
+    "bp_wait.insertSegment(0, ramp, (0, 0), dur=1)\n",
+    "bp_wait.insertSegment(1, ramp, (1, 1), name=\"plateau\", dur=1)\n",
+    "# function must be sthe string 'waituntil', the argument is the ABSOLUTE time to wait until\n",
+    "bp_wait.insertSegment(2, \"waituntil\", (5,))\n",
+    "bp_wait.insertSegment(3, sine, (1, 0.1, 0, -np.pi / 2), dur=1)\n",
+    "plotter(bp_wait)\n",
+    "\n",
+    "# If we make the square pulse longer, the sine still occurs at 5 s\n",
+    "bp_wait.changeDuration(\"plateau\", 1.5)\n",
+    "plotter(bp_wait)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Elements\n",
+    "([back to ToC](#Table-of-Contents))\n",
+    "\n",
+    "Elements are containers containing blueprints. A valid element consists of blueprints that all have the same number of points and the same overall duration."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:57.413958Z",
+     "iopub.status.busy": "2025-01-20T06:27:57.413796Z",
+     "iopub.status.idle": "2025-01-20T06:27:57.533643Z",
+     "shell.execute_reply": "2025-01-20T06:27:57.533093Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Example 1\n",
+    "\n",
+    "# Create the blueprints\n",
+    "bp_square = bb.BluePrint()\n",
+    "bp_square.setSR(1e9)\n",
+    "bp_square.insertSegment(0, ramp, (0, 0), dur=0.1e-6)\n",
+    "bp_square.insertSegment(1, ramp, (10e-3, 10e-3), name=\"top\", dur=0.1e-6)\n",
+    "bp_square.insertSegment(2, ramp, (0, 0), dur=0.1e-6)\n",
+    "bp_boxes = bp_square + bp_square\n",
+    "#\n",
+    "bp_sine = bb.BluePrint()\n",
+    "bp_sine.setSR(1e9)\n",
+    "bp_sine.insertSegment(0, sine, (3.333e6, 25e-3, 0, 0), dur=0.3e-6)\n",
+    "bp_sineandboxes = bp_sine + bp_square\n",
+    "\n",
+    "# Now we create an element and add the blueprints to channel 1 and 3, respectively\n",
+    "elem1 = bb.Element()\n",
+    "elem1.addBluePrint(1, bp_boxes)\n",
+    "elem1.addBluePrint(3, bp_sineandboxes)\n",
+    "\n",
+    "# We can check the validity of the element\n",
+    "elem1.validateDurations()  # raises an ElementDurationError if something is wrong. If all is OK, does nothing.\n",
+    "\n",
+    "# And we can plot the element\n",
+    "plotter(elem1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:57.535463Z",
+     "iopub.status.busy": "2025-01-20T06:27:57.535133Z",
+     "iopub.status.idle": "2025-01-20T06:27:57.538550Z",
+     "shell.execute_reply": "2025-01-20T06:27:57.538024Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Designated channels: [1, 3]\n",
+      "Total duration: 6e-07 s\n",
+      "Sample rate: 1000000000.0 (Sa/S)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# An element has several features\n",
+    "print(f\"Designated channels: {elem1.channels}\")\n",
+    "print(f\"Total duration: {elem1.duration} s\")\n",
+    "print(f\"Sample rate: {elem1.SR} (Sa/S)\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:57.540232Z",
+     "iopub.status.busy": "2025-01-20T06:27:57.539922Z",
+     "iopub.status.idle": "2025-01-20T06:27:57.702398Z",
+     "shell.execute_reply": "2025-01-20T06:27:57.701814Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# We can modify the blueprints of an element through the element object\n",
+    "\n",
+    "# Change the sine freq\n",
+    "elem1.changeArg(\n",
+    "    3, \"sine\", \"freq\", 6.67e6\n",
+    ")  # Call signature: channel, segment name, argument, new_value\n",
+    "\n",
+    "# make the second plateaus last longer\n",
+    "elem1.changeDuration(\n",
+    "    1, \"top2\", 0.2e-6\n",
+    ")  # In this blueprint, the second top is called top2\n",
+    "elem1.changeDuration(3, \"top\", 0.2e-6)\n",
+    "\n",
+    "plotter(elem1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Sequences\n",
+    "([back to ToC](#Table-of-Contents))\n",
+    "\n",
+    "Finally, we have reached the top level of the module: sequences. Unsurprisingly, sequences are containers containing elements. All elements in a sequence must specify the same channels."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:57.704396Z",
+     "iopub.status.busy": "2025-01-20T06:27:57.703997Z",
+     "iopub.status.idle": "2025-01-20T06:27:57.710648Z",
+     "shell.execute_reply": "2025-01-20T06:27:57.710080Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "seq1 = bb.Sequence()\n",
+    "\n",
+    "# We fill up the sequence by adding elements at different sequence positions.\n",
+    "# A valid sequence is filled from 1 to N with NO HOLES, i.e. if position 4 is filled, so must be position 1, 2, and 3\n",
+    "\n",
+    "#\n",
+    "# Make blueprints, make elements\n",
+    "\n",
+    "# Create the blueprints\n",
+    "bp_square = bb.BluePrint()\n",
+    "bp_square.setSR(1e9)\n",
+    "bp_square.insertSegment(0, ramp, (0, 0), dur=100e-9)\n",
+    "bp_square.insertSegment(1, ramp, (1e-3, 1e-3), name=\"top\", dur=100e-9)\n",
+    "bp_square.insertSegment(2, ramp, (0, 0), dur=100e-9)\n",
+    "bp_boxes = bp_square + bp_square\n",
+    "#\n",
+    "bp_sine = bb.BluePrint()\n",
+    "bp_sine.setSR(1e9)\n",
+    "bp_sine.insertSegment(0, sine, (3.333e6, 1.5e-3, 0, 0), dur=300e-9)\n",
+    "bp_sineandboxes = bp_sine + bp_square\n",
+    "\n",
+    "# create elements\n",
+    "elem1 = bb.Element()\n",
+    "elem1.addBluePrint(1, bp_boxes)\n",
+    "elem1.addBluePrint(3, bp_sineandboxes)\n",
+    "#\n",
+    "elem2 = bb.Element()\n",
+    "elem2.addBluePrint(3, bp_boxes)\n",
+    "elem2.addBluePrint(1, bp_sineandboxes)\n",
+    "\n",
+    "# Fill up the sequence\n",
+    "seq1.addElement(1, elem1)  # Call signature: seq. pos., element\n",
+    "seq1.addElement(2, elem2)\n",
+    "seq1.addElement(3, elem1)\n",
+    "\n",
+    "# set its sample rate\n",
+    "seq1.setSR(elem1.SR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:57.712429Z",
+     "iopub.status.busy": "2025-01-20T06:27:57.712100Z",
+     "iopub.status.idle": "2025-01-20T06:27:57.715124Z",
+     "shell.execute_reply": "2025-01-20T06:27:57.714659Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Help on method changeArg in module broadbean.element:\n",
+      "\n",
+      "changeArg(channel: 'str | int', name: 'str', arg: 'str | int', value: 'int | float', replaceeverywhere: 'bool' = False) -> 'None' method of broadbean.element.Element instance\n",
+      "    Change the argument of a function of the blueprint on the specified\n",
+      "    channel.\n",
+      "    \n",
+      "    Args:\n",
+      "        channel: The channel where the blueprint sits.\n",
+      "        name: The name of the segment in which to change an argument\n",
+      "        arg: Either the position (int) or name (str) of\n",
+      "            the argument to change\n",
+      "        value: The new value of the argument\n",
+      "        replaceeverywhere: If True, the same argument is overwritten\n",
+      "            in ALL segments where the name matches. E.g. 'gaussian1' will\n",
+      "            match 'gaussian', 'gaussian2', etc. If False, only the segment\n",
+      "            with exact name match gets a replacement.\n",
+      "    \n",
+      "    Raises:\n",
+      "        ValueError: If the specified channel has no blueprint.\n",
+      "        ValueError: If the argument can not be matched (either the argument\n",
+      "            name does not match or the argument number is wrong).\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "help(seq1.element(1).changeArg)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:57.716796Z",
+     "iopub.status.busy": "2025-01-20T06:27:57.716455Z",
+     "iopub.status.idle": "2025-01-20T06:27:57.935946Z",
+     "shell.execute_reply": "2025-01-20T06:27:57.935420Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 8 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# The sequence can be validated\n",
+    "seq1.checkConsistency()  # returns True if all is well, raises errors if not\n",
+    "\n",
+    "# And the sequence can (if valid) be plotted\n",
+    "plotter(seq1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Tektronix AWG 5014 output\n",
+    "([back to ToC](#Table-of-Contents))\n",
+    "\n",
+    "The sequence object can output a tuple matching the call signature of the QCoDeS Tektronix AWG 5014 driver.\n",
+    "\n",
+    "For the translation from voltage to AWG unsigned integer format to be correct, the voltage ranges and offsets of the AWG channels must be specified (NB: This will **NOT** work if the channels on the AWG are in high/low mode).\n",
+    "\n",
+    "Furthermore, the AWG sequencer options should be specified for each sequence element."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:57.937813Z",
+     "iopub.status.busy": "2025-01-20T06:27:57.937448Z",
+     "iopub.status.idle": "2025-01-20T06:27:58.183907Z",
+     "shell.execute_reply": "2025-01-20T06:27:58.183381Z"
+    },
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 8 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "seq1.setChannelAmplitude(1, 10e-3)  # Call signature: channel, amplitude (peak-to-peak)\n",
+    "seq1.setChannelOffset(1, 0)\n",
+    "seq1.setChannelAmplitude(3, 10e-3)\n",
+    "seq1.setChannelOffset(3, 0)\n",
+    "\n",
+    "# Here we repeat each element twice and then proceed to the next, wrapping over at the end\n",
+    "seq1.setSequencingTriggerWait(1, 0)\n",
+    "seq1.setSequencingNumberOfRepetitions(1, 2)\n",
+    "seq1.setSequencingEventJumpTarget(1, 0)\n",
+    "seq1.setSequencingGoto(1, 2)\n",
+    "#\n",
+    "seq1.setSequencingTriggerWait(2, 0)\n",
+    "seq1.setSequencingNumberOfRepetitions(2, 2)\n",
+    "seq1.setSequencingEventJumpTarget(2, 0)\n",
+    "seq1.setSequencingGoto(1, 3)\n",
+    "#\n",
+    "seq1.setSequencingTriggerWait(3, 0)\n",
+    "seq1.setSequencingNumberOfRepetitions(3, 2)\n",
+    "seq1.setSequencingEventJumpTarget(3, 0)\n",
+    "seq1.setSequencingGoto(3, 1)\n",
+    "\n",
+    "# then we may finally get the \"package\" to give the QCoDeS driver for upload\n",
+    "package = seq1.outputForAWGFile()\n",
+    "\n",
+    "# Note that the sequencing information is included in the plot in a way mimicking the\n",
+    "# way the display of the Tektronix AWG 5014\n",
+    "plotter(seq1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:58.185755Z",
+     "iopub.status.busy": "2025-01-20T06:27:58.185410Z",
+     "iopub.status.idle": "2025-01-20T06:27:58.189721Z",
+     "shell.execute_reply": "2025-01-20T06:27:58.189172Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[1, 3]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The package is a SLICEABLE object\n",
+    "# By slicing and indexing it, one may retrieve different parts of the sequence\n",
+    "\n",
+    "chan1_awg_input = package[0]  # returns a tuple yielding an awg file with channel 1\n",
+    "chan3_awg_input = package[1]  # returns a tuple yielding an awg file with channel 3\n",
+    "\n",
+    "both_chans_awg_input = package[\n",
+    "    :\n",
+    "]  # returns a tuple yielding an awg file with both channels\n",
+    "\n",
+    "# This may be useful to make one big sequence for one experiment and then uploading part of it to one awg\n",
+    "# and part of it to another (since physical awg's usually don't have enough channels for a big experiment)\n",
+    "\n",
+    "# To see how the channels are counted, look up the channels\n",
+    "package.channels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:58.191478Z",
+     "iopub.status.busy": "2025-01-20T06:27:58.191153Z",
+     "iopub.status.idle": "2025-01-20T06:27:58.193691Z",
+     "shell.execute_reply": "2025-01-20T06:27:58.193255Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "## Example of uploading the sequence (requires having qcodes installed, see https://github.com/QCoDeS/Qcodes)\n",
+    "\n",
+    "# from qcodes.instrument_drivers.tektronix.AWG5014 import Tektronix_AWG5014\n",
+    "# awg = Tektronix_AWG5014('AWG1', 'TCPIP0::172.20.3.57::inst0::INSTR', timeout=40)\n",
+    "# awg.make_send_and_load_awg_file(*package[:])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Delays and filter compensation\n",
+    "([back to ToC](#Table-of-Contents))\n",
+    "\n",
+    "In a real experimental setting, the signal transmission line may distort and/or delay the pulse sequence. The Sequence object can perform some compensation for this when making the `.awg` file."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:58.195394Z",
+     "iopub.status.busy": "2025-01-20T06:27:58.195071Z",
+     "iopub.status.idle": "2025-01-20T06:27:58.201523Z",
+     "shell.execute_reply": "2025-01-20T06:27:58.200989Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# To delay channel 1 with respect to the other channels, set its delay\n",
+    "seq1.setChannelDelay(1, 0)\n",
+    "seq1.setChannelDelay(3, 123e-9)\n",
+    "\n",
+    "# To apply for a high pass filter with a cut-off frequency of 1 MHz on channel 3, we can do\n",
+    "seq1.setChannelFilterCompensation(3, \"HP\", order=1, f_cut=1e6)\n",
+    "# or, equivalently,\n",
+    "seq1.setChannelFilterCompensation(3, \"HP\", order=1, tau=1e-6)\n",
+    "\n",
+    "# Note that setting the filter compensation may invalidate the sequence in the sense that the specified voltage ranges\n",
+    "# on the AWG may have become too small. The function outputForAWGFile will warn you if this is the case.\n",
+    "\n",
+    "newpackage = seq1.outputForAWGFile()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:58.203407Z",
+     "iopub.status.busy": "2025-01-20T06:27:58.203096Z",
+     "iopub.status.idle": "2025-01-20T06:27:58.453210Z",
+     "shell.execute_reply": "2025-01-20T06:27:58.452672Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 8 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# For sanity checking, it may be helpful to see how the compensated waveforms look.\n",
+    "# The plotter function can display the delays and filter compensations\n",
+    "\n",
+    "plotter(seq1, apply_filters=True, apply_delays=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Sequences varying parameters\n",
+    "([back to ToC](#Table-of-Contents))\n",
+    "\n",
+    "The module contains a few wrapper functions to easily generate sequences with some parameter(s) varying throughout the sequence. First two examples where a Base element is provided and varied, then an example where an existing Sequence is repeated."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:58.455037Z",
+     "iopub.status.busy": "2025-01-20T06:27:58.454681Z",
+     "iopub.status.idle": "2025-01-20T06:27:58.705249Z",
+     "shell.execute_reply": "2025-01-20T06:27:58.704799Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Example 1: vary the duration of a square pulse\n",
+    "\n",
+    "# First, we make a basic element, in this example containing just a single blueprint\n",
+    "basebp = bb.BluePrint()\n",
+    "basebp.insertSegment(0, ramp, (0, 0), dur=0.5)\n",
+    "basebp.insertSegment(1, ramp, (1, 1), dur=1, name=\"varyme\")\n",
+    "basebp.insertSegment(2, \"waituntil\", 5)\n",
+    "basebp.setSR(100)\n",
+    "\n",
+    "baseelem = bb.Element()\n",
+    "baseelem.addBluePrint(1, basebp)\n",
+    "\n",
+    "plotter(baseelem)\n",
+    "\n",
+    "# Now we make a 5-step sequence varying the duration of the high level\n",
+    "# The inputs are lists, since several things can be varied (see Example 2)\n",
+    "channels = [1]\n",
+    "names = [\"varyme\"]\n",
+    "args = [\"duration\"]\n",
+    "iters = [[1, 1.5, 2, 2.5, 3]]\n",
+    "\n",
+    "seq1 = bb.makeVaryingSequence(baseelem, channels, names, args, iters)\n",
+    "plotter(seq1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:58.707212Z",
+     "iopub.status.busy": "2025-01-20T06:27:58.706741Z",
+     "iopub.status.idle": "2025-01-20T06:27:58.957946Z",
+     "shell.execute_reply": "2025-01-20T06:27:58.957423Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 6 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Example 2: Vary the duration AND the high level\n",
+    "\n",
+    "# It is straighforward to vary several things throughout the sequence\n",
+    "\n",
+    "# We make the same base element as in Example 1\n",
+    "basebp = bb.BluePrint()\n",
+    "basebp.insertSegment(0, ramp, (0, 0), dur=0.5)\n",
+    "basebp.insertSegment(1, ramp, (1, 1), dur=1, name=\"varyme\")\n",
+    "basebp.insertSegment(2, \"waituntil\", 5)\n",
+    "basebp.setSR(100)\n",
+    "\n",
+    "baseelem = bb.Element()\n",
+    "baseelem.addBluePrint(1, basebp)\n",
+    "\n",
+    "# Now we make a 5-step sequence varying the duration AND the high level\n",
+    "# We thus vary 3 things, a duration, a ramp start, and a ramp stop\n",
+    "channels = [1, 1, 1]\n",
+    "names = [\"varyme\", \"varyme\", \"varyme\"]\n",
+    "args = [\"duration\", \"start\", \"stop\"]\n",
+    "iters = [[1, 1.5, 2, 2.5, 3], [1, 0.8, 0.7, 0.6, 0.5], [1, 0.8, 0.7, 0.6, 0.5]]\n",
+    "\n",
+    "seq2 = bb.makeVaryingSequence(baseelem, channels, names, args, iters)\n",
+    "plotter(seq2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:27:58.959839Z",
+     "iopub.status.busy": "2025-01-20T06:27:58.959473Z",
+     "iopub.status.idle": "2025-01-20T06:27:59.352135Z",
+     "shell.execute_reply": "2025-01-20T06:27:59.351601Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/hostedtoolcache/Python/3.11.11/x64/lib/python3.11/site-packages/broadbean/sequence.py:190: UserWarning: Deprecation warning. This function is only compatible with AWG5014 output and will be removed. Please use the specific setSequencingXXX methods.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x300 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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AoGFMCCGEEEIIABrGhBBCCCGEAKBhTAghhBBCCICQDeOtW7fiyiuvxOzZs2FZFn72s5+V/MyWLVuwcuVKpFIpLFmyBPfdd5/vchJCCCGEkPonHuaXDw0NYfny5bj++uvxp3/6pyXfv3v3blxxxRX4+Mc/jn/7t3/D5s2bccMNN6C7uxvr1q0LQOLKcZ0c0sNDGDh6CDE7Og5613Ex3H8CVsyG67iwbTtskUoihEB6aADCddE0pR1WLDr/v4UQGB3sB4SInOwk+ji5LNLDg7DjCaRapoQtTkU4uSzSQ4OIJ5NINreGLQ5pMDKjw8il00i2tCKeSIYtTkVkRoaRy0RTdj8J1TC+/PLLcfnll5f9/k2bNmHRokW4/fbbAQDLli3D448/jjvvvNNIwzg3Ooqe116Ak83ijdY0YhEydlzXxbF9+wEAu5+JYfHKNUYrTi6bwf7nnsZIfy8AINkyBfPOXIlkc0u4gpVBLpPG/uefycueam3DvDNXItHUHK5gpCEYPHEUB158Fk42AwDo6JyD7qVnRmJzNnj8CA689CycbBYAMLVrLrqWngnLskKWjDQCh3e/jGP7dgEAYnYcXUvPQMes2SFLVRohBA7vfgnH978OYEz27lPPQvvMrnAFMwTzZ74JbNu2DWvXri24tm7dOmzbtq3oZ9LpNPr7+wt+gqL/SE9+wo4y2ZFhDB47HLYYk3LgxWfzhiUAZIYHsf+FnRCuG55QZfKGJHt6aGBMdiHCE4o0BNn0KN54fmfeKAaAvkNv4Nj+3SFKVR6Z0WHsf2FnwRzb27M/v9gT4ie9PfvzRjEwFh0++PIfMDo0EKJU5dF7cF+BnrhODgdeehbp4cHwhDKISBnGPT096OzsLLjW2dmJ/v5+jIyMaD+zceNGdHR05H/mzZsXhKgAACeXKf2miJDLmvu3DPUew9CJo8r19GA/+o/2hCBR+QweP4Lh3mPK9dGBPgwcOxSCRKSROLZvF1wnp1w/um+X8Zv6o3teg3Ac9fre17R/EyFe4boOjrz+inJduK72ukm4joMje15VrgvX1V5vREJNpQiCW265BRs2bMj/3t/fH6hxPJGYHUc81RTKd1dKemQobBHKpvfg/qKvnTi4z+jQVm/PJLIf2If2GQxtEX9wHQe9h97QviYcB32HD2D6nAUBS1UerpND/5GDRV/rO3wQ07rDmedJ/TN4/AhymXTR17KjI8amwg0cO1QQIZrI4LHDyGXSiCdTAUtlFpEyjLu6unDoUKEX7dChQ2hvb0dzs/4hTKVSSKXMGOS2GbMw+7S3hi1GWex59kkAe8IWoySu42DgePE0j5G+E8YqupPLYvD4kaKvD/cdRy6bMTq3m0SXweNHtB7XcfqP9hhrGA8cPTxpmtTA0R4axsQ3+o9MEokUAgPHDhurO5PJLlwXg8ePYGrX3AAlMo9IpVJceOGF2Lx5c8G1Rx55BBdeeGFIEpGwGe47PuniDmBS4zNMhnqPTZ4DLQSGjqspIoR4QSm9GOnvNTaFarLNMAAM952AkzM7FYREE+G6JedlU9cc13W0aYcTGTC8nigIQjWMBwcHsXPnTuzcuRPAWDu2nTt3Yu/evQDG0iCuu+66/Ps//vGPY9euXfibv/kbvPjii/iXf/kX/OhHP8Jf/dVfhSE+MYDhvuMFvzd3TEObVFk7WGIiCIvhvhMFv7dOOwVTTplVcG2o10zZSfSRdWfWotNgTWzLKASGe4/DRGTd6XzL6QVdNITrKu8hxAtGhwaUHPbOJWcU/D7cdxyuO7nDJgxGB/oVZ0znW5YV/D7cezwSRet+EqphvGPHDqxYsQIrVqwAAGzYsAErVqzArbfeCgA4ePBg3kgGgEWLFuGBBx7AI488guXLl+P222/Hd77zHSNbtZFgUIzLjumYMm1GwbWJHR9MQjY6Wjqmo1WSfdhQ2Um0yY6OIDtaWLDcOn0GWtqnFVwbGegNUKrySA8PwpHyO6dMn4nmtqkF10zVexJt5A1lsmUKOmZ1F1wTrov0oHndKWTZU1PalRZtY2cvNHZ3ilBzjC+++OJJW1LpTrW7+OKL8cwzz/goFYkKruNgZKCv4FpLx3TEpZzyXHrUuGIIJ5tFWmrr09IxHTHpIJXsyQbsJuZIk+gibyjtxNjBHi0d0wpCrSYal7JM8WQKyeZWNLdPLVj4TZSdRB9Zd1o6po0djNM6BemhNw3K4f4TaG6fGrB0k6OTPZ5MIdHcguzIcP76SH8vmqa0By2eMUQqxzj6RKjpfAQa5I8OjZ0Ul8ey0Nw+FcnmVtiJRMF7TfN8jQ4V9tO2YjE0t3Ug1TKlMJwNKMY/IbUyMlj4TDW3T4NlWYrXdXSw37iQ8Ohgoe40d4x5uWUjZGSwr+FDwsR7RhVnzMnnLwIRC1l3xiNELZLuDPc3dhoSDWMSWeRQVaqlFTHbhmVZaFIWeLPCWrK3ONUyBVYsdtJAnjrpewmplYmeLQB571BTW6GXSLguMsNmtW6UF/dx2WXDWDgOMqPDIMQrctmM0qat2PNn2kEf2fSo0qYtLzvXnAJoGPuIAE8u8xN54km1tuX/3TTh34B5ii4b6hPDVrLssiFASK0oxuXJZ86OJ5CQjlE3aYEXQijyjOtOPJFUUo5M03sSbWRnjBWLIdk0pi9y6kF2ZNiog2ZkXYjFE/n0wtSUwjUnMzJsXKQoSGgYk8giK3pT65sTU6p1SuF7DSsmmMyoV2QfMkt2Em2yoyNwpVZmExdGkzeV2dFhpT1jU4HuSJtK6g7xEDkFLtXalu+GkmxuVVIQTZq75c1wqnUKrJPyploK1xwTI0VBQsOYRBKd52ji4i4vkNnREWP6mo5NOvpQNqDKnhkZgluiVzMh5SLrTSyeyHu9AHWRNGtxL5TdTqYKvMRNU8w16kn0UZ0xbz5vMdseM44nvt8gh0yxSAtwMlIkFaebpPdBQ8OYRJLs6MjknqPm1oK+poA5ip4ZGVaKgiZ6iVMtU1TPg0ETLIk28rMkRyhUr6s5xuVkhgkApFpoGBP/kNcQWVdkXTIpDU6pK1Bkl3RnuHF1h4YxiSSZkcIwj51IFHiOrFhM2b3LnwkLWY54MgU7/mYXjZhtF3jwADR0WIt4i/wsqQtk4eLuZNLGRFvkYrpkS6GOy7JnR0cYbSGekZbmbvl5k3UpM2JG8acQAllZd5pl3ZEN48Zdc2gYk/KYpN90GMgTjqzkY9ck49IYwzi6spPoIz9Lcgg12dSiRCxMWeBlo17WHVlvANWYJqQacpm0EqWUHRimztvZ9IgSpZQ3larsjas3NIxJJJEnHN2CqHqMzVD0KMtOok+pjZkViynGsikLfEY6rU/WnZgdVzpTmCI7iTbyc2TFYoinmgquybqUHR0xoruDrPOxeALxRLLgmqxL2dHhSQ9gq2doGJNIEmWva5RlJ9HGyWWVXqbajZmcymPAxiyXSSvdNLipJEGhm7ctKbKiO101OzKiXAsaVfbSeiNcF9l0+LKHAQ1jokVWeNOo1utqwg64HNnlXrJc3IkXKM+RZSlGMKCGWU3YmMmyW7EYEinVEGFImPhBOfO2HU/ANjBiUY7s8UQSsXjhibGNqjs0jEnkcF0H2fRowbVyvK7CdZGTPhc0rpNTTk4qR3bd5wipFF1+sdy9BVA9xtnR8D1HusVdt4E3teiWRJtyIn1j16WNmQE57lXLTsOYkGiQHR1RigF1Iax4MoWYHS+4Frai674/0azKnkipBkvYspPooyyQGm8xoC6QJlSoV7u4Z6k3xAPK8bqOXZc2ZkboTrmyM4UPoGFMIoi8QNpSu7OJKItkyDlTsuyJpmbEYrbyPsuykJDzPA3wPJBoo7ZsKm9xd3PZ0Fu2yc+/bjMMqGlIuUyaLdtITQghysrT1V0Pe80RrqtEfIpuiOVIUYNuKmkYk8ihpFEUWSABdfGUq9qDRp4kZeO38LVC2cNOAyHRJzsqpyDpn7+EVG0/9tlwdUd+/osv7poCqAYtIiLe4GQzSruzYnO3rDuyzgVNLpNWI6zF9F7SHXmtbRRoGAeJ4QVtUUH2eukKcIq9Jn82aOSJRmeAjCMv8GEbJiT6yAai3G5qHF0rqrAXSfn5L+Yxjtlx2InCCFLYspNoIz97ViymtAUcRzUuR0It+paffcu2lVZt49AwHoOGMYkcinHZVNy4lF8LW9GVxX0Sw1g1TGgYk+oZa78kb8wm21TKnq/wnj/XdZTi02JGPaDbEFN3SPXIehNPpop2bpKfPeG6SovEIFHXnPIdSSakUIUBDWM/Cb8zWF0ih1TjFSh62OkIqlFfiWHSmLt34g3akGoFaUhhbsx0ejvZppKeL+IlSgrcJGtOPJlSCqfD3Jipsk+2oTQvhSoMaBiTyFGJ11W3QMq5YkGSq2CCNS0kR6JNJSFVwCyvq7wpjMUTRQtuAfNSqEi0qSRKaVmWUdG+StL3dCkiNIwJMRxdSHUyr5cSbhUC2Uw43iPXycHJFoalJk0DMSwkR6JNJV6vsdfNSUOqxOsFmJdCRaKNHLEorTvyxixE3SkzN7/Y642oOzSMSaTIpdVDLibN000kYdmF7dDC2gHrOmJMlidpWkiORJtKPEeAZoEM1WNc4eJukLebRJ/Knz+TPcYV6k4D1rbQMCaRQlbSUiFVQNPdIaQdsOx1sJMpbQ/jcUwLyZFoU0kK0tjrhXrjZDOh9QOu1ajPZdKhplCRaFNuN5dxjNpUKi1CoyN7WNAwJpGi0sV97D1mFOB5ITsL8Ei1VFL4Wez1sDZmlXq9TEqhItFGmwJXqWEcljMmm4GQNrMljXqDUqjCgoYxiRSVeo4Ac3bAlRomuvfQY0yqRS78LLVAxmwbtlScF9YiqXq9ShjGmhSqsDvSkGiic0ZEJT9feeYtC4lkNIz6MKFhHCA83qN2qjEu5SpbuXgvKCotIAKAhCGyk+gj57iX8/yZoDtCCE3xUxXRlgZc4EntyPO2nUgiZhdPgQNUvXFz2VDSkHRRSrluRUbeMDsNmIZEw5hECrWHceWLezYk41IuHIyKYUKij5PLKiHVUl4vQNWvMLyuuuN4q9F76g6pBqULUlmbMvU9uRBSeeS1rthpfaXe02i6Q8OYRAp5cikVFgLMWNwBKDmO8Spkp9eLVIOum0s8VXqRNCFioXynZU3af3mchPT36f4fEFIK5dS7MgzjmB1HLB7+seRVOZISSbUbUoPl59Mw9hHBo+88Rz0WtpzFXQoNZTNw3eDDWorsZezeZc9DLpPmIR+kYuRnz04kJu2IMo4JXldFbzQLtw5549loizvxhmo8xoChulPGmqN7Hz3GhBiK6zhKdXBUQkO6UHY5Rr0iuxA85INUTDXRCsCMiAUXdxImite1zOfPhIhF1bqjRFkbS3doGJPIoFvYylF0O5HQVKgHq+jVy54ErMKyTS7wpFKqXSCViIUJhnG5HjvFMKHHmFRO9Ruz8CMW1aQeArpNZWPpDg1jEhnkCcqy7ZKHe4wTtvdINsTLDWVblqUWD3KBJxXimddVUwjnN0qOZ7lGfVJNQyKkUqIcsah6Qywb9Q225tAwJmVhQl6rkutV5u5X996gd8DqBFWB7AZ47Ui0qdrrqknlyQWcyuNVjqdw3cBlJ9FG98xUn44Q7LytTT0sI31P975cprH0hoYxiQyyMVvuBAWoih70DljN8axAdgM8DyTaVJsnaWsK3YJe4KuV3YTaAhJtnFwWkJxC5XtdQ45SVpm+B9AZQ8OYRIZqw0K694Y9SdUie1h9mEl0UZ+/0u3OAH0qT1R0x4rFYMuyN9gCT2pDdqBYsZhyGmQxdHoTZOTVy9TDRuvoEg9bAGIolnnn9FXTqm0cdQcc8uJeZjhY995GWdyH+08gMzqCI6+3IWZHZw/vOi56Dx9APJGEk8vBLnFKVhDUkoYUT6YKTtAKcmNWSygbGPPaORPkpceYVIJuU2aVuTbK87ZwXTjZTEXPby3UpvOS7I4DJ5ct27COOjSMSWTIpmvxuoZbIVxtOBhozCKiY3t34di+3WP/3hdHrIy+tabgui4GjvQAAN54/hksWnFBqPLoCuYqS0MKb2NWSygbOCn7YH/+90bQHeIdtczb8fGOQhOe31wmHaBh7F363tj90g1jGEdntSENTz2lUsj5Z5PRiK1z+o/2hC2CJwz3HQ/dGKsl11D33iD/nlpC2YAmJNwg0RbiDbWsOVYsppzQGKTu1BJhjdk27EShEdxIvYxpGJPIUG11OqBOCuOhoaCoyaiXZHey2VBO7gsS18mFLYJnuE64Y6WeelfeyXHjhBmxqCWUDbCIiNRGLfM2oIm2hLiprFh2A/owhwVTKUgkcJ0c3Fzlp97l35sILzRUcyhb814nk0Gsqblm2aJCS8f0ijweoSGA3kNvhC1FAbXktwOAnQzR61Xz4q72YSakXGo2jEP1GFefmz/2/iTSQ2/+7jRQyzYaxkFiYEFbVKg1HByzbcTiiQLjOqijlWuV3Y4nYMViBcZ1LpNGooEM41PmLcKU6TPDFqMkruuYZxhH2Lis1TCR0y54nDqpBLnQtGbdCTHaUkmEFdDpPVMpCCkk5AM+ZCWPxROI2ZXt69TdeziGsZ1MVRTKBuj5ItVTS347oOqNk0kHdvpdlD12JPrUHm0J0TCucUMsbyobSXdoGJNIUGu+lO4zQSl6rROU7jONNEmR2qjZuNSl8gSUn++1x26sZVZwtQUkugjXLWj1B0Qn2uI6OaVOo1bZGynaQsPYTww4RrleqHVxB8LLlaylD+s4DAmTavEkHUFKAwtKd2o1TGSdBxorJEyqR2fERiVioYuGVi574zpjaBiTSCAbgvKEUw5h7d4Vw6Qa2Rs4rEVqQ03lqez5sywrtLBqrUZ9LDZWWzDZPQnRoTgfLKviYm3F6xpS+p5l2xWnHqqOpMZxxtAwJpFAVspKF3dAnysZBIpRX43sTKUgVaJELDQdWkoR1qZSTtmopIfxOI0cEibVo3NoVNIqEFDn+rEUB//bN/rhSHI03ZXqFRrGJBKoi3t0jEvFqI+Q7CTauI4DIS3EVW3MQvAYO9ms2uaQukMCQl5z5EK6cih2gpzfeJF6qJW9QTaVNIxJJKg111D3mcC8XlnZ8+BBfnSDTFCkNnSLsCde1wDCqrpcYC8iRY0UEibV40UKXMyOw7LtwvsGkOOuGPVVyG7HE0ptQaNEW2gYk0jgRQGbNjQUQIGkN2kg9HpFAQu6UGt4RbjyQmbFYlUdaiN7mcPwesXiCcRidpF3FyfMA0pIdPEiBQ4IK9pSe4TVsqyGrW2hYRwgleYnhYl+gQ8PWdGrWdzlXbNwXd/bTo21h/LeqBeOU1fHJhN/8CKkqvtcEBELua1aNYs7wB7gpDp0R6lXQyjRFr/0noYxIWbg5DS5htUYl5qJzW9F1xne1eVJ6mTnAk8mx4viNd3nwvAYVxNpAcIruiXRRt2YRce49CKVAtAcUNIgm0oaxsR4vMqTtGIxtR+wz8alVvYqvN3aXDUu8KQEXuRJAro0pOAXd888xtQbUgaebczCiLZkao9SAo3bJpSGMTEeeeces+OI2ZXnGgKaXEmfF3jdzr3S46DHaeSz60l16I4jrwbZW+Zks3Bdf9tOeVFwq/tcLqDaAhJtvNqYhXE4k1qTw01lJdAwJsbj1c4dCF7Rvdq5A7qQcGOEtUj1+OV1BQKItniQm6/9nBCBHWlNookQwpPaEN3n/F5zXNeB61EKlWxQR2nNeeGFF7B48eKqPkvDmBiPV4s7EHyupOzVrXaCAhp3906qR92YVev1SiiRDt83lR4U3Bb7HHWHTIaTywJSVKFq4zLgNUdnvHqWHx2hHONMJoM9e/ZU9dnKzggkJAS8CqnqPut3WMurlj9jn6VhTCrDqyKc8c/m0qNF7+01XlXWj9cWTNTFXCYNtLbVJB+pX/TGZTTSEWS9HHv+q9xUGpxjvGHDhklfP3LkSNX3pmFMyiLMjDwvF3e1H7Dfi3vtx/HmPxvh3Xul1FMOaJh/ixeHy+Q/m0wVGMZ+byrVk8dq21ROlDdKIWESPGqkT42YlIv83I63Ca02AlIKJdLiYZTSzY3VFlTTT9xr/vEf/xHnnHMO2tvbta8PDg5WfW8axsR4vGhWPk7Qzf69XNzDKOIg0WWsh7aUa1iLcRmg98h1cupR1jUZ9Umkh978nYWrZDLUHsa11Iboj4X2yzD2qhPN2Gf1tQWxpuaq7+kVS5YswV/91V/hgx/8oPb1nTt3YtWqVVXdmznGxHi8CqnqPuu311VJA6lpkjI3rEXMQ9tD20vd8fH500VyaklDMjkkTMzDq8NlACBm24hJRrCfTg3VGVO9zodRW1Au5557Lp566qmir1uWVXW0jh5josegg++8TaVQva5CCN9OJfTVqDdkggqEqJwaaZCcyvNhWTV5qYJs9i97dC3bRsyufrkKuraARBsvOyEBY+tOZsJG1c8UPqXgtob1Egi+tqBcbr/9dqTTxdfA5cuXw5UOBisXGsbEeDxteaZr3ZTN1HTPYghNW6iaip8CzlUj0UbbQ7sGwz3IiIXXi3vQtQUk2niZvgecnLtH3szlCXJTWUukBRj724OsLSiXrq4u3+7NVApiNK7jwHVyBdeqrbAFirRu8knR3VxOPcra63wvQyYpYh5e5hoCwfY09aqH8ThB1xaQaONlpA8I9lhyedNXizMGaMxIZU2GcTabxb59+/DSSy/h+PHjXslESB6d4VfLJKU7FtovRdcV+NQSkotpwsn0fJFieNXDeBxFb3zclHlZWQ9ovN3cUJJJ8DJ9DwjWuFS93bVuKmkYl2RgYADf+MY3cNFFF6G9vR0LFy7EsmXLMHPmTCxYsAA33ngjnnzyST9kJQ2IrIRWLFZz6oCSb+iTcSnLHosnam5z0zCerzpq1xYWXh4uAxRv3eQH3nu71RzjemoJSLzF61SKIIu+/ciPLrh/A2wqKzKM77jjDixcuBD33nsv1q5di5/97GfYuXMnXn75ZWzbtg233XYbcrkcLr30Ulx22WV45ZVX/JKbNAhe5uiOI3vO/Grd5PXkqrtHI0xSpDq89hwVa93kB+riXqPsRWoLCNHhtXEZVKvNsRaN3qYhRflY6GqpqPjuySefxNatW3HmmWdqXz///PNx/fXXY9OmTbj33nvxm9/8BkuXLvVEUBIyIXlXvPYcAcG1blJyvWqcXAGdt7tOPcakZrx+/sZbN03Mm89l0kj40NPUy2PggeK1BX4U3ZJo4zq62hBvc4z9WnO0LRo96EoxkUZwxlRkGP/7v/97We9LpVL4+Mc/XpVAhEzEa88RoE5yfu3evV7cgcY6/S6K+NX2rxr8eP6Cat3kdX607lhoJ5MBWmu6LalDvO6hDQSXAqfTR69TD6OSvvfzn/8cfX19uO666yr+bMU5xu9///vx0EMPMT+rDPj/qHZ8WdyVScqvxd3bymaAp99FkpCmAT+eP10fcD/wuvgJCC6FikQbpa6lxh7agOqMGW+16TXqiX3Jqo+yHkeW3c/aAi/5P//n/+DDH/5wVZ+t+P/YiRMncMUVV2D+/Pm49dZbsWvXrqq+mJBy8LKHcbF7+OX18rrlFMDT70h56Hpoe7IxC8B75LoOXD9kV3oZU3eIii+1IZrn149NpR/rpS4FKwp5xi+++CIcpzoDvmLDePPmzdi1axc+8pGP4Pvf/z6WLl2KSy65BD/4wQ8mPYWEkGpQPUe1H2YRVE9JpeWUBwdxNExXClITTi6r5El68fwFUfypW3Q98Rgz2kLKwOsexsBYq03LLuxI5Eek0utONMDJeUNKEav3FL6q4gMLFizAF77wBXzhC1/Ar3/9a9xzzz248cYbsX79evzZn/0Zrr/+eqxatcprWUkD4iin+PjjMfbjWGg/JljlBK86n6DGsUw6ozwCaI1LH4o//diYyc+0Fy0ageBSqEi08SONBxjTnezI8ITv8V531I4UtctuWdbY6XcTdN20TWVvby+2b9+Ow4cPK8dAV5NjXPOR0JdccgkuueQSDAwM4Ac/+AE+85nP4Jvf/CZyuVzpDxNSAq9P8dHe42TY2YuQ2USUCdYHw0ScPBmw1hw4Ul/Ii64XPbSBYFo36SItXmxaWbhKysGPVIrx+0w0jP3QHXm9rLWbxjh2MlVgGJsUqfy///f/4tprr8Xg4CDa29sL5grLsoIpvtOxe/du/MM//AO+/OUvo6+vD2vXrvXitqTB8aMnI6Cf6LxWdNfJQUj5TV5MUjoPAD1fRMavxT2I1k1+RFqAYI/lJdHFj05IQDjRFi+cMYDZ/fP/+q//Gtdffz0GBwfR29uLEydO5H+qPZG5asN4dHQU3//+93HJJZdg6dKl+O53v4uPfOQj2L17Nx566KFqb1vfGNTKqRQmtJ3yoycjMN66qTA06/Xu3Y+WPwAQs+Nqrhqr64mEHz20AV2rwwAWdw9D2QXfQ8OYaPCjExIQzKZS6UTTALrzxhtv4JOf/CRaWlo8u2fF8dft27fjnnvuwf3334/R0VH8yZ/8CR566CG8+93vNsKYIvWDHz0Z8/dJpOBk3zS8vTYu5ft50fJnnHgiiawzkv89ChXClVJPjQ5FCH+Nb4u7nEqRHSvyq7UlVME9faisBzStDnNZX2oLSLTxuod2/j4BFH/60Qlp7D7mnn63bt067NixA4sXL/bsnhWv1BdccAGWL1+OL37xi7j22msxbdo0z4QhZCJ+9GQcJ55MITM8mP/d60lKmVw9zF+OJ1PIjr5pGJu0eydm4EcP42L3yWUzSKSaPLn/2P1k2f0xTMZ7yXpdW0CiTZQjFkp+foS83ZXwX//1X/l/X3HFFfj0pz+N559/HmeffTYSUjT4fe97X8X3r8gw3rt3L3bs2IGVK1eW9f433ngDc+bMqVgoQgB/Kmzz91L6AXucSuHTzh0wb5Ii5uHX4p5v3TTh8CLHY8PYt8W9SD9WGsZkHG0Pbc8K2Pydt8ejNxPxrnDQ/xSqSrjqqquUa3/3d3+nXLMsq6pexhW538477zx885vfxJNPPln0PX19ffj2t7+Ns846C//5n/9Z1n3vvvtuLFy4EE1NTVi9ejW2b99e9L333XcfLMsq+Glq8m5S9hSefFcTqsfYQ+PS537Afi3uQIP2Y2W0uyL8Kr4bb900Ea91x6/K+ljMRkxKxWJ+PpmIX20OAU2rTa/1RvMseyW7aa0OXdct66faAz4q8hg///zz+PKXv4w/+qM/QlNTE1atWoXZs2ejqakJJ06cwPPPP4/nnnsOK1euxFe/+lW85z3vKXnP+++/Hxs2bMCmTZuwevVq3HXXXVi3bh1eeuklzJo1S/uZ9vZ2vPTSS/nfmSNWn0zMAQY8Tkfw2euqVNZ7nEox2XcRolbWe/f8+d26ya/KeuBkCtUEj2BDbCpJ2SgF35blWV2LHPEca7XpIGbX3kYRUNdLr1o0Auqa42QzntcWmERFhvEpp5yC22+/HV/60pfwwAMP4PHHH8eePXswMjKCGTNm4Nprr8W6detw1llnlX3PO+64AzfeeGP+TOtNmzbhgQcewD333IObb75Z+xnLstDV1VWJ6CSC+Lm4K4ru9+LuoWGsHMvr8eJ+ZPcrOLpvF2J2HEdfb0P7zE40t0/19DuIv6jFd95FW+KJJCZqi5fPnxDCN2/3+L0m3t1Lz5dwXez9/Q4c27cXsUQcx/Z24JR5Cz0zrMolPTSI42/sgZPLYl+Hi1iEjBfXdXFkzy6kWloh3HMAb+y6stE5NLxyvOnWgFwmjWSzN90U1Aird8+dTgedXNazFMHB40dwdP/rOP7GHsTiCfQd6sT02fMm/cyvf/1rrF+/Hk888QTa29sLXuvr68OaNWvwjW98A+985zsrlqeqMvnm5ma8//3vx/vf//5qPp4nk8ngqaeewi233JK/FovFsHbtWmzbtq3o5wYHB7FgwQK4rouVK1fiy1/+Ms4880zte9PpdMFR1f39/TXJ3LgYUFnvYZ6u383+/apsBnT50d4a9cP9xzHS3wsAOLrvNSSbm2kYRwhtD21Pdce/CnUnl1VS0LzdVPqnO7lsBsO9xzDcfwIAcGTPK5g+d4Fn9y8H4brY+4cdGOo9BgAYOnE0cobx6GA/Rgf7cXTPq+hacnqg3+9XD2Pg5EE1sVhBHnAu651h7OeG0k4kldqCXCbt2bySGRnC0PEjGOod6zvcd/hAScP4rrvuwo033qgYxQDQ0dGBj33sY7jzzjurMoxD1ZijR4/CcRx0dnYWXO/s7ERPT4/2M6eddhruuece/PznP8f3v/99uK6LNWvWYP/+/dr3b9y4ER0dHfmfefMm/59NzMGvnoyApnWT16kUfuYY+9w6x89QdtlEOT8/5NQunRfUS++RWvzpnXGpe5ajkkKlzCEehuHLJT08WDcHlwz3V3c4Qy341eYwfz8lUund8+enI8myLFXvvdxUKifcltab//mf/8Fll11W9PVLL70UTz31VFXyRGcreZILL7wQ1113Hc455xxcdNFF+MlPfoKZM2fim9/8pvb9t9xyC/r6+vI/+/btC1hiUi2+eox1rZuy6oEi1aLu3v3rSuE6ObhVFhnoUFvNeSc78R+lh3Ys5qmBpua4e7m4q+FgL/MY/Uyh0raXZP1L1cgdFoLAz0jf2P38i1T6WfAN+LuprGZDcujQIaU1W8E94nEcOXKkKnm8OXGgSmbMmAHbtnHo0KGC64cOHSo7hziRSGDFihV49dVXta+nUimkUlzYKyf8Cb176ZnIZdLIZTNwMhkkm1s9u7fOC5rLpj3xrOmOsvYzPxo4GZKzaw/JuY4D18lJ38d2VlEi2dyKOWecAyeTQe5kkYyX+Nm6SV3cvZ27/TRM/PY2loOQIy2WhVmLTwtcjmoYHexHb88bocrQ0TUHTW3tcLIZ5DIZNE1Rw/S14Gek0s+Cb2BsHUgPvfm7pylUiuyl9X7OnDn4wx/+gCVLlmhff/bZZ9Hd3V2VPKEaxslkEqtWrcLmzZvzfelc18XmzZuxfv36su7hOA5+//vfl9UBg0SLKdNn+nbv8dZNE3tW5jJppFqm1Hxvv46yHkeXq+ZkMkBT7YaxbqL22vNA/CWeSKJ9hn/FyX62bqompFoJfhomfvZdrxbLsnDK3EVhi1EWfYcOhG4YN7W2oam1zbf7+1kfoqbAebup9DWFSlozy1lz3vOe9+Dzn/88LrvsMqVl78jICG677Ta8973vrUqeUA1jANiwYQM+9KEP4dxzz8X555+Pu+66C0NDQ/kuFddddx3mzJmDjRs3Ahhr4nzBBRdgyZIl6O3txde+9jXs2bMHN9xwQ5h/Bokg8UTSl9ZNfh5lPY5y+p1Psnsdhm9IopwvrUHXR9ur1k1+FhDp7uelYeJ3KJtEH6WjkJfPn4+nrQL+tgmtxtv9uc99Dj/5yU9w6qmnYv369TjttLHIyIsvvoi7774bjuPgs5/9bFXyhG4YX3PNNThy5AhuvfVW9PT04JxzzsFDDz2UL8jbu3dvQVXtiRMncOONN6KnpwfTpk3DqlWr8Nvf/hZnnHFGWH8CiSh2MgmMvBkb8srz5edR1hPvOdEw9sqo5+JOSqFL5fGqdZOyQHrt9ZJ7yZ48FtqLzZ9fB5PURIRznOtrOzlGkHm6Xkdb1BQqH2UvI9rS2dmJ3/72t/jEJz6BW265JZ9GZFkW1q1bh7vvvltp7FAuoRvGALB+/fqiqRNbtmwp+P3OO+/EnXfeGYBUpN7xK98wiJCqX54vv/PUSPTRGZFetW6qJqRaCTpjNZdJe2MYc1NJSuBXVwrhur4dZT2OXylU2vaSZcq+YMECPPjggzhx4gReffVVCCGwdOlSTJs2rSaZjDCMGwXLgII28iZKSNgj49LvAiLAv5Cc33lq1RKl6v4oyVoNViwGO5EseM49S+XxeWMWs23E7HhBgaln0RYTNpV1lrZTb8hOEr9S4ADv22z65e3WtpesUPZp06bhvPPO80QeIILt2kg4KNXOdYBfOVNqSDUAj7Fni3v4lfXEfHzTnQB6aPvl+fKzvWRDUN/7SQCaVpu5LFy39labQfTQ1h4L7YFdIMtuWZZnx2RXCw1j0rCoVbb+LJB+LO5+heR0fWQJkfHrkJkgemgHlULFolUio3uevdAdP4+yzt9T3uhpjm+vBqUmxwC9oWFMGhbdDtgLggip+hWSkw85icfp9SIqfrRu0vXQ9mNj5kcKlZPLKv2i6TGukTqMUuoOrPEi2hJEfru2tsCDdUeuK4jFw8/wpWHsI/Wn1vWFXwVssqL7sUD6dTynsnsPrRcrtcdk/NhU6u7hh+74kQaikz3GNCSiwY+IRRAF3+O1BRPxxKiX7hGzaRgTEhrFWjfVShChITkk51euGnOMiQ75+fMiTzeoHtp+pFDJf78ViyFmh7+8suDbPPw4ZCaoNpt+pFAp3m6mUhASHtp8Ly8WyRByjIHaJykhBAuISFmoBWzee139W9y993YrufkGLO7ETPyIVAbVQ1vusORFCpW8bjGVgpAQGW/dNJFaPV+19GSsBG2uWo0LvJPLKnl97MVKdPjRFSWoHtp+GCbK4h5SOFgwBcl4lFabEXHGABqPsR+yG7CppGFMGhqvPV86w9qPfC/A+5CczuNsjmHMkLBJ+NG6KagDMhSd92NxZzeXiqn3/t/j+LMxC2pT6X0KlSN5nekxbjSipPeNMkl5vHtXejJqvNJe4fUEK4fFrJgNK9YYzwGpDD9aN6kFRP6Eg+XFXWi6YVSKLHssFm4fVmIufrTaDCoFzo8UKtm4ZvEdISHjdesmZYLy0ePqdUhObtVmG7BzJ2biR+smNcfYH6+rzmio1fNlrMc40g6O+kwL8aPVZlA9tL1OoRKaDTVTKQgJGb89xn6mInjvMZaLIMKfoIiZ6Fo31er5CqqAKGbbsKSTtWpPoTKv5RQxEzUFrrZnT9dD278cY9nbXaPsuqOsDXDI0DAmDY3XebpBFRAB3ofk5EkuzAmqDnv71x2q58vbjZmfPbTVDXGtC7wh0RbqjfHIGz4nqxq2laDt/+3TplLnSKqltkDniDJhU0nDmDQ0fntd5XQHL/E6JGdidTAxF6V1U63eoyA3lR57u9UCIupO5UQ57aN8dBu+WuZupYe2bSNm+5PjrkRAhaip97+um4sJRZg0jP2Ebi/j8foULFnRfc0x9jokJ6dSGLBzJ+aiGJc1LO5Cs8D62UPbyxQq4bqqx9imYUz02HFvj4WWox2+6o1mPatlU6n2/zZjzaFhTBoar1s3qdXBfnq9vG2do57YZ8YkRcxErVCv/vlzczk1TzLQTWUti7smHEzdqZl69StZlqVE42p5/oJ0xozVFhTKXksakuKMMSTSQsOYlEedTlJet24KsvhONkycbKamXDWl+I4eY0+otb+vqXgZbdEtrn52dvAyhUpn1PgVyib1gZe6I0da/O4972UKldqqzQy9oWFMGhqdR7cWz5fidQ2w+A5QJ8lKkD0PzDEmk+Fl6yad58jPXsDeGvWq7CbkSQIR79ZWx3jZajPIgm/d/Wvydhta10LDmDQ0MTvuWesmXU9GX3OM4wll5atWdlfjKWc4mEyGl62b1FZtPnu9PEyhUjaUjLSQEngZsQiy4Hvs/t6lUKkF32boDg1joqWRHA2q56u6SUrbNsfHScqyLM8mWG0/SZMW+Cg9kA3ippOjIbW0bgqyVRugaZnlZQFRIky9qc+0nXpDjlTW8vwFmWMMeFu4yhxjQgzFq37AugnC79CQVyE5+XOWZdFjTCZFWYBraN0UZKs2QDVMXCcH13Gquhe7uXhEY+wnAeg3ldUSZME34O1psUrqoSG6Q8OYNDxe7YCVkGpCbcvjNV71Y+XiTipF59X1alPpfwGRrpdsdQu8HEo2JU+SmIvijKmps4PcTShgj7Gn+flmrDs0jEnD41XrpiD7Sb75Hd6kgbBVG6mUWMxWQp9ePX9+646ul2zVRr18HLRRuhNhN2yddnMBvGu16bqO0kPbd93xyNvtOjkIKUpjyqaShjFpeLzK0w16cQc0k5RHsoee61VPi2I9/S0SXnmPlKLVQDaV3sjOEyNJpXjValO3mfNbd7zqSqHTt9DXnZPQMA4QU1r4kEKUPN0IGcZqSM6bSYqLOykHvxbJUAxjj2QPc3Gv157Z9Yb2BLkq8vPlZ093AIfXyHqjO/mxHBS9seOI+Zx6WC5mSEGMR9RxtbNX/ViD7GE8jlchOWWS8nlyJfWBV62bgu7FCniTQiVcVyk+YhpSdVhRTvuoEDuR9KTVZihRSl3v/ypSqJQWjQHIXi40jEnD41VXijDCwV71YzU9HNxIi2aU8GJT6WSzShg5EI+xB2lIOi+fabpDzMOyLE/S4NSOFP7rja62oJpNZRhGfbnQMCYNj1etm0IJB2u8XtWEU01tm0PMxotDPnQGgd99jMe+o/ZUCkV2y2JHF4+o5ygl4M2mMowoJaDbVHogewA6Xy40jEnD41XrJjUcHHyeJDSn75UDc4xJNXhRwKYekOHvcdDjeOEx1qWAsJaElIMXkcqwvK5qClU00kDKhYaxr9T3jrde8KJ1UxhtcwC9AVup50HbNoc5xqQMvGjdFNYCGWXDpGxopBuLF602w0jfAzzydsuyB+BIKhcaxoSgds9XGG1zgPEq5Np27/q2OeGGg6McRm2kfGgvulKo4eCgDOPoGvUk+niSYxxC0SrgTwqVSbpDw5gQ1O75Uo5UDqBtzji1er7k/LCxtjn+h7JJ9JFDqtW0blIXyGAWd1nn3VwWrltZbYFStBr24h7d/WTDIXtIo1TA5kWrw7CM+nKgYUwIavd8hbn7rTUkZ/LOnZiNLvxZ6fMXXjhY/Z7KN5XB1xWQ+sCLVoeh5RjXuF4KTS2MSesODeNAiVCItcFy02pNpQirOlj3XbUa9SZVBxOzidm20oWh5k1lQMalnVBrCyqOFBns9Yocjb7mVPjshdXmEKi9cNXJZpQTQUOPtkyAhjEhqL11U5i731oP+aDH2F+inC9dDrV6vsJ8/rzeVJqmO5E2Nev8FL9aW23qIjNBOTVq7Uqha3MYpDOpFDSMCUHtO+BQF3ePJynTFndiNrVHW8LcVFJ3SDjU2mpTdxR5ULUhsjNGuG5FR1rr2xx6Ipon0DAmBGqebu25hsHtfmsNyZncNoeYTy2tm8aK9eQCthB1pwLDWNfmMGzDuN6jE/VEra02w61r0eTn1yC7SWkUAA1jQgB40JUizElKDsnV6vUyKKSVxyR3QimiJKsH1NK6SadnwUZbqt9U6lJGmJ9fPY12MEqtrTbDTN+L2TYsu9A7XUkKlemRFhrGhEBVzEpbN5m0e89VmKsmGzKmTVLEbGrZVMp6Y8VigZ66qG4qawhl23HEbLY5JOVTS6QyrDaHb36fvO5UvyE2bc2hYewjlRgnJFxqbd0UZmcHpWhBiLLzvYQQxk9SxGxqaXWo6+YSpOewlkM+2M2F1Ip8mE1FxmXIrQK93FSaFqWkYUzKo86N/FpaN+na5iSSTZ7JVgrdpFLuJGV62xxiPrXk6ebSo5Pey29qCWWbHg4m5qN4jCvYmGXT0vOXCtgwjrDel4KGMSEnqbZ1UzYzqlwLUtF1p+yV63nIShOULu8tFOppI1ZHf4qOWrqiZKX3JlLBbSgBTX50RR67Qt0JcjNcNg2Wtxs1amm1KRuXQeuOlylUQRv1paBhTMhJqm3dJE9QdjKleJ/9RgnJVSl7PJniWkoqopbWTcrzF7RhrBzLq0Z/iiFvKk1b3In51LaplOfuoHWnOkeSEEL5O03bVNIwJloarUIY0FSol2tcKkoe/AKper7K9HaHbJiQ6KMr+in3+ZO9roGnUmhkL9fzJetOItXsiUw1UU+Rlgag2laHTi6rtgqMSCqFk82oqYdNBujOBGgYE3KSavsBZ0dHCu8TgnGpervLNUyYJ0lqI2bHq27dJOdJBh4OjieUdIPyjXrqDqmNalsd5tLq+8LeVJa7Xpp+6h1Aw5iQPFWnUoScJwlUH5LLpguN+jBkL4dGjGBEiWq9R2EX4ViW5VkKlam6Q8yl2labchqFnUgGdurdOGp+dJlrjuxISqaMm99pGBNykmoXdyUdIQTPkZyjJctUDNmzx8WdVEM1uuPksnCdXMG1MNIR5AiPvHDryGnCwSamIZlmcJBCqj0WOuzc/LHvlGoLHAdOtnRtgQmOpFLQMCbkJLKCypNPMdQK2+AVPdEkG8alF3fd+4Iu4CD1gaw75Tx/OuM5lE2lIntpvVfmBo3nmdRGI5wDYCeSSqF2WRszA+padAVz5ei9CY6kUtAwDhLu3o1GLgDIpkfLqlBXinBCMC5lY7xso56V9Z7TiGoue3rLMy7lwz0SoZwcJ8suFwTq0B1QEHQnGhJ9LMtSDMNydMeEomkrFqtKdqXglh5jQsxFUVBNWxkZ13HgSq2pwjAu5cVduG5J2cM+mITUD9VszMJuN5X/Xklfs6PRMExIfaBuKsvwGBuS365zJpVCKbg1cM2hYUzISXRen1KKrvMuhTFJxZMpxVVZyjAO+2ASUj8o6QjlhIMNMS6jbJjUFY0YaoEuDa6cTaUZHVGq2RBHIUpJw5iQCVQaVpUnsVg8gZgd91yuUliWVbFxoj3cg+FgUgVKfn4mXTINyYQ8SaCI7CXyW+kxJl4Rl9ecqozLsDaVldcWyA4ZI/p/S3AVJGQCyu69RFhVbfIf3u5Xqa4v6e02w+tAoo9ucdNFJApeN6D/N6CGg4XrluwMQN0JgAYovgMqL/50HUd5PsNKR6i0tkB7MImBukPDmJAJyHmOpXbA6s49vN1vpbv3jGSYmHb6UP1Q/wu8nUioh3yUWCTVTWU4i3s1nQHk15lKQaqlUsNYN6/LDp2gqLSTk06vmErRaNT/elh3VDpJycZlMkTjsuIJdnRY+jwNY1I9iveoVLTFkI1ZpZ0BhBDqwTjcVJIqkSMlTiYN13WKvFt9Nu1EMpT0PUAfpZwsDUl3uEfQB5OUAw1jQiZQaZWt6jkKb4GsNFfNFMOE1AeVRCycrOZwj1A3leUX4Dmawz2STS2+yFUpjdD7t97QRRt0Rz6Pkx2RHBoGOWNKdXJSNpTNZuiNDA1jQiZQaZWtSZ6jyj3G5sheXzRodb2miK0YiuFpWaG2bZLDuZMZJhkp0mLFYrB5uAepEjueQCyeKLg22cZMSUEKcd7WFWxPJruSvmdoChIN4wBpzOUyWsiK6mQzcB19WEsIYVTbpko6A7iuo3YFoGFMakCJtkySpysbl4lUU6gdUSrxGOuiRDx6uXasBl4hK3FqmJbfXokzSVkvDYm0yNAwJmQC2ur6Igt8TnMynknhYAhRdILVTV5hT7Ak2sgLpOwdmohJKUhj319+q8NIRVposEcC5fmT0iUKXlOilOEal7LuTqb3GenvCrMmZzJoGBMygZhtK4U4sndrHHmCsjSfDRI7kYCdKAzJFZNdnrzsRAK2FM4jpBLkPNvs6HDRnFfTjMtkc2vB7/ICPhHTZC+gjnKM6+cvKY2ca1ts3h57zZyCbwBISrJPbtSb38MYoGFMiIIySY0Mad9n2gQFqN6DYgu8aR47mXoqIqqnv2Uy5AVSuG7RsKppxmWiufD7XSdXNEfapLoCUh+om0q919V1HDhyClzIc7cse7E1x8lm4eayBddM1R0axoRIlDtJqfnF4Su5Inu5hrGhExSJDvFkSullXDzaYk4BEXAyT1jKcS432mLChphEG3lTWdShoe1hbNamstwIKzSntZoCDWNCJMqdpGRPctgTFKCRvejibk7LH1I/lLOpFEIoz1/YxuXYkepSAd6IRnaNF9yEDXFd0MDp0PK87WQzcCTvKqCuRWM9jMPtAyynIeXSo9qCdVn2sAtuJ8NMqQgJEdUw1qdSpIcLr8sTRBioaSBFDGMDZZ8UFhFFgnJ0J5ceVY6FNeH5K0f2zOiw2sPYANlJtEmkmpU5TrepVObtlvCfPV0Pb63sI/KaY2ZHCoCGsa+IOiofaJQ8SUDN081quk8AmgpbAycpXQGU1mNn8CRFokM50Za0tEDG4olQi1bHKacASuexkwteiUc00JpjxWJKWoF2YyZdSxmwKdMWrJchu8kbShrGhEgoO2DNEbC5TFopJDDBuCynAErnsUu1TPFdNlL/lNPdQY1WhK83QHlpIMribsBmeDIauTdw1ChHd+RNpSnGZTmbShMjrMWgYUyIxFjbs8KTrORJSl4gx3b84ecaagugJNkVj50dN8JjR6KPnKue0UQsTA2plpVKEaHFnUSLcqItSpTSFN0pozOFqbLroGFM9DR4TqestOmhwYLfVSVvNeb0Kzm8lh6WZDcwT00hymFUQ56DMJANReE4SrRF1h1TohWy7E42q7RskzeVJoSyJ1JP6XuNhrLmSPO2k8sqrdpMmbtlOWTZtRFWQ2TXQcOYEA2p1raC39PDA9LvhYpv0u5XkX2oUHZTPXYk+iRSTUrOrbqpNPP5SzQ1K9GWUUV3ouP1ItEi1SKvOYMF0RbZoQHL0ha+hUGTsuZMrvOmRFiLQcOYEA2ycTk6KBnG0oJpitcLAFKthbLIRry82JskO4k+ygI/4XlzslkldzdpyPNnWZZmgX9T9lwmrXjsZF0j1WNKxC0s5GdJOA6yE3J15Xk72dxqTLszeQ1xc4V6Lq+fJkVYdZjxf5UQw2iSJqnMyFBBZwpZ0VNTChfUMFGM+qGBvOdBCIG0JHvTlPbAZCP1j7zAT1zQR4f6C16zYjGj0hHkBX6i52t0UJLdtpUONsZhsPFBCoknU7ClWo+JuiM7Y+RNXJgkmpoRi0uRogkOGdmoN33NoWFMiAbZ6yVcNx9GzaZH4WQzBa83tZqj6PKEOeZ5GNu9Z0dH4Dq5gtdlQ5p4TIOlfaqpPIMT/q1GK0zxegGTpyEpi3trm3ler7p61urqjykL2SEz2cbMJGcMMPmGOC3J3mSY7DLmzEiNgGmTKCmKnUggLvWVHJ+Y5MU9ZseNOjkunkwpXTXGZZc9dnYiaeyxnCSayAtkZmQofxKWGmkxZ0MJ6NOQXHdMdkZaiN/IDpnxeVsIod2YmYQsT15211XS+Ux3xtAwJqQI8sI3MtA79t/+3oLrqSnmeY4U2U/KPDoQrZ07iR5Nre2FTgAh3tSdgT7pvWY9f3LkR7hufoEfGZRkp2FMPKbYvJ0ZHlJ6z5v2/BWTPT08qByQZVKEVQcNY1IeUW6fVSXN7VMLfh/uOzH2X8kwbm7rCEii8mnpmFbw+3D/Sdn7jhdcb2qbGpRINRGlgwqiI6k/xGxbMXhH+nuRy2aQkTxHpumOnUgoXuOR/l5k06PISh0pTDNMok+jaw7Q3DG14Hcnm0FmZEiZtxNNzcb1npfXy1x6FNnREUX2ZHOr8adF0jAmpAgt7YXGZXpoALlsJu/9KvY+E2iWDN5x2eU8NdmAJsQLmpWNWS9GTm4sx7Fs20jjslnS55H+Xoz0F8oeiyeMDweT6JFsalEM3uG+E3nHxjiyEWoCOoN3uP9E3qE0ThTWHBrGhBShqa1dKQw6uudVJaQlGwEm0NzeURDOFq47JvvEkJZlocXACZZEH3mzONx3HAPHDhdca26balTh3Tiy0THUexyDx48UXGtpn2pc+lS90YBBSgDqejJ44iiGegu9ri0d04MUqSwsy1IcMoPHjygeYxPXSxkjZqW7774bCxcuRFNTE1avXo3t27dP+v7/+I//wOmnn46mpiacffbZePDBBwOSlDQSsZit7G5PHNhb8HvTlHbEpUI3E4jZcWWBl2VvbutAzI4HKBVpFFqmTi/cmDkO+g69UfCe1mmnBC1WWUyZNqPgdzeXRd+hAwXXTJVdhrZ79GidWvhsDRzpUfpny+8xhVZJd/oPH4STLTzxrtVAo14m9FXx/vvvx4YNG7Bp0yasXr0ad911F9atW4eXXnoJs2bNUt7/29/+Fn/2Z3+GjRs34r3vfS9+8IMf4KqrrsLTTz+Ns846q6LvFq6rHPnpJa7kWYwy7oSWX97cz0UuM9byLDc6CrvVnF6mE2k7pRNDJ44Vf31GZ4DSVEb7jE4lfD2RtlOql93JZeHmcqXfSJDLpP3TnWwWtnRamwnEE0m0dEzHcO8kunOKOr+bQDyZQnP7VKXIdiJTapA9l0krxUhekZPaSEYaIXxdc6ymJsQM1J22U2ah55Xnir6eam0z9sTFtlNm4dBrLxR9vamtw6gOTsUI3TC+4447cOONN+LDH/4wAGDTpk144IEHcM899+Dmm29W3v+P//iPuOyyy/DpT38aAPDFL34RjzzyCL7+9a9j06ZNFX13LpvBq9sfq/2PKILr0+QXBv1HDqL/yEHP7ue6Lg6+sh8AsCs1iGXvuNSze3tJ24xO9Lz2QtG4nsmGcdspnTj02ovFX59Zvex9h96Y9N7kTQ689Kyn95uoO0fmTsHc09/q6f29on1GZ1HDONXaZvSJi+0zu4oaxk1tHTUdxbv/+WcmNbrJGK6T83R9nqg3r8Z7seCt52HK9Jme3d8r4skUWqaeUlR32md2BSxR+SSamifdVJos+0RCTaXIZDJ46qmnsHbt2vy1WCyGtWvXYtu2bdrPbNu2reD9ALBu3bqi70+n0+jv7y/4IaRc4skUOmbN1r7WOn2m0Yt7oqkZbUUmorYZnTUt7oSUoqNzjtJPe5zpcxYELE1ldHTOUU7yGsd02Un0OWXuQu11KxbD1O55wQpTIdPnLNRej9lxTO2cG6wwVRKqYXz06FE4joPOzkLPVWdnJ3p6erSf6enpqej9GzduREdHR/5n3rzwHipTwx86kk1mpjaEwcwFS5RqW8u20bnotJAkKp9ZC09VFviYHcesRaeGJFHlWLFYJMJv4yQNOuI4TGK2rX3OmtunFt1smoIdT2DWwqXK9ZaO6Wif2R2CRNURpWcxSuuj30yZPhOtGm/2zAVLjaxpmUjbjE60aHKgZy5canybtnGMKL7zk1tuuQV9fX35n3379gUug2VZaJ/VbXTYXaajc46RLWHCINHUjPlnn4fm9rEq+tSUdsw/a5XS79REks0tmH/2uWhq64AVi6GprQPzzl4VmQUzZtvoessZRuYCFqNz8enG9RgNi6ldc9G19EwkmpphxWJon9mNuWeuNLIbhcy02fPR+ZZlb8o+qxtzz1gRmW4UiVQTZi5QjXtTiSdT6Fx8OqxYdHTdT+YuW34y6pKAnUhi1qLTcMq8RWGLVRLLsjD3jHPQPqsbsXgCdjKFzrecHqlIS6g5xjNmzIBt2zh06FDB9UOHDqGrSx8C7urqquj9qVQKqZR+kYonUzjtbWu1r3mB47gYxDOwrBhmn/ZWxCKk8DE7hhnzFsMVLk698BzYtrcL2fj/GwBYsnqFp/f2g6Yp7Vh4zgVhi1EVzW0dWLTiQk/vOa17PqZ2+RcWm6g7HV1zfPseP0hNaUP30jPhui5OXeOv7nS+ZZmn9/aDad3zMM3w8G8xps9Z4PmCPv/s8wD414ts7PnYiVgshmRLNDbA40ybswBzTn8rhHBx6poVnurORL05dc0KxOOhl1hNSsyOY/ZpZ4ctRlXY8QTmnL48bDGqJtQnI5lMYtWqVdi8eTOuuuoqAGMJ8ps3b8b69eu1n7nwwguxefNmfOpTn8pfe+SRR3DhhZUv/JZlwfKxXZWAEyljWEfMiiFm25577Cb+v4mSN5CMYcVisHwMONWF7sQC0J0IeF5JIX7Pd2PPR3SfC8uyYFm257ojrzlRiFqQcAh9y7RhwwZ86EMfwrnnnovzzz8fd911F4aGhvJdKq677jrMmTMHGzduBAD85V/+JS666CLcfvvtuOKKK/DDH/4QO3bswLe+9a0w/wxCCCGEEBJxQjeMr7nmGhw5cgS33norenp6cM455+Chhx7KF9jt3bu3YPe7Zs0a/OAHP8DnPvc5fOYzn8HSpUvxs5/9rOIexoQQQgghhEwkdMMYANavX180dWLLli3KtauvvhpXX321z1IRQgghhJBGgkk2hBBCCCGEwBCPcZCIkyeYBXHQh+M4GBwazH+fiUe3FsNv2Yvdf3xceBBLeJgwNtSdyu5PvTED6k5t+Cl7qbE5eNC7k11J5TiOg0NHxjqO7d+/H7Zt58ck6FOELSGKnHVbp+zfvz/UQz4IIYQQQkh5bN++Heedd15g39dwhrHrujhw4ADa2tryjdr7+/sxb9487Nu3D+3t7SFLWBn1JrvjOHj11VexZMmSvCesnv6+qFDO2BR7X1SoJ9k5NubAec1cdLJns1ls27YNZ511Vr638cDAAM444ww8//zzaGtrC1Pkiqkn2V3XxaFDh7BiRbB9pxsulSIWi2HuXP3BBO3t7ZFT9HHqSXbdzrCe/r4oUc7Y6N4XJepFdo6NWXBeMxdZ9ve+970Fr4+nV8yZMydyf2O9yT5//vzA5WDxHSGEEEIIIaBhTAghhBBCCAAaxgCAVCqF2267DalUKmxRKqbeZa/3v89UypW9Ef5GE6HumAvHxlw4r5mNKbI3XPEdIYQQQgghOugxJoQQQgghBDSMCSGEEEIIAUDDmBBCCCGEEAA0jAkhhBBCCAFAwxh33303Fi5ciKamJqxevRrbt28PW6Sy2Lp1K6688krMnj0blmXhZz/7Wdgilc3GjRtx3nnnoa2tDbNmzcJVV12Fl156SfveKI7PF77wBViWVfBz+umnhy2WllLPkRACt956K7q7u9Hc3Iy1a9filVdeARDNsQGiqzv1rjcAdcdkoqo3QP3rTqPoTVA0tGF8//33Y8OGDbjtttvw9NNPY/ny5Vi3bh0OHz4ctmglGRoawvLly3H33XeHLUrFPPbYY7jpppvwxBNP4JFHHkE2m8Wll16KoaGhgvdFeXzOPPNMHDx4MP/z+OOPhy2SllLP0Ve/+lX80z/9EzZt2oTf/e53aG1txbp16/C9730vsmMTVd1pBL0BqDumElW9ARpDd+pdb0ZHR4MTUjQw559/vrjpppvyvzuOI2bPni02btwYolSVA0D89Kc/DVuMqjl8+LAAIB577LGC61Edn9tuu00sX748bDEqRn6OXNcVXV1d4mtf+1r+Wm9vr0ilUuItb3lLJMdGJsq6U296IwR1JypEWW+EqD/daQS9+fd///fA5GpYj3Emk8FTTz2FtWvX5q/FYjGsXbsW27ZtC1GyxqOvrw8AMH369Py1qI/PK6+8gtmzZ2Px4sW49tprsXfv3rBFqpjdu3ejp6enYAw6Ojpw3nnnYdeuXZEdm3qhHvUGoO4Q/6lH3alnvVm9enWgY9CwhvHRo0fhOA46OzsLrnd2dqKnpyckqRoP13XxqU99Cm9729tw1lln5a9HeXxWr16N++67Dw899BC+8Y1vYPfu3XjHO96BgYGBsEWriPH/z/IYTJ06FUKISI5NvVCPegNQd4j/1KPu1LveBD0G8cC+iRANN910E/7whz8Ymw9VDZdffnn+329961uxevVqLFiwAD/60Y/wkY98JETJSL1Qj3oDUHeI/9Sj7lBvvKVhPcYzZsyAbds4dOhQwfVDhw6hq6srJKkai/Xr1+MXv/gFHn30UcydO7fgtXoan6lTp+LUU0/Fq6++GrYoFTH+/1keg97eXliWVRdjE0UaRW8A6g7xlkbRnXrTm6DHoGEN42QyiVWrVmHz5s35a67rYvPmzbjwwgtDlKz+EUJg/fr1+OlPf4pf//rXWLRokfKeehqfwcFBvPbaa+ju7g5blIpYtGgRurq6Csagv78fTz75JBYvXlwXYxMlGk1vAOoO8YZG051605vf/e53wY5BYGV+BvLDH/5QpFIpcd9994nnn39efPSjHxVTp04VPT09YYtWkoGBAfHMM8+IZ555RgAQd9xxh3jmmWfEnj17whatJJ/4xCdER0eH2LJlizh48GD+Z3h4uOB9UR2fv/7rvxZbtmwRu3fvFv/93/8t1q5dK2bMmCEOHz4ctmgKpZ6jr3zlK2Lq1Kni5z//uXj22WfFH//xH4tFixaJ7373u5EcGyGiqzv1rjdCUHdMJqp6I0T9604j6M3IyEhgMja0YSyEEP/8z/8s5s+fL5LJpDj//PPFE088EbZIZfHoo48KAMrPhz70obBFK4lObgDi3nvvVd4bxfG55pprRHd3t0gmk2LOnDnimmuuEa+++mrYYmkp9Ry5ris+//nPi87OTpFKpcS73/1u8dJLLwkhojk2QkRXd+pdb4Sg7phMVPVGiPrXnUbRm6CwhBDCSw80IYQQQgghUaRhc4wJIYQQQgiZCA1jQgghhBBCQMOYEEIIIYQQADSMCSGEEEIIAUDDmBBCCCGEEAA0jAkhhBBCCAFAw5gQQgghhBAANIwJIYQQQggBQMPYKI4dO4ZZs2bh9ddf9+X+N998M/7X//pfvty7EeD4mAvHxlw4NmbD8TEXjk048OQ7g9iwYQMGBgbw7W9/25f7Hz16FIsXL8bOnTuxePFiX76jnuH4mAvHxlw4NmbD8TEXjk040DA2hOHhYXR3d+Phhx/GBRdc4Nv3XH311Vi4cCG+9rWv+fYd9QjHx1w4NubCsTEbjo+5cGzCg6kUhvDggw8ilUrlFWDLli2wLAsPP/wwVqxYgebmZlxyySU4fPgwfvnLX2LZsmVob2/Hn//5n2N4eDh/nx//+Mc4++yz0dzcjFNOOQVr167F0NBQ/vUrr7wSP/zhDwP/+6IOx8dcODbmwrExG46PuXBsQkQQI/jkJz8pLrvssvzvjz76qAAgLrjgAvH444+Lp59+WixZskRcdNFF4tJLLxVPP/202Lp1qzjllFPEV77yFSGEEAcOHBDxeFzccccdYvfu3eLZZ58Vd999txgYGMjf94UXXhAAxO7du4P+EyMNx8dcODbmwrExG46PuXBswoOGsSH88R//sbj++uvzv48rwa9+9av8tY0bNwoA4rXXXstf+9jHPibWrVsnhBDiqaeeEgDE66+/XvR7+vr6BACxZcsWH/6K+oXjYy4cG3Ph2JgNx8dcODbhwVQKQxgZGUFTU5Ny/a1vfWv+352dnWhpaSlIku/s7MThw4cBAMuXL8e73/1unH322bj66qvx7W9/GydOnCi4X3NzMwAUhFpIaTg+5sKxMReOjdlwfMyFYxMeNIwNYcaMGcoDCwCJRCL/b8uyCn4fv+a6LgDAtm088sgj+OUvf4kzzjgD//zP/4zTTjsNu3fvzr//+PHjAICZM2f68WfULRwfc+HYmAvHxmw4PubCsQkPGsaGsGLFCjz//PM138eyLLztbW/D3/7t3+KZZ55BMpnET3/60/zrf/jDH5BIJHDmmWfW/F2NBMfHXDg25sKxMRuOj7lwbMKDhrEhrFu3Ds8995x2h1guv/vd7/DlL38ZO3bswN69e/GTn/wER44cwbJly/Lv+c1vfoN3vOMd+fAJKQ+Oj7lwbMyFY2M2HB9z4diEBw1jQzj77LOxcuVK/OhHP6r6Hu3t7di6dSve85734NRTT8XnPvc53H777bj88svz7/nhD3+IG2+80QuRGwqOj7lwbMyFY2M2HB9z4diESNjVf+RNfvGLX4hly5YJx3F8uf+DDz4oli1bJrLZrC/3r3c4PubCsTEXjo3ZcHzMhWMTDvGwDXPyJldccQVeeeUVvPHGG5g3b57n9x8aGsK9996LeJzDXg0cH3Ph2JgLx8ZsOD7mwrEJBx4JTQghhBBCCJhjTAghhBBCCAAaxoQQQgghhACgYUwIIYQQQggAGsaEEEIIIYQAoGFMCCGEEEIIABrGhBBCCCGEAKBhTAghhBBCCAAaxoQQQgghhACgYUwIIYQQQggA4P8DTdd89tELa0sAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 800x300 with 7 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Example 3: Modify the high level of a square pulse inside a sequence\n",
+    "\n",
+    "#\n",
+    "\n",
+    "pulsebp = bb.BluePrint()\n",
+    "pulsebp.insertSegment(0, ramp, (0, 0), dur=5e-4)\n",
+    "pulsebp.insertSegment(1, ramp, (1, 1), dur=1e-3, name=\"varyme\")\n",
+    "pulsebp.insertSegment(2, \"waituntil\", 2e-3)\n",
+    "pulsebp.setSR(1e6)\n",
+    "\n",
+    "sinebp = bb.BluePrint()\n",
+    "sinebp.insertSegment(0, sine, (0.2e3, 0.5, 0.5, 0), dur=10e-3)\n",
+    "sinebp.setSR(1e6)\n",
+    "\n",
+    "elem1 = bb.Element()\n",
+    "elem1.addBluePrint(1, pulsebp)\n",
+    "\n",
+    "elem2 = bb.Element()\n",
+    "elem2.addBluePrint(1, sinebp)\n",
+    "\n",
+    "baseseq = bb.Sequence()\n",
+    "baseseq.setSR(1e6)\n",
+    "baseseq.addElement(1, elem1)\n",
+    "baseseq.addElement(2, elem2)\n",
+    "\n",
+    "baseseq.setSequenceSettings(1, 0, 20, 0, 0)\n",
+    "baseseq.setSequenceSettings(2, 0, 1, 0, 1)\n",
+    "\n",
+    "plotter(baseseq)\n",
+    "\n",
+    "# now vary this sequence\n",
+    "\n",
+    "poss = [1, 1]\n",
+    "channels = [1, 1]\n",
+    "names = [\"varyme\", \"varyme\"]\n",
+    "args = [\"start\", \"stop\"]\n",
+    "iters = [[1, 0.75, 0.5], [1, 0.75, 0.5]]\n",
+    "\n",
+    "newseq = bb.repeatAndVarySequence(baseseq, poss, channels, names, args, iters)\n",
+    "plotter(newseq)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/examples/Subsequences.html b/examples/Subsequences.html
new file mode 100644
index 000000000..378cd646b
--- /dev/null
+++ b/examples/Subsequences.html
@@ -0,0 +1,4581 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
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+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Changelogs" href="../changes/index.html" /><link rel="prev" title="Filter compensation with the ripasso module" href="Filter_compensation.html" />
+
+    <!-- Generated with Sphinx 8.1.3 and Furo 2024.08.06 -->
+        <title>Subsequences - broadbean 0.15.0.dev697 documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=03e43079" />
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+  <body>
+    
+    <script>
+      document.body.dataset.theme = localStorage.getItem("theme") || "auto";
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+<li class="toctree-l2 current current-page"><a class="current reference internal" href="#">Subsequences</a></li>
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+        <article role="main" id="furo-main-content">
+          <section id="Subsequences">
+<h1>Subsequences<a class="headerlink" href="#Subsequences" title="Link to this heading">¶</a></h1>
+<p>This notebook describes the use of subsequences.</p>
+<p>Subsequences can be useful in a wide range of settings.</p>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[1]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> notebook
+
+<span class="kn">import</span><span class="w"> </span><span class="nn">broadbean</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">bb</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">broadbean.plotting</span><span class="w"> </span><span class="kn">import</span> <span class="n">plotter</span>
+
+<span class="n">sine</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">PulseAtoms</span><span class="o">.</span><span class="n">sine</span>
+<span class="n">ramp</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">PulseAtoms</span><span class="o">.</span><span class="n">ramp</span>
+</pre></div>
+</div>
+</div>
+<section id="Example-1:-Compression">
+<h2>Example 1: Compression<a class="headerlink" href="#Example-1:-Compression" title="Link to this heading">¶</a></h2>
+<p>In a waveform with very long “dead” periods, subsequences can – via the option to repeat elements – drastically reduce the number of points of the entire sequence.</p>
+<p>Here we imagine a pulse sequence where we first wait, then perturb the system, then wait some more for readout. We’d like to vary the height of the perturbation.</p>
+<section id="Uncompressed">
+<h3>Uncompressed<a class="headerlink" href="#Uncompressed" title="Link to this heading">¶</a></h3>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[2]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Uncompressed</span>
+
+<span class="n">SR</span> <span class="o">=</span> <span class="mf">1e9</span>
+<span class="n">t1</span> <span class="o">=</span> <span class="mf">200e-6</span>  <span class="c1"># wait</span>
+<span class="n">t2</span> <span class="o">=</span> <span class="mf">20e-9</span>  <span class="c1"># perturb the system</span>
+<span class="n">t3</span> <span class="o">=</span> <span class="mf">250e-6</span>  <span class="c1"># read out</span>
+
+<span class="n">bp1</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp1</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="n">t1</span><span class="p">)</span>
+<span class="n">bp1</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="n">t2</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;perturbation&quot;</span><span class="p">)</span>
+<span class="n">bp1</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="n">t3</span><span class="p">)</span>
+<span class="n">bp1</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">SR</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[3]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">plotter</span><span class="p">(</span><span class="n">bp1</span><span class="p">)</span>
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+            'clear: both;' +
+            'min-height: 1px;' +
+            'min-width: 1px;' +
+            'outline: 0;' +
+            'overflow: hidden;' +
+            'position: relative;' +
+            'resize: both;' +
+            'z-index: 2;'
+    );
+
+    function on_keyboard_event_closure(name) {
+        return function (event) {
+            return fig.key_event(event, name);
+        };
+    }
+
+    canvas_div.addEventListener(
+        'keydown',
+        on_keyboard_event_closure('key_press')
+    );
+    canvas_div.addEventListener(
+        'keyup',
+        on_keyboard_event_closure('key_release')
+    );
+
+    this._canvas_extra_style(canvas_div);
+    this.root.appendChild(canvas_div);
+
+    var canvas = (this.canvas = document.createElement('canvas'));
+    canvas.classList.add('mpl-canvas');
+    canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'pointer-events: none;' +
+            'position: relative;' +
+            'z-index: 0;'
+    );
+
+    this.context = canvas.getContext('2d');
+
+    var backingStore =
+        this.context.backingStorePixelRatio ||
+        this.context.webkitBackingStorePixelRatio ||
+        this.context.mozBackingStorePixelRatio ||
+        this.context.msBackingStorePixelRatio ||
+        this.context.oBackingStorePixelRatio ||
+        this.context.backingStorePixelRatio ||
+        1;
+
+    this.ratio = (window.devicePixelRatio || 1) / backingStore;
+
+    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
+        'canvas'
+    ));
+    rubberband_canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'left: 0;' +
+            'pointer-events: none;' +
+            'position: absolute;' +
+            'top: 0;' +
+            'z-index: 1;'
+    );
+
+    // Apply a ponyfill if ResizeObserver is not implemented by browser.
+    if (this.ResizeObserver === undefined) {
+        if (window.ResizeObserver !== undefined) {
+            this.ResizeObserver = window.ResizeObserver;
+        } else {
+            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
+            this.ResizeObserver = obs.ResizeObserver;
+        }
+    }
+
+    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
+        // There's no need to resize if the WebSocket is not connected:
+        // - If it is still connecting, then we will get an initial resize from
+        //   Python once it connects.
+        // - If it has disconnected, then resizing will clear the canvas and
+        //   never get anything back to refill it, so better to not resize and
+        //   keep something visible.
+        if (fig.ws.readyState != 1) {
+            return;
+        }
+        var nentries = entries.length;
+        for (var i = 0; i < nentries; i++) {
+            var entry = entries[i];
+            var width, height;
+            if (entry.contentBoxSize) {
+                if (entry.contentBoxSize instanceof Array) {
+                    // Chrome 84 implements new version of spec.
+                    width = entry.contentBoxSize[0].inlineSize;
+                    height = entry.contentBoxSize[0].blockSize;
+                } else {
+                    // Firefox implements old version of spec.
+                    width = entry.contentBoxSize.inlineSize;
+                    height = entry.contentBoxSize.blockSize;
+                }
+            } else {
+                // Chrome <84 implements even older version of spec.
+                width = entry.contentRect.width;
+                height = entry.contentRect.height;
+            }
+
+            // Keep the size of the canvas and rubber band canvas in sync with
+            // the canvas container.
+            if (entry.devicePixelContentBoxSize) {
+                // Chrome 84 implements new version of spec.
+                canvas.setAttribute(
+                    'width',
+                    entry.devicePixelContentBoxSize[0].inlineSize
+                );
+                canvas.setAttribute(
+                    'height',
+                    entry.devicePixelContentBoxSize[0].blockSize
+                );
+            } else {
+                canvas.setAttribute('width', width * fig.ratio);
+                canvas.setAttribute('height', height * fig.ratio);
+            }
+            /* This rescales the canvas back to display pixels, so that it
+             * appears correct on HiDPI screens. */
+            canvas.style.width = width + 'px';
+            canvas.style.height = height + 'px';
+
+            rubberband_canvas.setAttribute('width', width);
+            rubberband_canvas.setAttribute('height', height);
+
+            // And update the size in Python. We ignore the initial 0/0 size
+            // that occurs as the element is placed into the DOM, which should
+            // otherwise not happen due to the minimum size styling.
+            if (width != 0 && height != 0) {
+                fig.request_resize(width, height);
+            }
+        }
+    });
+    this.resizeObserverInstance.observe(canvas_div);
+
+    function on_mouse_event_closure(name) {
+        /* User Agent sniffing is bad, but WebKit is busted:
+         * https://bugs.webkit.org/show_bug.cgi?id=144526
+         * https://bugs.webkit.org/show_bug.cgi?id=181818
+         * The worst that happens here is that they get an extra browser
+         * selection when dragging, if this check fails to catch them.
+         */
+        var UA = navigator.userAgent;
+        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);
+        if(isWebKit) {
+            return function (event) {
+                /* This prevents the web browser from automatically changing to
+                 * the text insertion cursor when the button is pressed. We
+                 * want to control all of the cursor setting manually through
+                 * the 'cursor' event from matplotlib */
+                event.preventDefault()
+                return fig.mouse_event(event, name);
+            };
+        } else {
+            return function (event) {
+                return fig.mouse_event(event, name);
+            };
+        }
+    }
+
+    canvas_div.addEventListener(
+        'mousedown',
+        on_mouse_event_closure('button_press')
+    );
+    canvas_div.addEventListener(
+        'mouseup',
+        on_mouse_event_closure('button_release')
+    );
+    canvas_div.addEventListener(
+        'dblclick',
+        on_mouse_event_closure('dblclick')
+    );
+    // Throttle sequential mouse events to 1 every 20ms.
+    canvas_div.addEventListener(
+        'mousemove',
+        on_mouse_event_closure('motion_notify')
+    );
+
+    canvas_div.addEventListener(
+        'mouseenter',
+        on_mouse_event_closure('figure_enter')
+    );
+    canvas_div.addEventListener(
+        'mouseleave',
+        on_mouse_event_closure('figure_leave')
+    );
+
+    canvas_div.addEventListener('wheel', function (event) {
+        if (event.deltaY < 0) {
+            event.step = 1;
+        } else {
+            event.step = -1;
+        }
+        on_mouse_event_closure('scroll')(event);
+    });
+
+    canvas_div.appendChild(canvas);
+    canvas_div.appendChild(rubberband_canvas);
+
+    this.rubberband_context = rubberband_canvas.getContext('2d');
+    this.rubberband_context.strokeStyle = '#000000';
+
+    this._resize_canvas = function (width, height, forward) {
+        if (forward) {
+            canvas_div.style.width = width + 'px';
+            canvas_div.style.height = height + 'px';
+        }
+    };
+
+    // Disable right mouse context menu.
+    canvas_div.addEventListener('contextmenu', function (_e) {
+        event.preventDefault();
+        return false;
+    });
+
+    function set_focus() {
+        canvas.focus();
+        canvas_div.focus();
+    }
+
+    window.setTimeout(set_focus, 100);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'mpl-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'mpl-button-group';
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'mpl-button-group';
+            continue;
+        }
+
+        var button = (fig.buttons[name] = document.createElement('button'));
+        button.classList = 'mpl-widget';
+        button.setAttribute('role', 'button');
+        button.setAttribute('aria-disabled', 'false');
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+
+        var icon_img = document.createElement('img');
+        icon_img.src = '_images/' + image + '.png';
+        icon_img.srcset = '_images/' + image + '_large.png 2x';
+        icon_img.alt = tooltip;
+        button.appendChild(icon_img);
+
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    var fmt_picker = document.createElement('select');
+    fmt_picker.classList = 'mpl-widget';
+    toolbar.appendChild(fmt_picker);
+    this.format_dropdown = fmt_picker;
+
+    for (var ind in mpl.extensions) {
+        var fmt = mpl.extensions[ind];
+        var option = document.createElement('option');
+        option.selected = fmt === mpl.default_extension;
+        option.innerHTML = fmt;
+        fmt_picker.appendChild(option);
+    }
+
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+};
+
+mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
+    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
+    // which will in turn request a refresh of the image.
+    this.send_message('resize', { width: x_pixels, height: y_pixels });
+};
+
+mpl.figure.prototype.send_message = function (type, properties) {
+    properties['type'] = type;
+    properties['figure_id'] = this.id;
+    this.ws.send(JSON.stringify(properties));
+};
+
+mpl.figure.prototype.send_draw_message = function () {
+    if (!this.waiting) {
+        this.waiting = true;
+        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    var format_dropdown = fig.format_dropdown;
+    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
+    fig.ondownload(fig, format);
+};
+
+mpl.figure.prototype.handle_resize = function (fig, msg) {
+    var size = msg['size'];
+    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
+        fig._resize_canvas(size[0], size[1], msg['forward']);
+        fig.send_message('refresh', {});
+    }
+};
+
+mpl.figure.prototype.handle_rubberband = function (fig, msg) {
+    var x0 = msg['x0'] / fig.ratio;
+    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
+    var x1 = msg['x1'] / fig.ratio;
+    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
+    x0 = Math.floor(x0) + 0.5;
+    y0 = Math.floor(y0) + 0.5;
+    x1 = Math.floor(x1) + 0.5;
+    y1 = Math.floor(y1) + 0.5;
+    var min_x = Math.min(x0, x1);
+    var min_y = Math.min(y0, y1);
+    var width = Math.abs(x1 - x0);
+    var height = Math.abs(y1 - y0);
+
+    fig.rubberband_context.clearRect(
+        0,
+        0,
+        fig.canvas.width / fig.ratio,
+        fig.canvas.height / fig.ratio
+    );
+
+    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
+};
+
+mpl.figure.prototype.handle_figure_label = function (fig, msg) {
+    // Updates the figure title.
+    fig.header.textContent = msg['label'];
+};
+
+mpl.figure.prototype.handle_cursor = function (fig, msg) {
+    fig.canvas_div.style.cursor = msg['cursor'];
+};
+
+mpl.figure.prototype.handle_message = function (fig, msg) {
+    fig.message.textContent = msg['message'];
+};
+
+mpl.figure.prototype.handle_draw = function (fig, _msg) {
+    // Request the server to send over a new figure.
+    fig.send_draw_message();
+};
+
+mpl.figure.prototype.handle_image_mode = function (fig, msg) {
+    fig.image_mode = msg['mode'];
+};
+
+mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
+    for (var key in msg) {
+        if (!(key in fig.buttons)) {
+            continue;
+        }
+        fig.buttons[key].disabled = !msg[key];
+        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
+    }
+};
+
+mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
+    if (msg['mode'] === 'PAN') {
+        fig.buttons['Pan'].classList.add('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    } else if (msg['mode'] === 'ZOOM') {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.add('active');
+    } else {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    }
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Called whenever the canvas gets updated.
+    this.send_message('ack', {});
+};
+
+// A function to construct a web socket function for onmessage handling.
+// Called in the figure constructor.
+mpl.figure.prototype._make_on_message_function = function (fig) {
+    return function socket_on_message(evt) {
+        if (evt.data instanceof Blob) {
+            var img = evt.data;
+            if (img.type !== 'image/png') {
+                /* FIXME: We get "Resource interpreted as Image but
+                 * transferred with MIME type text/plain:" errors on
+                 * Chrome.  But how to set the MIME type?  It doesn't seem
+                 * to be part of the websocket stream */
+                img.type = 'image/png';
+            }
+
+            /* Free the memory for the previous frames */
+            if (fig.imageObj.src) {
+                (window.URL || window.webkitURL).revokeObjectURL(
+                    fig.imageObj.src
+                );
+            }
+
+            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
+                img
+            );
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        } else if (
+            typeof evt.data === 'string' &&
+            evt.data.slice(0, 21) === 'data:image/png;base64'
+        ) {
+            fig.imageObj.src = evt.data;
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        }
+
+        var msg = JSON.parse(evt.data);
+        var msg_type = msg['type'];
+
+        // Call the  "handle_{type}" callback, which takes
+        // the figure and JSON message as its only arguments.
+        try {
+            var callback = fig['handle_' + msg_type];
+        } catch (e) {
+            console.log(
+                "No handler for the '" + msg_type + "' message type: ",
+                msg
+            );
+            return;
+        }
+
+        if (callback) {
+            try {
+                // console.log("Handling '" + msg_type + "' message: ", msg);
+                callback(fig, msg);
+            } catch (e) {
+                console.log(
+                    "Exception inside the 'handler_" + msg_type + "' callback:",
+                    e,
+                    e.stack,
+                    msg
+                );
+            }
+        }
+    };
+};
+
+function getModifiers(event) {
+    var mods = [];
+    if (event.ctrlKey) {
+        mods.push('ctrl');
+    }
+    if (event.altKey) {
+        mods.push('alt');
+    }
+    if (event.shiftKey) {
+        mods.push('shift');
+    }
+    if (event.metaKey) {
+        mods.push('meta');
+    }
+    return mods;
+}
+
+/*
+ * return a copy of an object with only non-object keys
+ * we need this to avoid circular references
+ * https://stackoverflow.com/a/24161582/3208463
+ */
+function simpleKeys(original) {
+    return Object.keys(original).reduce(function (obj, key) {
+        if (typeof original[key] !== 'object') {
+            obj[key] = original[key];
+        }
+        return obj;
+    }, {});
+}
+
+mpl.figure.prototype.mouse_event = function (event, name) {
+    if (name === 'button_press') {
+        this.canvas.focus();
+        this.canvas_div.focus();
+    }
+
+    // from https://stackoverflow.com/q/1114465
+    var boundingRect = this.canvas.getBoundingClientRect();
+    var x = (event.clientX - boundingRect.left) * this.ratio;
+    var y = (event.clientY - boundingRect.top) * this.ratio;
+
+    this.send_message(name, {
+        x: x,
+        y: y,
+        button: event.button,
+        step: event.step,
+        buttons: event.buttons,
+        modifiers: getModifiers(event),
+        guiEvent: simpleKeys(event),
+    });
+
+    return false;
+};
+
+mpl.figure.prototype._key_event_extra = function (_event, _name) {
+    // Handle any extra behaviour associated with a key event
+};
+
+mpl.figure.prototype.key_event = function (event, name) {
+    // Prevent repeat events
+    if (name === 'key_press') {
+        if (event.key === this._key) {
+            return;
+        } else {
+            this._key = event.key;
+        }
+    }
+    if (name === 'key_release') {
+        this._key = null;
+    }
+
+    var value = '';
+    if (event.ctrlKey && event.key !== 'Control') {
+        value += 'ctrl+';
+    }
+    else if (event.altKey && event.key !== 'Alt') {
+        value += 'alt+';
+    }
+    else if (event.shiftKey && event.key !== 'Shift') {
+        value += 'shift+';
+    }
+
+    value += 'k' + event.key;
+
+    this._key_event_extra(event, name);
+
+    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
+    return false;
+};
+
+mpl.figure.prototype.toolbar_button_onclick = function (name) {
+    if (name === 'download') {
+        this.handle_save(this, null);
+    } else {
+        this.send_message('toolbar_button', { name: name });
+    }
+};
+
+mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
+    this.message.textContent = tooltip;
+};
+
+///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
+// prettier-ignore
+var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
+mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o", "download"]];
+
+mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif", "webp"];
+
+mpl.default_extension = "png";/* global mpl */
+
+var comm_websocket_adapter = function (comm) {
+    // Create a "websocket"-like object which calls the given IPython comm
+    // object with the appropriate methods. Currently this is a non binary
+    // socket, so there is still some room for performance tuning.
+    var ws = {};
+
+    ws.binaryType = comm.kernel.ws.binaryType;
+    ws.readyState = comm.kernel.ws.readyState;
+    function updateReadyState(_event) {
+        if (comm.kernel.ws) {
+            ws.readyState = comm.kernel.ws.readyState;
+        } else {
+            ws.readyState = 3; // Closed state.
+        }
+    }
+    comm.kernel.ws.addEventListener('open', updateReadyState);
+    comm.kernel.ws.addEventListener('close', updateReadyState);
+    comm.kernel.ws.addEventListener('error', updateReadyState);
+
+    ws.close = function () {
+        comm.close();
+    };
+    ws.send = function (m) {
+        //console.log('sending', m);
+        comm.send(m);
+    };
+    // Register the callback with on_msg.
+    comm.on_msg(function (msg) {
+        //console.log('receiving', msg['content']['data'], msg);
+        var data = msg['content']['data'];
+        if (data['blob'] !== undefined) {
+            data = {
+                data: new Blob(msg['buffers'], { type: data['blob'] }),
+            };
+        }
+        // Pass the mpl event to the overridden (by mpl) onmessage function.
+        ws.onmessage(data);
+    });
+    return ws;
+};
+
+mpl.mpl_figure_comm = function (comm, msg) {
+    // This is the function which gets called when the mpl process
+    // starts-up an IPython Comm through the "matplotlib" channel.
+
+    var id = msg.content.data.id;
+    // Get hold of the div created by the display call when the Comm
+    // socket was opened in Python.
+    var element = document.getElementById(id);
+    var ws_proxy = comm_websocket_adapter(comm);
+
+    function ondownload(figure, _format) {
+        window.open(figure.canvas.toDataURL());
+    }
+
+    var fig = new mpl.figure(id, ws_proxy, ondownload, element);
+
+    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
+    // web socket which is closed, not our websocket->open comm proxy.
+    ws_proxy.onopen();
+
+    fig.parent_element = element;
+    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
+    if (!fig.cell_info) {
+        console.error('Failed to find cell for figure', id, fig);
+        return;
+    }
+    fig.cell_info[0].output_area.element.on(
+        'cleared',
+        { fig: fig },
+        fig._remove_fig_handler
+    );
+};
+
+mpl.figure.prototype.handle_close = function (fig, msg) {
+    var width = fig.canvas.width / fig.ratio;
+    fig.cell_info[0].output_area.element.off(
+        'cleared',
+        fig._remove_fig_handler
+    );
+    fig.resizeObserverInstance.unobserve(fig.canvas_div);
+
+    // Update the output cell to use the data from the current canvas.
+    fig.push_to_output();
+    var dataURL = fig.canvas.toDataURL();
+    // Re-enable the keyboard manager in IPython - without this line, in FF,
+    // the notebook keyboard shortcuts fail.
+    IPython.keyboard_manager.enable();
+    fig.parent_element.innerHTML =
+        '<img src="' + dataURL + '" width="' + width + '">';
+    fig.close_ws(fig, msg);
+};
+
+mpl.figure.prototype.close_ws = function (fig, msg) {
+    fig.send_message('closing', msg);
+    // fig.ws.close()
+};
+
+mpl.figure.prototype.push_to_output = function (_remove_interactive) {
+    // Turn the data on the canvas into data in the output cell.
+    var width = this.canvas.width / this.ratio;
+    var dataURL = this.canvas.toDataURL();
+    this.cell_info[1]['text/html'] =
+        '<img src="' + dataURL + '" width="' + width + '">';
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Tell IPython that the notebook contents must change.
+    IPython.notebook.set_dirty(true);
+    this.send_message('ack', {});
+    var fig = this;
+    // Wait a second, then push the new image to the DOM so
+    // that it is saved nicely (might be nice to debounce this).
+    setTimeout(function () {
+        fig.push_to_output();
+    }, 1000);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'btn-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'btn-group';
+    var button;
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'btn-group';
+            continue;
+        }
+
+        button = fig.buttons[name] = document.createElement('button');
+        button.classList = 'btn btn-default';
+        button.href = '#';
+        button.title = name;
+        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    // Add the status bar.
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message pull-right';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+
+    // Add the close button to the window.
+    var buttongrp = document.createElement('div');
+    buttongrp.classList = 'btn-group inline pull-right';
+    button = document.createElement('button');
+    button.classList = 'btn btn-mini btn-primary';
+    button.href = '#';
+    button.title = 'Stop Interaction';
+    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
+    button.addEventListener('click', function (_evt) {
+        fig.handle_close(fig, {});
+    });
+    button.addEventListener(
+        'mouseover',
+        on_mouseover_closure('Stop Interaction')
+    );
+    buttongrp.appendChild(button);
+    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
+    titlebar.insertBefore(buttongrp, titlebar.firstChild);
+};
+
+mpl.figure.prototype._remove_fig_handler = function (event) {
+    var fig = event.data.fig;
+    if (event.target !== this) {
+        // Ignore bubbled events from children.
+        return;
+    }
+    fig.close_ws(fig, {});
+};
+
+mpl.figure.prototype._root_extra_style = function (el) {
+    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
+};
+
+mpl.figure.prototype._canvas_extra_style = function (el) {
+    // this is important to make the div 'focusable
+    el.setAttribute('tabindex', 0);
+    // reach out to IPython and tell the keyboard manager to turn it's self
+    // off when our div gets focus
+
+    // location in version 3
+    if (IPython.notebook.keyboard_manager) {
+        IPython.notebook.keyboard_manager.register_events(el);
+    } else {
+        // location in version 2
+        IPython.keyboard_manager.register_events(el);
+    }
+};
+
+mpl.figure.prototype._key_event_extra = function (event, _name) {
+    // Check for shift+enter
+    if (event.shiftKey && event.which === 13) {
+        this.canvas_div.blur();
+        // select the cell after this one
+        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
+        IPython.notebook.select(index + 1);
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    fig.ondownload(fig, null);
+};
+
+mpl.find_output_cell = function (html_output) {
+    // Return the cell and output element which can be found *uniquely* in the notebook.
+    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
+    // IPython event is triggered only after the cells have been serialised, which for
+    // our purposes (turning an active figure into a static one), is too late.
+    var cells = IPython.notebook.get_cells();
+    var ncells = cells.length;
+    for (var i = 0; i < ncells; i++) {
+        var cell = cells[i];
+        if (cell.cell_type === 'code') {
+            for (var j = 0; j < cell.output_area.outputs.length; j++) {
+                var data = cell.output_area.outputs[j];
+                if (data.data) {
+                    // IPython >= 3 moved mimebundle to data attribute of output
+                    data = data.data;
+                }
+                if (data['text/html'] === html_output) {
+                    return [cell, data, j];
+                }
+            }
+        }
+    }
+};
+
+// Register the function which deals with the matplotlib target/channel.
+// The kernel may be null if the page has been refreshed.
+if (IPython.notebook.kernel !== null) {
+    IPython.notebook.kernel.comm_manager.register_target(
+        'matplotlib',
+        mpl.mpl_figure_comm
+    );
+}
+
+</script></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<div id='adcbcd1a-20e3-4f9f-9b19-5d7f8e5d3288'></div></div>
+</div>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[4]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Now make a variation of the height</span>
+
+<span class="n">elem1</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="p">()</span>
+<span class="n">elem1</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">bp1</span><span class="p">)</span>
+
+<span class="n">elem2</span> <span class="o">=</span> <span class="n">elem1</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+<span class="n">elem2</span><span class="o">.</span><span class="n">changeArg</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;perturbation&quot;</span><span class="p">,</span> <span class="s2">&quot;start&quot;</span><span class="p">,</span> <span class="mf">0.75</span><span class="p">)</span>
+<span class="n">elem2</span><span class="o">.</span><span class="n">changeArg</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;perturbation&quot;</span><span class="p">,</span> <span class="s2">&quot;stop&quot;</span><span class="p">,</span> <span class="mf">0.75</span><span class="p">)</span>
+
+<span class="n">elem3</span> <span class="o">=</span> <span class="n">elem1</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+<span class="n">elem3</span><span class="o">.</span><span class="n">changeArg</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;perturbation&quot;</span><span class="p">,</span> <span class="s2">&quot;start&quot;</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)</span>
+<span class="n">elem3</span><span class="o">.</span><span class="n">changeArg</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;perturbation&quot;</span><span class="p">,</span> <span class="s2">&quot;stop&quot;</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)</span>
+
+<span class="c1"># And put that together in a sequence</span>
+<span class="n">seq</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Sequence</span><span class="p">()</span>
+<span class="n">seq</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">elem1</span><span class="p">)</span>
+<span class="n">seq</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">elem2</span><span class="p">)</span>
+<span class="n">seq</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">elem3</span><span class="p">)</span>
+<span class="n">seq</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">SR</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[5]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">plotter</span><span class="p">(</span><span class="n">seq</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="output_javascript"></div>
+<script type="text/javascript">
+var element = document.currentScript.previousSibling.previousSibling;
+/* Put everything inside the global mpl namespace */
+/* global mpl */
+window.mpl = {};
+
+mpl.get_websocket_type = function () {
+    if (typeof WebSocket !== 'undefined') {
+        return WebSocket;
+    } else if (typeof MozWebSocket !== 'undefined') {
+        return MozWebSocket;
+    } else {
+        alert(
+            'Your browser does not have WebSocket support. ' +
+                'Please try Chrome, Safari or Firefox ≥ 6. ' +
+                'Firefox 4 and 5 are also supported but you ' +
+                'have to enable WebSockets in about:config.'
+        );
+    }
+};
+
+mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
+    this.id = figure_id;
+
+    this.ws = websocket;
+
+    this.supports_binary = this.ws.binaryType !== undefined;
+
+    if (!this.supports_binary) {
+        var warnings = document.getElementById('mpl-warnings');
+        if (warnings) {
+            warnings.style.display = 'block';
+            warnings.textContent =
+                'This browser does not support binary websocket messages. ' +
+                'Performance may be slow.';
+        }
+    }
+
+    this.imageObj = new Image();
+
+    this.context = undefined;
+    this.message = undefined;
+    this.canvas = undefined;
+    this.rubberband_canvas = undefined;
+    this.rubberband_context = undefined;
+    this.format_dropdown = undefined;
+
+    this.image_mode = 'full';
+
+    this.root = document.createElement('div');
+    this.root.setAttribute('style', 'display: inline-block');
+    this._root_extra_style(this.root);
+
+    parent_element.appendChild(this.root);
+
+    this._init_header(this);
+    this._init_canvas(this);
+    this._init_toolbar(this);
+
+    var fig = this;
+
+    this.waiting = false;
+
+    this.ws.onopen = function () {
+        fig.send_message('supports_binary', { value: fig.supports_binary });
+        fig.send_message('send_image_mode', {});
+        if (fig.ratio !== 1) {
+            fig.send_message('set_device_pixel_ratio', {
+                device_pixel_ratio: fig.ratio,
+            });
+        }
+        fig.send_message('refresh', {});
+    };
+
+    this.imageObj.onload = function () {
+        if (fig.image_mode === 'full') {
+            // Full images could contain transparency (where diff images
+            // almost always do), so we need to clear the canvas so that
+            // there is no ghosting.
+            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);
+        }
+        fig.context.drawImage(fig.imageObj, 0, 0);
+    };
+
+    this.imageObj.onunload = function () {
+        fig.ws.close();
+    };
+
+    this.ws.onmessage = this._make_on_message_function(this);
+
+    this.ondownload = ondownload;
+};
+
+mpl.figure.prototype._init_header = function () {
+    var titlebar = document.createElement('div');
+    titlebar.classList =
+        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';
+    var titletext = document.createElement('div');
+    titletext.classList = 'ui-dialog-title';
+    titletext.setAttribute(
+        'style',
+        'width: 100%; text-align: center; padding: 3px;'
+    );
+    titlebar.appendChild(titletext);
+    this.root.appendChild(titlebar);
+    this.header = titletext;
+};
+
+mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._root_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._init_canvas = function () {
+    var fig = this;
+
+    var canvas_div = (this.canvas_div = document.createElement('div'));
+    canvas_div.setAttribute('tabindex', '0');
+    canvas_div.setAttribute(
+        'style',
+        'border: 1px solid #ddd;' +
+            'box-sizing: content-box;' +
+            'clear: both;' +
+            'min-height: 1px;' +
+            'min-width: 1px;' +
+            'outline: 0;' +
+            'overflow: hidden;' +
+            'position: relative;' +
+            'resize: both;' +
+            'z-index: 2;'
+    );
+
+    function on_keyboard_event_closure(name) {
+        return function (event) {
+            return fig.key_event(event, name);
+        };
+    }
+
+    canvas_div.addEventListener(
+        'keydown',
+        on_keyboard_event_closure('key_press')
+    );
+    canvas_div.addEventListener(
+        'keyup',
+        on_keyboard_event_closure('key_release')
+    );
+
+    this._canvas_extra_style(canvas_div);
+    this.root.appendChild(canvas_div);
+
+    var canvas = (this.canvas = document.createElement('canvas'));
+    canvas.classList.add('mpl-canvas');
+    canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'pointer-events: none;' +
+            'position: relative;' +
+            'z-index: 0;'
+    );
+
+    this.context = canvas.getContext('2d');
+
+    var backingStore =
+        this.context.backingStorePixelRatio ||
+        this.context.webkitBackingStorePixelRatio ||
+        this.context.mozBackingStorePixelRatio ||
+        this.context.msBackingStorePixelRatio ||
+        this.context.oBackingStorePixelRatio ||
+        this.context.backingStorePixelRatio ||
+        1;
+
+    this.ratio = (window.devicePixelRatio || 1) / backingStore;
+
+    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
+        'canvas'
+    ));
+    rubberband_canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'left: 0;' +
+            'pointer-events: none;' +
+            'position: absolute;' +
+            'top: 0;' +
+            'z-index: 1;'
+    );
+
+    // Apply a ponyfill if ResizeObserver is not implemented by browser.
+    if (this.ResizeObserver === undefined) {
+        if (window.ResizeObserver !== undefined) {
+            this.ResizeObserver = window.ResizeObserver;
+        } else {
+            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
+            this.ResizeObserver = obs.ResizeObserver;
+        }
+    }
+
+    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
+        // There's no need to resize if the WebSocket is not connected:
+        // - If it is still connecting, then we will get an initial resize from
+        //   Python once it connects.
+        // - If it has disconnected, then resizing will clear the canvas and
+        //   never get anything back to refill it, so better to not resize and
+        //   keep something visible.
+        if (fig.ws.readyState != 1) {
+            return;
+        }
+        var nentries = entries.length;
+        for (var i = 0; i < nentries; i++) {
+            var entry = entries[i];
+            var width, height;
+            if (entry.contentBoxSize) {
+                if (entry.contentBoxSize instanceof Array) {
+                    // Chrome 84 implements new version of spec.
+                    width = entry.contentBoxSize[0].inlineSize;
+                    height = entry.contentBoxSize[0].blockSize;
+                } else {
+                    // Firefox implements old version of spec.
+                    width = entry.contentBoxSize.inlineSize;
+                    height = entry.contentBoxSize.blockSize;
+                }
+            } else {
+                // Chrome <84 implements even older version of spec.
+                width = entry.contentRect.width;
+                height = entry.contentRect.height;
+            }
+
+            // Keep the size of the canvas and rubber band canvas in sync with
+            // the canvas container.
+            if (entry.devicePixelContentBoxSize) {
+                // Chrome 84 implements new version of spec.
+                canvas.setAttribute(
+                    'width',
+                    entry.devicePixelContentBoxSize[0].inlineSize
+                );
+                canvas.setAttribute(
+                    'height',
+                    entry.devicePixelContentBoxSize[0].blockSize
+                );
+            } else {
+                canvas.setAttribute('width', width * fig.ratio);
+                canvas.setAttribute('height', height * fig.ratio);
+            }
+            /* This rescales the canvas back to display pixels, so that it
+             * appears correct on HiDPI screens. */
+            canvas.style.width = width + 'px';
+            canvas.style.height = height + 'px';
+
+            rubberband_canvas.setAttribute('width', width);
+            rubberband_canvas.setAttribute('height', height);
+
+            // And update the size in Python. We ignore the initial 0/0 size
+            // that occurs as the element is placed into the DOM, which should
+            // otherwise not happen due to the minimum size styling.
+            if (width != 0 && height != 0) {
+                fig.request_resize(width, height);
+            }
+        }
+    });
+    this.resizeObserverInstance.observe(canvas_div);
+
+    function on_mouse_event_closure(name) {
+        /* User Agent sniffing is bad, but WebKit is busted:
+         * https://bugs.webkit.org/show_bug.cgi?id=144526
+         * https://bugs.webkit.org/show_bug.cgi?id=181818
+         * The worst that happens here is that they get an extra browser
+         * selection when dragging, if this check fails to catch them.
+         */
+        var UA = navigator.userAgent;
+        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);
+        if(isWebKit) {
+            return function (event) {
+                /* This prevents the web browser from automatically changing to
+                 * the text insertion cursor when the button is pressed. We
+                 * want to control all of the cursor setting manually through
+                 * the 'cursor' event from matplotlib */
+                event.preventDefault()
+                return fig.mouse_event(event, name);
+            };
+        } else {
+            return function (event) {
+                return fig.mouse_event(event, name);
+            };
+        }
+    }
+
+    canvas_div.addEventListener(
+        'mousedown',
+        on_mouse_event_closure('button_press')
+    );
+    canvas_div.addEventListener(
+        'mouseup',
+        on_mouse_event_closure('button_release')
+    );
+    canvas_div.addEventListener(
+        'dblclick',
+        on_mouse_event_closure('dblclick')
+    );
+    // Throttle sequential mouse events to 1 every 20ms.
+    canvas_div.addEventListener(
+        'mousemove',
+        on_mouse_event_closure('motion_notify')
+    );
+
+    canvas_div.addEventListener(
+        'mouseenter',
+        on_mouse_event_closure('figure_enter')
+    );
+    canvas_div.addEventListener(
+        'mouseleave',
+        on_mouse_event_closure('figure_leave')
+    );
+
+    canvas_div.addEventListener('wheel', function (event) {
+        if (event.deltaY < 0) {
+            event.step = 1;
+        } else {
+            event.step = -1;
+        }
+        on_mouse_event_closure('scroll')(event);
+    });
+
+    canvas_div.appendChild(canvas);
+    canvas_div.appendChild(rubberband_canvas);
+
+    this.rubberband_context = rubberband_canvas.getContext('2d');
+    this.rubberband_context.strokeStyle = '#000000';
+
+    this._resize_canvas = function (width, height, forward) {
+        if (forward) {
+            canvas_div.style.width = width + 'px';
+            canvas_div.style.height = height + 'px';
+        }
+    };
+
+    // Disable right mouse context menu.
+    canvas_div.addEventListener('contextmenu', function (_e) {
+        event.preventDefault();
+        return false;
+    });
+
+    function set_focus() {
+        canvas.focus();
+        canvas_div.focus();
+    }
+
+    window.setTimeout(set_focus, 100);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'mpl-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'mpl-button-group';
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'mpl-button-group';
+            continue;
+        }
+
+        var button = (fig.buttons[name] = document.createElement('button'));
+        button.classList = 'mpl-widget';
+        button.setAttribute('role', 'button');
+        button.setAttribute('aria-disabled', 'false');
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+
+        var icon_img = document.createElement('img');
+        icon_img.src = '_images/' + image + '.png';
+        icon_img.srcset = '_images/' + image + '_large.png 2x';
+        icon_img.alt = tooltip;
+        button.appendChild(icon_img);
+
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    var fmt_picker = document.createElement('select');
+    fmt_picker.classList = 'mpl-widget';
+    toolbar.appendChild(fmt_picker);
+    this.format_dropdown = fmt_picker;
+
+    for (var ind in mpl.extensions) {
+        var fmt = mpl.extensions[ind];
+        var option = document.createElement('option');
+        option.selected = fmt === mpl.default_extension;
+        option.innerHTML = fmt;
+        fmt_picker.appendChild(option);
+    }
+
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+};
+
+mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
+    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
+    // which will in turn request a refresh of the image.
+    this.send_message('resize', { width: x_pixels, height: y_pixels });
+};
+
+mpl.figure.prototype.send_message = function (type, properties) {
+    properties['type'] = type;
+    properties['figure_id'] = this.id;
+    this.ws.send(JSON.stringify(properties));
+};
+
+mpl.figure.prototype.send_draw_message = function () {
+    if (!this.waiting) {
+        this.waiting = true;
+        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    var format_dropdown = fig.format_dropdown;
+    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
+    fig.ondownload(fig, format);
+};
+
+mpl.figure.prototype.handle_resize = function (fig, msg) {
+    var size = msg['size'];
+    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
+        fig._resize_canvas(size[0], size[1], msg['forward']);
+        fig.send_message('refresh', {});
+    }
+};
+
+mpl.figure.prototype.handle_rubberband = function (fig, msg) {
+    var x0 = msg['x0'] / fig.ratio;
+    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
+    var x1 = msg['x1'] / fig.ratio;
+    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
+    x0 = Math.floor(x0) + 0.5;
+    y0 = Math.floor(y0) + 0.5;
+    x1 = Math.floor(x1) + 0.5;
+    y1 = Math.floor(y1) + 0.5;
+    var min_x = Math.min(x0, x1);
+    var min_y = Math.min(y0, y1);
+    var width = Math.abs(x1 - x0);
+    var height = Math.abs(y1 - y0);
+
+    fig.rubberband_context.clearRect(
+        0,
+        0,
+        fig.canvas.width / fig.ratio,
+        fig.canvas.height / fig.ratio
+    );
+
+    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
+};
+
+mpl.figure.prototype.handle_figure_label = function (fig, msg) {
+    // Updates the figure title.
+    fig.header.textContent = msg['label'];
+};
+
+mpl.figure.prototype.handle_cursor = function (fig, msg) {
+    fig.canvas_div.style.cursor = msg['cursor'];
+};
+
+mpl.figure.prototype.handle_message = function (fig, msg) {
+    fig.message.textContent = msg['message'];
+};
+
+mpl.figure.prototype.handle_draw = function (fig, _msg) {
+    // Request the server to send over a new figure.
+    fig.send_draw_message();
+};
+
+mpl.figure.prototype.handle_image_mode = function (fig, msg) {
+    fig.image_mode = msg['mode'];
+};
+
+mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
+    for (var key in msg) {
+        if (!(key in fig.buttons)) {
+            continue;
+        }
+        fig.buttons[key].disabled = !msg[key];
+        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
+    }
+};
+
+mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
+    if (msg['mode'] === 'PAN') {
+        fig.buttons['Pan'].classList.add('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    } else if (msg['mode'] === 'ZOOM') {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.add('active');
+    } else {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    }
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Called whenever the canvas gets updated.
+    this.send_message('ack', {});
+};
+
+// A function to construct a web socket function for onmessage handling.
+// Called in the figure constructor.
+mpl.figure.prototype._make_on_message_function = function (fig) {
+    return function socket_on_message(evt) {
+        if (evt.data instanceof Blob) {
+            var img = evt.data;
+            if (img.type !== 'image/png') {
+                /* FIXME: We get "Resource interpreted as Image but
+                 * transferred with MIME type text/plain:" errors on
+                 * Chrome.  But how to set the MIME type?  It doesn't seem
+                 * to be part of the websocket stream */
+                img.type = 'image/png';
+            }
+
+            /* Free the memory for the previous frames */
+            if (fig.imageObj.src) {
+                (window.URL || window.webkitURL).revokeObjectURL(
+                    fig.imageObj.src
+                );
+            }
+
+            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
+                img
+            );
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        } else if (
+            typeof evt.data === 'string' &&
+            evt.data.slice(0, 21) === 'data:image/png;base64'
+        ) {
+            fig.imageObj.src = evt.data;
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        }
+
+        var msg = JSON.parse(evt.data);
+        var msg_type = msg['type'];
+
+        // Call the  "handle_{type}" callback, which takes
+        // the figure and JSON message as its only arguments.
+        try {
+            var callback = fig['handle_' + msg_type];
+        } catch (e) {
+            console.log(
+                "No handler for the '" + msg_type + "' message type: ",
+                msg
+            );
+            return;
+        }
+
+        if (callback) {
+            try {
+                // console.log("Handling '" + msg_type + "' message: ", msg);
+                callback(fig, msg);
+            } catch (e) {
+                console.log(
+                    "Exception inside the 'handler_" + msg_type + "' callback:",
+                    e,
+                    e.stack,
+                    msg
+                );
+            }
+        }
+    };
+};
+
+function getModifiers(event) {
+    var mods = [];
+    if (event.ctrlKey) {
+        mods.push('ctrl');
+    }
+    if (event.altKey) {
+        mods.push('alt');
+    }
+    if (event.shiftKey) {
+        mods.push('shift');
+    }
+    if (event.metaKey) {
+        mods.push('meta');
+    }
+    return mods;
+}
+
+/*
+ * return a copy of an object with only non-object keys
+ * we need this to avoid circular references
+ * https://stackoverflow.com/a/24161582/3208463
+ */
+function simpleKeys(original) {
+    return Object.keys(original).reduce(function (obj, key) {
+        if (typeof original[key] !== 'object') {
+            obj[key] = original[key];
+        }
+        return obj;
+    }, {});
+}
+
+mpl.figure.prototype.mouse_event = function (event, name) {
+    if (name === 'button_press') {
+        this.canvas.focus();
+        this.canvas_div.focus();
+    }
+
+    // from https://stackoverflow.com/q/1114465
+    var boundingRect = this.canvas.getBoundingClientRect();
+    var x = (event.clientX - boundingRect.left) * this.ratio;
+    var y = (event.clientY - boundingRect.top) * this.ratio;
+
+    this.send_message(name, {
+        x: x,
+        y: y,
+        button: event.button,
+        step: event.step,
+        buttons: event.buttons,
+        modifiers: getModifiers(event),
+        guiEvent: simpleKeys(event),
+    });
+
+    return false;
+};
+
+mpl.figure.prototype._key_event_extra = function (_event, _name) {
+    // Handle any extra behaviour associated with a key event
+};
+
+mpl.figure.prototype.key_event = function (event, name) {
+    // Prevent repeat events
+    if (name === 'key_press') {
+        if (event.key === this._key) {
+            return;
+        } else {
+            this._key = event.key;
+        }
+    }
+    if (name === 'key_release') {
+        this._key = null;
+    }
+
+    var value = '';
+    if (event.ctrlKey && event.key !== 'Control') {
+        value += 'ctrl+';
+    }
+    else if (event.altKey && event.key !== 'Alt') {
+        value += 'alt+';
+    }
+    else if (event.shiftKey && event.key !== 'Shift') {
+        value += 'shift+';
+    }
+
+    value += 'k' + event.key;
+
+    this._key_event_extra(event, name);
+
+    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
+    return false;
+};
+
+mpl.figure.prototype.toolbar_button_onclick = function (name) {
+    if (name === 'download') {
+        this.handle_save(this, null);
+    } else {
+        this.send_message('toolbar_button', { name: name });
+    }
+};
+
+mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
+    this.message.textContent = tooltip;
+};
+
+///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
+// prettier-ignore
+var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
+mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o", "download"]];
+
+mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif", "webp"];
+
+mpl.default_extension = "png";/* global mpl */
+
+var comm_websocket_adapter = function (comm) {
+    // Create a "websocket"-like object which calls the given IPython comm
+    // object with the appropriate methods. Currently this is a non binary
+    // socket, so there is still some room for performance tuning.
+    var ws = {};
+
+    ws.binaryType = comm.kernel.ws.binaryType;
+    ws.readyState = comm.kernel.ws.readyState;
+    function updateReadyState(_event) {
+        if (comm.kernel.ws) {
+            ws.readyState = comm.kernel.ws.readyState;
+        } else {
+            ws.readyState = 3; // Closed state.
+        }
+    }
+    comm.kernel.ws.addEventListener('open', updateReadyState);
+    comm.kernel.ws.addEventListener('close', updateReadyState);
+    comm.kernel.ws.addEventListener('error', updateReadyState);
+
+    ws.close = function () {
+        comm.close();
+    };
+    ws.send = function (m) {
+        //console.log('sending', m);
+        comm.send(m);
+    };
+    // Register the callback with on_msg.
+    comm.on_msg(function (msg) {
+        //console.log('receiving', msg['content']['data'], msg);
+        var data = msg['content']['data'];
+        if (data['blob'] !== undefined) {
+            data = {
+                data: new Blob(msg['buffers'], { type: data['blob'] }),
+            };
+        }
+        // Pass the mpl event to the overridden (by mpl) onmessage function.
+        ws.onmessage(data);
+    });
+    return ws;
+};
+
+mpl.mpl_figure_comm = function (comm, msg) {
+    // This is the function which gets called when the mpl process
+    // starts-up an IPython Comm through the "matplotlib" channel.
+
+    var id = msg.content.data.id;
+    // Get hold of the div created by the display call when the Comm
+    // socket was opened in Python.
+    var element = document.getElementById(id);
+    var ws_proxy = comm_websocket_adapter(comm);
+
+    function ondownload(figure, _format) {
+        window.open(figure.canvas.toDataURL());
+    }
+
+    var fig = new mpl.figure(id, ws_proxy, ondownload, element);
+
+    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
+    // web socket which is closed, not our websocket->open comm proxy.
+    ws_proxy.onopen();
+
+    fig.parent_element = element;
+    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
+    if (!fig.cell_info) {
+        console.error('Failed to find cell for figure', id, fig);
+        return;
+    }
+    fig.cell_info[0].output_area.element.on(
+        'cleared',
+        { fig: fig },
+        fig._remove_fig_handler
+    );
+};
+
+mpl.figure.prototype.handle_close = function (fig, msg) {
+    var width = fig.canvas.width / fig.ratio;
+    fig.cell_info[0].output_area.element.off(
+        'cleared',
+        fig._remove_fig_handler
+    );
+    fig.resizeObserverInstance.unobserve(fig.canvas_div);
+
+    // Update the output cell to use the data from the current canvas.
+    fig.push_to_output();
+    var dataURL = fig.canvas.toDataURL();
+    // Re-enable the keyboard manager in IPython - without this line, in FF,
+    // the notebook keyboard shortcuts fail.
+    IPython.keyboard_manager.enable();
+    fig.parent_element.innerHTML =
+        '<img src="' + dataURL + '" width="' + width + '">';
+    fig.close_ws(fig, msg);
+};
+
+mpl.figure.prototype.close_ws = function (fig, msg) {
+    fig.send_message('closing', msg);
+    // fig.ws.close()
+};
+
+mpl.figure.prototype.push_to_output = function (_remove_interactive) {
+    // Turn the data on the canvas into data in the output cell.
+    var width = this.canvas.width / this.ratio;
+    var dataURL = this.canvas.toDataURL();
+    this.cell_info[1]['text/html'] =
+        '<img src="' + dataURL + '" width="' + width + '">';
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Tell IPython that the notebook contents must change.
+    IPython.notebook.set_dirty(true);
+    this.send_message('ack', {});
+    var fig = this;
+    // Wait a second, then push the new image to the DOM so
+    // that it is saved nicely (might be nice to debounce this).
+    setTimeout(function () {
+        fig.push_to_output();
+    }, 1000);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'btn-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'btn-group';
+    var button;
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'btn-group';
+            continue;
+        }
+
+        button = fig.buttons[name] = document.createElement('button');
+        button.classList = 'btn btn-default';
+        button.href = '#';
+        button.title = name;
+        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    // Add the status bar.
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message pull-right';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+
+    // Add the close button to the window.
+    var buttongrp = document.createElement('div');
+    buttongrp.classList = 'btn-group inline pull-right';
+    button = document.createElement('button');
+    button.classList = 'btn btn-mini btn-primary';
+    button.href = '#';
+    button.title = 'Stop Interaction';
+    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
+    button.addEventListener('click', function (_evt) {
+        fig.handle_close(fig, {});
+    });
+    button.addEventListener(
+        'mouseover',
+        on_mouseover_closure('Stop Interaction')
+    );
+    buttongrp.appendChild(button);
+    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
+    titlebar.insertBefore(buttongrp, titlebar.firstChild);
+};
+
+mpl.figure.prototype._remove_fig_handler = function (event) {
+    var fig = event.data.fig;
+    if (event.target !== this) {
+        // Ignore bubbled events from children.
+        return;
+    }
+    fig.close_ws(fig, {});
+};
+
+mpl.figure.prototype._root_extra_style = function (el) {
+    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
+};
+
+mpl.figure.prototype._canvas_extra_style = function (el) {
+    // this is important to make the div 'focusable
+    el.setAttribute('tabindex', 0);
+    // reach out to IPython and tell the keyboard manager to turn it's self
+    // off when our div gets focus
+
+    // location in version 3
+    if (IPython.notebook.keyboard_manager) {
+        IPython.notebook.keyboard_manager.register_events(el);
+    } else {
+        // location in version 2
+        IPython.keyboard_manager.register_events(el);
+    }
+};
+
+mpl.figure.prototype._key_event_extra = function (event, _name) {
+    // Check for shift+enter
+    if (event.shiftKey && event.which === 13) {
+        this.canvas_div.blur();
+        // select the cell after this one
+        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
+        IPython.notebook.select(index + 1);
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    fig.ondownload(fig, null);
+};
+
+mpl.find_output_cell = function (html_output) {
+    // Return the cell and output element which can be found *uniquely* in the notebook.
+    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
+    // IPython event is triggered only after the cells have been serialised, which for
+    // our purposes (turning an active figure into a static one), is too late.
+    var cells = IPython.notebook.get_cells();
+    var ncells = cells.length;
+    for (var i = 0; i < ncells; i++) {
+        var cell = cells[i];
+        if (cell.cell_type === 'code') {
+            for (var j = 0; j < cell.output_area.outputs.length; j++) {
+                var data = cell.output_area.outputs[j];
+                if (data.data) {
+                    // IPython >= 3 moved mimebundle to data attribute of output
+                    data = data.data;
+                }
+                if (data['text/html'] === html_output) {
+                    return [cell, data, j];
+                }
+            }
+        }
+    }
+};
+
+// Register the function which deals with the matplotlib target/channel.
+// The kernel may be null if the page has been refreshed.
+if (IPython.notebook.kernel !== null) {
+    IPython.notebook.kernel.comm_manager.register_target(
+        'matplotlib',
+        mpl.mpl_figure_comm
+    );
+}
+
+</script></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<div id='1838d20e-5789-4b52-8e9b-ac2bf6c331fb'></div></div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[6]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># The sequence is long and heavy on the memory</span>
+<span class="n">seq</span><span class="o">.</span><span class="n">points</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[6]:
+</pre></div>
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+1350060
+</pre></div></div>
+</div>
+</section>
+<section id="Compressed">
+<h3>Compressed<a class="headerlink" href="#Compressed" title="Link to this heading">¶</a></h3>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[7]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Let&#39;s make a sequence instead of an element</span>
+
+<span class="n">SR</span> <span class="o">=</span> <span class="mf">1e9</span>
+<span class="n">t1</span> <span class="o">=</span> <span class="mf">200e-6</span>  <span class="c1"># wait</span>
+<span class="n">t2</span> <span class="o">=</span> <span class="mf">20e-9</span>  <span class="c1"># perturb the system</span>
+<span class="n">t3</span> <span class="o">=</span> <span class="mf">250e-6</span>  <span class="c1"># read out</span>
+
+<span class="n">compression</span> <span class="o">=</span> <span class="mi">100</span>  <span class="c1"># this number has to be chosen with some care</span>
+
+<span class="n">bp1</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp1</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="n">t1</span> <span class="o">/</span> <span class="n">compression</span><span class="p">)</span>
+<span class="n">bp1</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">SR</span><span class="p">)</span>
+<span class="n">elem1</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="p">()</span>
+<span class="n">elem1</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">bp1</span><span class="p">)</span>
+<span class="c1">#</span>
+<span class="n">bp2</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp2</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="n">t2</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;perturbation&quot;</span><span class="p">)</span>
+<span class="n">bp2</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">SR</span><span class="p">)</span>
+<span class="n">elem2</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="p">()</span>
+<span class="n">elem2</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">bp2</span><span class="p">)</span>
+<span class="c1">#</span>
+<span class="n">bp3</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">BluePrint</span><span class="p">()</span>
+<span class="n">bp3</span><span class="o">.</span><span class="n">insertSegment</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">ramp</span><span class="p">,</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">),</span> <span class="n">dur</span><span class="o">=</span><span class="n">t3</span> <span class="o">/</span> <span class="n">compression</span><span class="p">)</span>
+<span class="n">bp3</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">SR</span><span class="p">)</span>
+<span class="n">elem3</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Element</span><span class="p">()</span>
+<span class="n">elem3</span><span class="o">.</span><span class="n">addBluePrint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">bp3</span><span class="p">)</span>
+
+<span class="n">seq</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Sequence</span><span class="p">()</span>
+<span class="n">seq</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">elem1</span><span class="p">)</span>
+<span class="n">seq</span><span class="o">.</span><span class="n">setSequencingNumberOfRepetitions</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">compression</span><span class="p">)</span>
+<span class="n">seq</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">elem2</span><span class="p">)</span>
+<span class="n">seq</span><span class="o">.</span><span class="n">addElement</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">elem3</span><span class="p">)</span>
+<span class="n">seq</span><span class="o">.</span><span class="n">setSequencingNumberOfRepetitions</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">compression</span><span class="p">)</span>
+<span class="n">seq</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">SR</span><span class="p">)</span>
+
+<span class="c1"># Now make the variation</span>
+<span class="n">seq2</span> <span class="o">=</span> <span class="n">seq</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+<span class="n">seq2</span><span class="o">.</span><span class="n">element</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">changeArg</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;perturbation&quot;</span><span class="p">,</span> <span class="s2">&quot;start&quot;</span><span class="p">,</span> <span class="mf">0.75</span><span class="p">)</span>
+<span class="n">seq2</span><span class="o">.</span><span class="n">element</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">changeArg</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;perturbation&quot;</span><span class="p">,</span> <span class="s2">&quot;stop&quot;</span><span class="p">,</span> <span class="mf">0.75</span><span class="p">)</span>
+<span class="c1">#</span>
+<span class="n">seq3</span> <span class="o">=</span> <span class="n">seq</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+<span class="n">seq3</span><span class="o">.</span><span class="n">element</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">changeArg</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;perturbation&quot;</span><span class="p">,</span> <span class="s2">&quot;start&quot;</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)</span>
+<span class="n">seq3</span><span class="o">.</span><span class="n">element</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">changeArg</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;perturbation&quot;</span><span class="p">,</span> <span class="s2">&quot;stop&quot;</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)</span>
+<span class="c1">#</span>
+<span class="n">fullseq</span> <span class="o">=</span> <span class="n">seq</span> <span class="o">+</span> <span class="n">seq2</span> <span class="o">+</span> <span class="n">seq3</span>
+<span class="n">plotter</span><span class="p">(</span><span class="n">fullseq</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="output_javascript"></div>
+<script type="text/javascript">
+var element = document.currentScript.previousSibling.previousSibling;
+/* Put everything inside the global mpl namespace */
+/* global mpl */
+window.mpl = {};
+
+mpl.get_websocket_type = function () {
+    if (typeof WebSocket !== 'undefined') {
+        return WebSocket;
+    } else if (typeof MozWebSocket !== 'undefined') {
+        return MozWebSocket;
+    } else {
+        alert(
+            'Your browser does not have WebSocket support. ' +
+                'Please try Chrome, Safari or Firefox ≥ 6. ' +
+                'Firefox 4 and 5 are also supported but you ' +
+                'have to enable WebSockets in about:config.'
+        );
+    }
+};
+
+mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
+    this.id = figure_id;
+
+    this.ws = websocket;
+
+    this.supports_binary = this.ws.binaryType !== undefined;
+
+    if (!this.supports_binary) {
+        var warnings = document.getElementById('mpl-warnings');
+        if (warnings) {
+            warnings.style.display = 'block';
+            warnings.textContent =
+                'This browser does not support binary websocket messages. ' +
+                'Performance may be slow.';
+        }
+    }
+
+    this.imageObj = new Image();
+
+    this.context = undefined;
+    this.message = undefined;
+    this.canvas = undefined;
+    this.rubberband_canvas = undefined;
+    this.rubberband_context = undefined;
+    this.format_dropdown = undefined;
+
+    this.image_mode = 'full';
+
+    this.root = document.createElement('div');
+    this.root.setAttribute('style', 'display: inline-block');
+    this._root_extra_style(this.root);
+
+    parent_element.appendChild(this.root);
+
+    this._init_header(this);
+    this._init_canvas(this);
+    this._init_toolbar(this);
+
+    var fig = this;
+
+    this.waiting = false;
+
+    this.ws.onopen = function () {
+        fig.send_message('supports_binary', { value: fig.supports_binary });
+        fig.send_message('send_image_mode', {});
+        if (fig.ratio !== 1) {
+            fig.send_message('set_device_pixel_ratio', {
+                device_pixel_ratio: fig.ratio,
+            });
+        }
+        fig.send_message('refresh', {});
+    };
+
+    this.imageObj.onload = function () {
+        if (fig.image_mode === 'full') {
+            // Full images could contain transparency (where diff images
+            // almost always do), so we need to clear the canvas so that
+            // there is no ghosting.
+            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);
+        }
+        fig.context.drawImage(fig.imageObj, 0, 0);
+    };
+
+    this.imageObj.onunload = function () {
+        fig.ws.close();
+    };
+
+    this.ws.onmessage = this._make_on_message_function(this);
+
+    this.ondownload = ondownload;
+};
+
+mpl.figure.prototype._init_header = function () {
+    var titlebar = document.createElement('div');
+    titlebar.classList =
+        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';
+    var titletext = document.createElement('div');
+    titletext.classList = 'ui-dialog-title';
+    titletext.setAttribute(
+        'style',
+        'width: 100%; text-align: center; padding: 3px;'
+    );
+    titlebar.appendChild(titletext);
+    this.root.appendChild(titlebar);
+    this.header = titletext;
+};
+
+mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._root_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._init_canvas = function () {
+    var fig = this;
+
+    var canvas_div = (this.canvas_div = document.createElement('div'));
+    canvas_div.setAttribute('tabindex', '0');
+    canvas_div.setAttribute(
+        'style',
+        'border: 1px solid #ddd;' +
+            'box-sizing: content-box;' +
+            'clear: both;' +
+            'min-height: 1px;' +
+            'min-width: 1px;' +
+            'outline: 0;' +
+            'overflow: hidden;' +
+            'position: relative;' +
+            'resize: both;' +
+            'z-index: 2;'
+    );
+
+    function on_keyboard_event_closure(name) {
+        return function (event) {
+            return fig.key_event(event, name);
+        };
+    }
+
+    canvas_div.addEventListener(
+        'keydown',
+        on_keyboard_event_closure('key_press')
+    );
+    canvas_div.addEventListener(
+        'keyup',
+        on_keyboard_event_closure('key_release')
+    );
+
+    this._canvas_extra_style(canvas_div);
+    this.root.appendChild(canvas_div);
+
+    var canvas = (this.canvas = document.createElement('canvas'));
+    canvas.classList.add('mpl-canvas');
+    canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'pointer-events: none;' +
+            'position: relative;' +
+            'z-index: 0;'
+    );
+
+    this.context = canvas.getContext('2d');
+
+    var backingStore =
+        this.context.backingStorePixelRatio ||
+        this.context.webkitBackingStorePixelRatio ||
+        this.context.mozBackingStorePixelRatio ||
+        this.context.msBackingStorePixelRatio ||
+        this.context.oBackingStorePixelRatio ||
+        this.context.backingStorePixelRatio ||
+        1;
+
+    this.ratio = (window.devicePixelRatio || 1) / backingStore;
+
+    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
+        'canvas'
+    ));
+    rubberband_canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'left: 0;' +
+            'pointer-events: none;' +
+            'position: absolute;' +
+            'top: 0;' +
+            'z-index: 1;'
+    );
+
+    // Apply a ponyfill if ResizeObserver is not implemented by browser.
+    if (this.ResizeObserver === undefined) {
+        if (window.ResizeObserver !== undefined) {
+            this.ResizeObserver = window.ResizeObserver;
+        } else {
+            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
+            this.ResizeObserver = obs.ResizeObserver;
+        }
+    }
+
+    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
+        // There's no need to resize if the WebSocket is not connected:
+        // - If it is still connecting, then we will get an initial resize from
+        //   Python once it connects.
+        // - If it has disconnected, then resizing will clear the canvas and
+        //   never get anything back to refill it, so better to not resize and
+        //   keep something visible.
+        if (fig.ws.readyState != 1) {
+            return;
+        }
+        var nentries = entries.length;
+        for (var i = 0; i < nentries; i++) {
+            var entry = entries[i];
+            var width, height;
+            if (entry.contentBoxSize) {
+                if (entry.contentBoxSize instanceof Array) {
+                    // Chrome 84 implements new version of spec.
+                    width = entry.contentBoxSize[0].inlineSize;
+                    height = entry.contentBoxSize[0].blockSize;
+                } else {
+                    // Firefox implements old version of spec.
+                    width = entry.contentBoxSize.inlineSize;
+                    height = entry.contentBoxSize.blockSize;
+                }
+            } else {
+                // Chrome <84 implements even older version of spec.
+                width = entry.contentRect.width;
+                height = entry.contentRect.height;
+            }
+
+            // Keep the size of the canvas and rubber band canvas in sync with
+            // the canvas container.
+            if (entry.devicePixelContentBoxSize) {
+                // Chrome 84 implements new version of spec.
+                canvas.setAttribute(
+                    'width',
+                    entry.devicePixelContentBoxSize[0].inlineSize
+                );
+                canvas.setAttribute(
+                    'height',
+                    entry.devicePixelContentBoxSize[0].blockSize
+                );
+            } else {
+                canvas.setAttribute('width', width * fig.ratio);
+                canvas.setAttribute('height', height * fig.ratio);
+            }
+            /* This rescales the canvas back to display pixels, so that it
+             * appears correct on HiDPI screens. */
+            canvas.style.width = width + 'px';
+            canvas.style.height = height + 'px';
+
+            rubberband_canvas.setAttribute('width', width);
+            rubberband_canvas.setAttribute('height', height);
+
+            // And update the size in Python. We ignore the initial 0/0 size
+            // that occurs as the element is placed into the DOM, which should
+            // otherwise not happen due to the minimum size styling.
+            if (width != 0 && height != 0) {
+                fig.request_resize(width, height);
+            }
+        }
+    });
+    this.resizeObserverInstance.observe(canvas_div);
+
+    function on_mouse_event_closure(name) {
+        /* User Agent sniffing is bad, but WebKit is busted:
+         * https://bugs.webkit.org/show_bug.cgi?id=144526
+         * https://bugs.webkit.org/show_bug.cgi?id=181818
+         * The worst that happens here is that they get an extra browser
+         * selection when dragging, if this check fails to catch them.
+         */
+        var UA = navigator.userAgent;
+        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);
+        if(isWebKit) {
+            return function (event) {
+                /* This prevents the web browser from automatically changing to
+                 * the text insertion cursor when the button is pressed. We
+                 * want to control all of the cursor setting manually through
+                 * the 'cursor' event from matplotlib */
+                event.preventDefault()
+                return fig.mouse_event(event, name);
+            };
+        } else {
+            return function (event) {
+                return fig.mouse_event(event, name);
+            };
+        }
+    }
+
+    canvas_div.addEventListener(
+        'mousedown',
+        on_mouse_event_closure('button_press')
+    );
+    canvas_div.addEventListener(
+        'mouseup',
+        on_mouse_event_closure('button_release')
+    );
+    canvas_div.addEventListener(
+        'dblclick',
+        on_mouse_event_closure('dblclick')
+    );
+    // Throttle sequential mouse events to 1 every 20ms.
+    canvas_div.addEventListener(
+        'mousemove',
+        on_mouse_event_closure('motion_notify')
+    );
+
+    canvas_div.addEventListener(
+        'mouseenter',
+        on_mouse_event_closure('figure_enter')
+    );
+    canvas_div.addEventListener(
+        'mouseleave',
+        on_mouse_event_closure('figure_leave')
+    );
+
+    canvas_div.addEventListener('wheel', function (event) {
+        if (event.deltaY < 0) {
+            event.step = 1;
+        } else {
+            event.step = -1;
+        }
+        on_mouse_event_closure('scroll')(event);
+    });
+
+    canvas_div.appendChild(canvas);
+    canvas_div.appendChild(rubberband_canvas);
+
+    this.rubberband_context = rubberband_canvas.getContext('2d');
+    this.rubberband_context.strokeStyle = '#000000';
+
+    this._resize_canvas = function (width, height, forward) {
+        if (forward) {
+            canvas_div.style.width = width + 'px';
+            canvas_div.style.height = height + 'px';
+        }
+    };
+
+    // Disable right mouse context menu.
+    canvas_div.addEventListener('contextmenu', function (_e) {
+        event.preventDefault();
+        return false;
+    });
+
+    function set_focus() {
+        canvas.focus();
+        canvas_div.focus();
+    }
+
+    window.setTimeout(set_focus, 100);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'mpl-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'mpl-button-group';
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'mpl-button-group';
+            continue;
+        }
+
+        var button = (fig.buttons[name] = document.createElement('button'));
+        button.classList = 'mpl-widget';
+        button.setAttribute('role', 'button');
+        button.setAttribute('aria-disabled', 'false');
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+
+        var icon_img = document.createElement('img');
+        icon_img.src = '_images/' + image + '.png';
+        icon_img.srcset = '_images/' + image + '_large.png 2x';
+        icon_img.alt = tooltip;
+        button.appendChild(icon_img);
+
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    var fmt_picker = document.createElement('select');
+    fmt_picker.classList = 'mpl-widget';
+    toolbar.appendChild(fmt_picker);
+    this.format_dropdown = fmt_picker;
+
+    for (var ind in mpl.extensions) {
+        var fmt = mpl.extensions[ind];
+        var option = document.createElement('option');
+        option.selected = fmt === mpl.default_extension;
+        option.innerHTML = fmt;
+        fmt_picker.appendChild(option);
+    }
+
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+};
+
+mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
+    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
+    // which will in turn request a refresh of the image.
+    this.send_message('resize', { width: x_pixels, height: y_pixels });
+};
+
+mpl.figure.prototype.send_message = function (type, properties) {
+    properties['type'] = type;
+    properties['figure_id'] = this.id;
+    this.ws.send(JSON.stringify(properties));
+};
+
+mpl.figure.prototype.send_draw_message = function () {
+    if (!this.waiting) {
+        this.waiting = true;
+        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    var format_dropdown = fig.format_dropdown;
+    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
+    fig.ondownload(fig, format);
+};
+
+mpl.figure.prototype.handle_resize = function (fig, msg) {
+    var size = msg['size'];
+    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
+        fig._resize_canvas(size[0], size[1], msg['forward']);
+        fig.send_message('refresh', {});
+    }
+};
+
+mpl.figure.prototype.handle_rubberband = function (fig, msg) {
+    var x0 = msg['x0'] / fig.ratio;
+    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
+    var x1 = msg['x1'] / fig.ratio;
+    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
+    x0 = Math.floor(x0) + 0.5;
+    y0 = Math.floor(y0) + 0.5;
+    x1 = Math.floor(x1) + 0.5;
+    y1 = Math.floor(y1) + 0.5;
+    var min_x = Math.min(x0, x1);
+    var min_y = Math.min(y0, y1);
+    var width = Math.abs(x1 - x0);
+    var height = Math.abs(y1 - y0);
+
+    fig.rubberband_context.clearRect(
+        0,
+        0,
+        fig.canvas.width / fig.ratio,
+        fig.canvas.height / fig.ratio
+    );
+
+    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
+};
+
+mpl.figure.prototype.handle_figure_label = function (fig, msg) {
+    // Updates the figure title.
+    fig.header.textContent = msg['label'];
+};
+
+mpl.figure.prototype.handle_cursor = function (fig, msg) {
+    fig.canvas_div.style.cursor = msg['cursor'];
+};
+
+mpl.figure.prototype.handle_message = function (fig, msg) {
+    fig.message.textContent = msg['message'];
+};
+
+mpl.figure.prototype.handle_draw = function (fig, _msg) {
+    // Request the server to send over a new figure.
+    fig.send_draw_message();
+};
+
+mpl.figure.prototype.handle_image_mode = function (fig, msg) {
+    fig.image_mode = msg['mode'];
+};
+
+mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
+    for (var key in msg) {
+        if (!(key in fig.buttons)) {
+            continue;
+        }
+        fig.buttons[key].disabled = !msg[key];
+        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
+    }
+};
+
+mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
+    if (msg['mode'] === 'PAN') {
+        fig.buttons['Pan'].classList.add('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    } else if (msg['mode'] === 'ZOOM') {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.add('active');
+    } else {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    }
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Called whenever the canvas gets updated.
+    this.send_message('ack', {});
+};
+
+// A function to construct a web socket function for onmessage handling.
+// Called in the figure constructor.
+mpl.figure.prototype._make_on_message_function = function (fig) {
+    return function socket_on_message(evt) {
+        if (evt.data instanceof Blob) {
+            var img = evt.data;
+            if (img.type !== 'image/png') {
+                /* FIXME: We get "Resource interpreted as Image but
+                 * transferred with MIME type text/plain:" errors on
+                 * Chrome.  But how to set the MIME type?  It doesn't seem
+                 * to be part of the websocket stream */
+                img.type = 'image/png';
+            }
+
+            /* Free the memory for the previous frames */
+            if (fig.imageObj.src) {
+                (window.URL || window.webkitURL).revokeObjectURL(
+                    fig.imageObj.src
+                );
+            }
+
+            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
+                img
+            );
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        } else if (
+            typeof evt.data === 'string' &&
+            evt.data.slice(0, 21) === 'data:image/png;base64'
+        ) {
+            fig.imageObj.src = evt.data;
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        }
+
+        var msg = JSON.parse(evt.data);
+        var msg_type = msg['type'];
+
+        // Call the  "handle_{type}" callback, which takes
+        // the figure and JSON message as its only arguments.
+        try {
+            var callback = fig['handle_' + msg_type];
+        } catch (e) {
+            console.log(
+                "No handler for the '" + msg_type + "' message type: ",
+                msg
+            );
+            return;
+        }
+
+        if (callback) {
+            try {
+                // console.log("Handling '" + msg_type + "' message: ", msg);
+                callback(fig, msg);
+            } catch (e) {
+                console.log(
+                    "Exception inside the 'handler_" + msg_type + "' callback:",
+                    e,
+                    e.stack,
+                    msg
+                );
+            }
+        }
+    };
+};
+
+function getModifiers(event) {
+    var mods = [];
+    if (event.ctrlKey) {
+        mods.push('ctrl');
+    }
+    if (event.altKey) {
+        mods.push('alt');
+    }
+    if (event.shiftKey) {
+        mods.push('shift');
+    }
+    if (event.metaKey) {
+        mods.push('meta');
+    }
+    return mods;
+}
+
+/*
+ * return a copy of an object with only non-object keys
+ * we need this to avoid circular references
+ * https://stackoverflow.com/a/24161582/3208463
+ */
+function simpleKeys(original) {
+    return Object.keys(original).reduce(function (obj, key) {
+        if (typeof original[key] !== 'object') {
+            obj[key] = original[key];
+        }
+        return obj;
+    }, {});
+}
+
+mpl.figure.prototype.mouse_event = function (event, name) {
+    if (name === 'button_press') {
+        this.canvas.focus();
+        this.canvas_div.focus();
+    }
+
+    // from https://stackoverflow.com/q/1114465
+    var boundingRect = this.canvas.getBoundingClientRect();
+    var x = (event.clientX - boundingRect.left) * this.ratio;
+    var y = (event.clientY - boundingRect.top) * this.ratio;
+
+    this.send_message(name, {
+        x: x,
+        y: y,
+        button: event.button,
+        step: event.step,
+        buttons: event.buttons,
+        modifiers: getModifiers(event),
+        guiEvent: simpleKeys(event),
+    });
+
+    return false;
+};
+
+mpl.figure.prototype._key_event_extra = function (_event, _name) {
+    // Handle any extra behaviour associated with a key event
+};
+
+mpl.figure.prototype.key_event = function (event, name) {
+    // Prevent repeat events
+    if (name === 'key_press') {
+        if (event.key === this._key) {
+            return;
+        } else {
+            this._key = event.key;
+        }
+    }
+    if (name === 'key_release') {
+        this._key = null;
+    }
+
+    var value = '';
+    if (event.ctrlKey && event.key !== 'Control') {
+        value += 'ctrl+';
+    }
+    else if (event.altKey && event.key !== 'Alt') {
+        value += 'alt+';
+    }
+    else if (event.shiftKey && event.key !== 'Shift') {
+        value += 'shift+';
+    }
+
+    value += 'k' + event.key;
+
+    this._key_event_extra(event, name);
+
+    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
+    return false;
+};
+
+mpl.figure.prototype.toolbar_button_onclick = function (name) {
+    if (name === 'download') {
+        this.handle_save(this, null);
+    } else {
+        this.send_message('toolbar_button', { name: name });
+    }
+};
+
+mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
+    this.message.textContent = tooltip;
+};
+
+///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
+// prettier-ignore
+var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
+mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o", "download"]];
+
+mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif", "webp"];
+
+mpl.default_extension = "png";/* global mpl */
+
+var comm_websocket_adapter = function (comm) {
+    // Create a "websocket"-like object which calls the given IPython comm
+    // object with the appropriate methods. Currently this is a non binary
+    // socket, so there is still some room for performance tuning.
+    var ws = {};
+
+    ws.binaryType = comm.kernel.ws.binaryType;
+    ws.readyState = comm.kernel.ws.readyState;
+    function updateReadyState(_event) {
+        if (comm.kernel.ws) {
+            ws.readyState = comm.kernel.ws.readyState;
+        } else {
+            ws.readyState = 3; // Closed state.
+        }
+    }
+    comm.kernel.ws.addEventListener('open', updateReadyState);
+    comm.kernel.ws.addEventListener('close', updateReadyState);
+    comm.kernel.ws.addEventListener('error', updateReadyState);
+
+    ws.close = function () {
+        comm.close();
+    };
+    ws.send = function (m) {
+        //console.log('sending', m);
+        comm.send(m);
+    };
+    // Register the callback with on_msg.
+    comm.on_msg(function (msg) {
+        //console.log('receiving', msg['content']['data'], msg);
+        var data = msg['content']['data'];
+        if (data['blob'] !== undefined) {
+            data = {
+                data: new Blob(msg['buffers'], { type: data['blob'] }),
+            };
+        }
+        // Pass the mpl event to the overridden (by mpl) onmessage function.
+        ws.onmessage(data);
+    });
+    return ws;
+};
+
+mpl.mpl_figure_comm = function (comm, msg) {
+    // This is the function which gets called when the mpl process
+    // starts-up an IPython Comm through the "matplotlib" channel.
+
+    var id = msg.content.data.id;
+    // Get hold of the div created by the display call when the Comm
+    // socket was opened in Python.
+    var element = document.getElementById(id);
+    var ws_proxy = comm_websocket_adapter(comm);
+
+    function ondownload(figure, _format) {
+        window.open(figure.canvas.toDataURL());
+    }
+
+    var fig = new mpl.figure(id, ws_proxy, ondownload, element);
+
+    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
+    // web socket which is closed, not our websocket->open comm proxy.
+    ws_proxy.onopen();
+
+    fig.parent_element = element;
+    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
+    if (!fig.cell_info) {
+        console.error('Failed to find cell for figure', id, fig);
+        return;
+    }
+    fig.cell_info[0].output_area.element.on(
+        'cleared',
+        { fig: fig },
+        fig._remove_fig_handler
+    );
+};
+
+mpl.figure.prototype.handle_close = function (fig, msg) {
+    var width = fig.canvas.width / fig.ratio;
+    fig.cell_info[0].output_area.element.off(
+        'cleared',
+        fig._remove_fig_handler
+    );
+    fig.resizeObserverInstance.unobserve(fig.canvas_div);
+
+    // Update the output cell to use the data from the current canvas.
+    fig.push_to_output();
+    var dataURL = fig.canvas.toDataURL();
+    // Re-enable the keyboard manager in IPython - without this line, in FF,
+    // the notebook keyboard shortcuts fail.
+    IPython.keyboard_manager.enable();
+    fig.parent_element.innerHTML =
+        '<img src="' + dataURL + '" width="' + width + '">';
+    fig.close_ws(fig, msg);
+};
+
+mpl.figure.prototype.close_ws = function (fig, msg) {
+    fig.send_message('closing', msg);
+    // fig.ws.close()
+};
+
+mpl.figure.prototype.push_to_output = function (_remove_interactive) {
+    // Turn the data on the canvas into data in the output cell.
+    var width = this.canvas.width / this.ratio;
+    var dataURL = this.canvas.toDataURL();
+    this.cell_info[1]['text/html'] =
+        '<img src="' + dataURL + '" width="' + width + '">';
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Tell IPython that the notebook contents must change.
+    IPython.notebook.set_dirty(true);
+    this.send_message('ack', {});
+    var fig = this;
+    // Wait a second, then push the new image to the DOM so
+    // that it is saved nicely (might be nice to debounce this).
+    setTimeout(function () {
+        fig.push_to_output();
+    }, 1000);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'btn-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'btn-group';
+    var button;
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'btn-group';
+            continue;
+        }
+
+        button = fig.buttons[name] = document.createElement('button');
+        button.classList = 'btn btn-default';
+        button.href = '#';
+        button.title = name;
+        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    // Add the status bar.
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message pull-right';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+
+    // Add the close button to the window.
+    var buttongrp = document.createElement('div');
+    buttongrp.classList = 'btn-group inline pull-right';
+    button = document.createElement('button');
+    button.classList = 'btn btn-mini btn-primary';
+    button.href = '#';
+    button.title = 'Stop Interaction';
+    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
+    button.addEventListener('click', function (_evt) {
+        fig.handle_close(fig, {});
+    });
+    button.addEventListener(
+        'mouseover',
+        on_mouseover_closure('Stop Interaction')
+    );
+    buttongrp.appendChild(button);
+    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
+    titlebar.insertBefore(buttongrp, titlebar.firstChild);
+};
+
+mpl.figure.prototype._remove_fig_handler = function (event) {
+    var fig = event.data.fig;
+    if (event.target !== this) {
+        // Ignore bubbled events from children.
+        return;
+    }
+    fig.close_ws(fig, {});
+};
+
+mpl.figure.prototype._root_extra_style = function (el) {
+    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
+};
+
+mpl.figure.prototype._canvas_extra_style = function (el) {
+    // this is important to make the div 'focusable
+    el.setAttribute('tabindex', 0);
+    // reach out to IPython and tell the keyboard manager to turn it's self
+    // off when our div gets focus
+
+    // location in version 3
+    if (IPython.notebook.keyboard_manager) {
+        IPython.notebook.keyboard_manager.register_events(el);
+    } else {
+        // location in version 2
+        IPython.keyboard_manager.register_events(el);
+    }
+};
+
+mpl.figure.prototype._key_event_extra = function (event, _name) {
+    // Check for shift+enter
+    if (event.shiftKey && event.which === 13) {
+        this.canvas_div.blur();
+        // select the cell after this one
+        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
+        IPython.notebook.select(index + 1);
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    fig.ondownload(fig, null);
+};
+
+mpl.find_output_cell = function (html_output) {
+    // Return the cell and output element which can be found *uniquely* in the notebook.
+    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
+    // IPython event is triggered only after the cells have been serialised, which for
+    // our purposes (turning an active figure into a static one), is too late.
+    var cells = IPython.notebook.get_cells();
+    var ncells = cells.length;
+    for (var i = 0; i < ncells; i++) {
+        var cell = cells[i];
+        if (cell.cell_type === 'code') {
+            for (var j = 0; j < cell.output_area.outputs.length; j++) {
+                var data = cell.output_area.outputs[j];
+                if (data.data) {
+                    // IPython >= 3 moved mimebundle to data attribute of output
+                    data = data.data;
+                }
+                if (data['text/html'] === html_output) {
+                    return [cell, data, j];
+                }
+            }
+        }
+    }
+};
+
+// Register the function which deals with the matplotlib target/channel.
+// The kernel may be null if the page has been refreshed.
+if (IPython.notebook.kernel !== null) {
+    IPython.notebook.kernel.comm_manager.register_target(
+        'matplotlib',
+        mpl.mpl_figure_comm
+    );
+}
+
+</script></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<div id='1882609b-e5db-4056-9be4-dd6f08b308c5'></div></div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[8]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># The above sequence achieves the same as the uncompresed, but has fewer points</span>
+<span class="n">fullseq</span><span class="o">.</span><span class="n">points</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[8]:
+</pre></div>
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+13560
+</pre></div></div>
+</div>
+</section>
+<section id="Now-using-subsequences">
+<h3>Now using subsequences<a class="headerlink" href="#Now-using-subsequences" title="Link to this heading">¶</a></h3>
+<p>Subsequences come into play when we want to, say, repeat each wait-perturb-wait element 25 times. In the uncompressed case, that can only be achieved by adding each element 24 times more, thus resulting in a very large output file. Using subsequences, we can get away with a much smaller file size.</p>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[9]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">mainseq</span> <span class="o">=</span> <span class="n">bb</span><span class="o">.</span><span class="n">Sequence</span><span class="p">()</span>
+<span class="n">mainseq</span><span class="o">.</span><span class="n">setSR</span><span class="p">(</span><span class="n">SR</span><span class="p">)</span>
+
+<span class="n">mainseq</span><span class="o">.</span><span class="n">addSubSequence</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">seq</span><span class="p">)</span>
+<span class="n">mainseq</span><span class="o">.</span><span class="n">addSubSequence</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">seq2</span><span class="p">)</span>
+<span class="n">mainseq</span><span class="o">.</span><span class="n">addSubSequence</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">seq3</span><span class="p">)</span>
+
+<span class="n">mainseq</span><span class="o">.</span><span class="n">setSequencingNumberOfRepetitions</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">25</span><span class="p">)</span>
+<span class="n">mainseq</span><span class="o">.</span><span class="n">setSequencingNumberOfRepetitions</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">25</span><span class="p">)</span>
+<span class="n">mainseq</span><span class="o">.</span><span class="n">setSequencingNumberOfRepetitions</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">25</span><span class="p">)</span>
+
+<span class="n">plotter</span><span class="p">(</span><span class="n">mainseq</span><span class="p">)</span>
+
+<span class="c1"># The plotting does not show the details of the subsequence,</span>
+<span class="c1"># but it DOES show the min and max voltages of a subsequence</span>
+<span class="c1"># as grey lines</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area docutils container">
+<div class="output_javascript"></div>
+<script type="text/javascript">
+var element = document.currentScript.previousSibling.previousSibling;
+/* Put everything inside the global mpl namespace */
+/* global mpl */
+window.mpl = {};
+
+mpl.get_websocket_type = function () {
+    if (typeof WebSocket !== 'undefined') {
+        return WebSocket;
+    } else if (typeof MozWebSocket !== 'undefined') {
+        return MozWebSocket;
+    } else {
+        alert(
+            'Your browser does not have WebSocket support. ' +
+                'Please try Chrome, Safari or Firefox ≥ 6. ' +
+                'Firefox 4 and 5 are also supported but you ' +
+                'have to enable WebSockets in about:config.'
+        );
+    }
+};
+
+mpl.figure = function (figure_id, websocket, ondownload, parent_element) {
+    this.id = figure_id;
+
+    this.ws = websocket;
+
+    this.supports_binary = this.ws.binaryType !== undefined;
+
+    if (!this.supports_binary) {
+        var warnings = document.getElementById('mpl-warnings');
+        if (warnings) {
+            warnings.style.display = 'block';
+            warnings.textContent =
+                'This browser does not support binary websocket messages. ' +
+                'Performance may be slow.';
+        }
+    }
+
+    this.imageObj = new Image();
+
+    this.context = undefined;
+    this.message = undefined;
+    this.canvas = undefined;
+    this.rubberband_canvas = undefined;
+    this.rubberband_context = undefined;
+    this.format_dropdown = undefined;
+
+    this.image_mode = 'full';
+
+    this.root = document.createElement('div');
+    this.root.setAttribute('style', 'display: inline-block');
+    this._root_extra_style(this.root);
+
+    parent_element.appendChild(this.root);
+
+    this._init_header(this);
+    this._init_canvas(this);
+    this._init_toolbar(this);
+
+    var fig = this;
+
+    this.waiting = false;
+
+    this.ws.onopen = function () {
+        fig.send_message('supports_binary', { value: fig.supports_binary });
+        fig.send_message('send_image_mode', {});
+        if (fig.ratio !== 1) {
+            fig.send_message('set_device_pixel_ratio', {
+                device_pixel_ratio: fig.ratio,
+            });
+        }
+        fig.send_message('refresh', {});
+    };
+
+    this.imageObj.onload = function () {
+        if (fig.image_mode === 'full') {
+            // Full images could contain transparency (where diff images
+            // almost always do), so we need to clear the canvas so that
+            // there is no ghosting.
+            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);
+        }
+        fig.context.drawImage(fig.imageObj, 0, 0);
+    };
+
+    this.imageObj.onunload = function () {
+        fig.ws.close();
+    };
+
+    this.ws.onmessage = this._make_on_message_function(this);
+
+    this.ondownload = ondownload;
+};
+
+mpl.figure.prototype._init_header = function () {
+    var titlebar = document.createElement('div');
+    titlebar.classList =
+        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';
+    var titletext = document.createElement('div');
+    titletext.classList = 'ui-dialog-title';
+    titletext.setAttribute(
+        'style',
+        'width: 100%; text-align: center; padding: 3px;'
+    );
+    titlebar.appendChild(titletext);
+    this.root.appendChild(titlebar);
+    this.header = titletext;
+};
+
+mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._root_extra_style = function (_canvas_div) {};
+
+mpl.figure.prototype._init_canvas = function () {
+    var fig = this;
+
+    var canvas_div = (this.canvas_div = document.createElement('div'));
+    canvas_div.setAttribute('tabindex', '0');
+    canvas_div.setAttribute(
+        'style',
+        'border: 1px solid #ddd;' +
+            'box-sizing: content-box;' +
+            'clear: both;' +
+            'min-height: 1px;' +
+            'min-width: 1px;' +
+            'outline: 0;' +
+            'overflow: hidden;' +
+            'position: relative;' +
+            'resize: both;' +
+            'z-index: 2;'
+    );
+
+    function on_keyboard_event_closure(name) {
+        return function (event) {
+            return fig.key_event(event, name);
+        };
+    }
+
+    canvas_div.addEventListener(
+        'keydown',
+        on_keyboard_event_closure('key_press')
+    );
+    canvas_div.addEventListener(
+        'keyup',
+        on_keyboard_event_closure('key_release')
+    );
+
+    this._canvas_extra_style(canvas_div);
+    this.root.appendChild(canvas_div);
+
+    var canvas = (this.canvas = document.createElement('canvas'));
+    canvas.classList.add('mpl-canvas');
+    canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'pointer-events: none;' +
+            'position: relative;' +
+            'z-index: 0;'
+    );
+
+    this.context = canvas.getContext('2d');
+
+    var backingStore =
+        this.context.backingStorePixelRatio ||
+        this.context.webkitBackingStorePixelRatio ||
+        this.context.mozBackingStorePixelRatio ||
+        this.context.msBackingStorePixelRatio ||
+        this.context.oBackingStorePixelRatio ||
+        this.context.backingStorePixelRatio ||
+        1;
+
+    this.ratio = (window.devicePixelRatio || 1) / backingStore;
+
+    var rubberband_canvas = (this.rubberband_canvas = document.createElement(
+        'canvas'
+    ));
+    rubberband_canvas.setAttribute(
+        'style',
+        'box-sizing: content-box;' +
+            'left: 0;' +
+            'pointer-events: none;' +
+            'position: absolute;' +
+            'top: 0;' +
+            'z-index: 1;'
+    );
+
+    // Apply a ponyfill if ResizeObserver is not implemented by browser.
+    if (this.ResizeObserver === undefined) {
+        if (window.ResizeObserver !== undefined) {
+            this.ResizeObserver = window.ResizeObserver;
+        } else {
+            var obs = _JSXTOOLS_RESIZE_OBSERVER({});
+            this.ResizeObserver = obs.ResizeObserver;
+        }
+    }
+
+    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {
+        // There's no need to resize if the WebSocket is not connected:
+        // - If it is still connecting, then we will get an initial resize from
+        //   Python once it connects.
+        // - If it has disconnected, then resizing will clear the canvas and
+        //   never get anything back to refill it, so better to not resize and
+        //   keep something visible.
+        if (fig.ws.readyState != 1) {
+            return;
+        }
+        var nentries = entries.length;
+        for (var i = 0; i < nentries; i++) {
+            var entry = entries[i];
+            var width, height;
+            if (entry.contentBoxSize) {
+                if (entry.contentBoxSize instanceof Array) {
+                    // Chrome 84 implements new version of spec.
+                    width = entry.contentBoxSize[0].inlineSize;
+                    height = entry.contentBoxSize[0].blockSize;
+                } else {
+                    // Firefox implements old version of spec.
+                    width = entry.contentBoxSize.inlineSize;
+                    height = entry.contentBoxSize.blockSize;
+                }
+            } else {
+                // Chrome <84 implements even older version of spec.
+                width = entry.contentRect.width;
+                height = entry.contentRect.height;
+            }
+
+            // Keep the size of the canvas and rubber band canvas in sync with
+            // the canvas container.
+            if (entry.devicePixelContentBoxSize) {
+                // Chrome 84 implements new version of spec.
+                canvas.setAttribute(
+                    'width',
+                    entry.devicePixelContentBoxSize[0].inlineSize
+                );
+                canvas.setAttribute(
+                    'height',
+                    entry.devicePixelContentBoxSize[0].blockSize
+                );
+            } else {
+                canvas.setAttribute('width', width * fig.ratio);
+                canvas.setAttribute('height', height * fig.ratio);
+            }
+            /* This rescales the canvas back to display pixels, so that it
+             * appears correct on HiDPI screens. */
+            canvas.style.width = width + 'px';
+            canvas.style.height = height + 'px';
+
+            rubberband_canvas.setAttribute('width', width);
+            rubberband_canvas.setAttribute('height', height);
+
+            // And update the size in Python. We ignore the initial 0/0 size
+            // that occurs as the element is placed into the DOM, which should
+            // otherwise not happen due to the minimum size styling.
+            if (width != 0 && height != 0) {
+                fig.request_resize(width, height);
+            }
+        }
+    });
+    this.resizeObserverInstance.observe(canvas_div);
+
+    function on_mouse_event_closure(name) {
+        /* User Agent sniffing is bad, but WebKit is busted:
+         * https://bugs.webkit.org/show_bug.cgi?id=144526
+         * https://bugs.webkit.org/show_bug.cgi?id=181818
+         * The worst that happens here is that they get an extra browser
+         * selection when dragging, if this check fails to catch them.
+         */
+        var UA = navigator.userAgent;
+        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);
+        if(isWebKit) {
+            return function (event) {
+                /* This prevents the web browser from automatically changing to
+                 * the text insertion cursor when the button is pressed. We
+                 * want to control all of the cursor setting manually through
+                 * the 'cursor' event from matplotlib */
+                event.preventDefault()
+                return fig.mouse_event(event, name);
+            };
+        } else {
+            return function (event) {
+                return fig.mouse_event(event, name);
+            };
+        }
+    }
+
+    canvas_div.addEventListener(
+        'mousedown',
+        on_mouse_event_closure('button_press')
+    );
+    canvas_div.addEventListener(
+        'mouseup',
+        on_mouse_event_closure('button_release')
+    );
+    canvas_div.addEventListener(
+        'dblclick',
+        on_mouse_event_closure('dblclick')
+    );
+    // Throttle sequential mouse events to 1 every 20ms.
+    canvas_div.addEventListener(
+        'mousemove',
+        on_mouse_event_closure('motion_notify')
+    );
+
+    canvas_div.addEventListener(
+        'mouseenter',
+        on_mouse_event_closure('figure_enter')
+    );
+    canvas_div.addEventListener(
+        'mouseleave',
+        on_mouse_event_closure('figure_leave')
+    );
+
+    canvas_div.addEventListener('wheel', function (event) {
+        if (event.deltaY < 0) {
+            event.step = 1;
+        } else {
+            event.step = -1;
+        }
+        on_mouse_event_closure('scroll')(event);
+    });
+
+    canvas_div.appendChild(canvas);
+    canvas_div.appendChild(rubberband_canvas);
+
+    this.rubberband_context = rubberband_canvas.getContext('2d');
+    this.rubberband_context.strokeStyle = '#000000';
+
+    this._resize_canvas = function (width, height, forward) {
+        if (forward) {
+            canvas_div.style.width = width + 'px';
+            canvas_div.style.height = height + 'px';
+        }
+    };
+
+    // Disable right mouse context menu.
+    canvas_div.addEventListener('contextmenu', function (_e) {
+        event.preventDefault();
+        return false;
+    });
+
+    function set_focus() {
+        canvas.focus();
+        canvas_div.focus();
+    }
+
+    window.setTimeout(set_focus, 100);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'mpl-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'mpl-button-group';
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'mpl-button-group';
+            continue;
+        }
+
+        var button = (fig.buttons[name] = document.createElement('button'));
+        button.classList = 'mpl-widget';
+        button.setAttribute('role', 'button');
+        button.setAttribute('aria-disabled', 'false');
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+
+        var icon_img = document.createElement('img');
+        icon_img.src = '_images/' + image + '.png';
+        icon_img.srcset = '_images/' + image + '_large.png 2x';
+        icon_img.alt = tooltip;
+        button.appendChild(icon_img);
+
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    var fmt_picker = document.createElement('select');
+    fmt_picker.classList = 'mpl-widget';
+    toolbar.appendChild(fmt_picker);
+    this.format_dropdown = fmt_picker;
+
+    for (var ind in mpl.extensions) {
+        var fmt = mpl.extensions[ind];
+        var option = document.createElement('option');
+        option.selected = fmt === mpl.default_extension;
+        option.innerHTML = fmt;
+        fmt_picker.appendChild(option);
+    }
+
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+};
+
+mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {
+    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,
+    // which will in turn request a refresh of the image.
+    this.send_message('resize', { width: x_pixels, height: y_pixels });
+};
+
+mpl.figure.prototype.send_message = function (type, properties) {
+    properties['type'] = type;
+    properties['figure_id'] = this.id;
+    this.ws.send(JSON.stringify(properties));
+};
+
+mpl.figure.prototype.send_draw_message = function () {
+    if (!this.waiting) {
+        this.waiting = true;
+        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    var format_dropdown = fig.format_dropdown;
+    var format = format_dropdown.options[format_dropdown.selectedIndex].value;
+    fig.ondownload(fig, format);
+};
+
+mpl.figure.prototype.handle_resize = function (fig, msg) {
+    var size = msg['size'];
+    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {
+        fig._resize_canvas(size[0], size[1], msg['forward']);
+        fig.send_message('refresh', {});
+    }
+};
+
+mpl.figure.prototype.handle_rubberband = function (fig, msg) {
+    var x0 = msg['x0'] / fig.ratio;
+    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;
+    var x1 = msg['x1'] / fig.ratio;
+    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;
+    x0 = Math.floor(x0) + 0.5;
+    y0 = Math.floor(y0) + 0.5;
+    x1 = Math.floor(x1) + 0.5;
+    y1 = Math.floor(y1) + 0.5;
+    var min_x = Math.min(x0, x1);
+    var min_y = Math.min(y0, y1);
+    var width = Math.abs(x1 - x0);
+    var height = Math.abs(y1 - y0);
+
+    fig.rubberband_context.clearRect(
+        0,
+        0,
+        fig.canvas.width / fig.ratio,
+        fig.canvas.height / fig.ratio
+    );
+
+    fig.rubberband_context.strokeRect(min_x, min_y, width, height);
+};
+
+mpl.figure.prototype.handle_figure_label = function (fig, msg) {
+    // Updates the figure title.
+    fig.header.textContent = msg['label'];
+};
+
+mpl.figure.prototype.handle_cursor = function (fig, msg) {
+    fig.canvas_div.style.cursor = msg['cursor'];
+};
+
+mpl.figure.prototype.handle_message = function (fig, msg) {
+    fig.message.textContent = msg['message'];
+};
+
+mpl.figure.prototype.handle_draw = function (fig, _msg) {
+    // Request the server to send over a new figure.
+    fig.send_draw_message();
+};
+
+mpl.figure.prototype.handle_image_mode = function (fig, msg) {
+    fig.image_mode = msg['mode'];
+};
+
+mpl.figure.prototype.handle_history_buttons = function (fig, msg) {
+    for (var key in msg) {
+        if (!(key in fig.buttons)) {
+            continue;
+        }
+        fig.buttons[key].disabled = !msg[key];
+        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);
+    }
+};
+
+mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {
+    if (msg['mode'] === 'PAN') {
+        fig.buttons['Pan'].classList.add('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    } else if (msg['mode'] === 'ZOOM') {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.add('active');
+    } else {
+        fig.buttons['Pan'].classList.remove('active');
+        fig.buttons['Zoom'].classList.remove('active');
+    }
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Called whenever the canvas gets updated.
+    this.send_message('ack', {});
+};
+
+// A function to construct a web socket function for onmessage handling.
+// Called in the figure constructor.
+mpl.figure.prototype._make_on_message_function = function (fig) {
+    return function socket_on_message(evt) {
+        if (evt.data instanceof Blob) {
+            var img = evt.data;
+            if (img.type !== 'image/png') {
+                /* FIXME: We get "Resource interpreted as Image but
+                 * transferred with MIME type text/plain:" errors on
+                 * Chrome.  But how to set the MIME type?  It doesn't seem
+                 * to be part of the websocket stream */
+                img.type = 'image/png';
+            }
+
+            /* Free the memory for the previous frames */
+            if (fig.imageObj.src) {
+                (window.URL || window.webkitURL).revokeObjectURL(
+                    fig.imageObj.src
+                );
+            }
+
+            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(
+                img
+            );
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        } else if (
+            typeof evt.data === 'string' &&
+            evt.data.slice(0, 21) === 'data:image/png;base64'
+        ) {
+            fig.imageObj.src = evt.data;
+            fig.updated_canvas_event();
+            fig.waiting = false;
+            return;
+        }
+
+        var msg = JSON.parse(evt.data);
+        var msg_type = msg['type'];
+
+        // Call the  "handle_{type}" callback, which takes
+        // the figure and JSON message as its only arguments.
+        try {
+            var callback = fig['handle_' + msg_type];
+        } catch (e) {
+            console.log(
+                "No handler for the '" + msg_type + "' message type: ",
+                msg
+            );
+            return;
+        }
+
+        if (callback) {
+            try {
+                // console.log("Handling '" + msg_type + "' message: ", msg);
+                callback(fig, msg);
+            } catch (e) {
+                console.log(
+                    "Exception inside the 'handler_" + msg_type + "' callback:",
+                    e,
+                    e.stack,
+                    msg
+                );
+            }
+        }
+    };
+};
+
+function getModifiers(event) {
+    var mods = [];
+    if (event.ctrlKey) {
+        mods.push('ctrl');
+    }
+    if (event.altKey) {
+        mods.push('alt');
+    }
+    if (event.shiftKey) {
+        mods.push('shift');
+    }
+    if (event.metaKey) {
+        mods.push('meta');
+    }
+    return mods;
+}
+
+/*
+ * return a copy of an object with only non-object keys
+ * we need this to avoid circular references
+ * https://stackoverflow.com/a/24161582/3208463
+ */
+function simpleKeys(original) {
+    return Object.keys(original).reduce(function (obj, key) {
+        if (typeof original[key] !== 'object') {
+            obj[key] = original[key];
+        }
+        return obj;
+    }, {});
+}
+
+mpl.figure.prototype.mouse_event = function (event, name) {
+    if (name === 'button_press') {
+        this.canvas.focus();
+        this.canvas_div.focus();
+    }
+
+    // from https://stackoverflow.com/q/1114465
+    var boundingRect = this.canvas.getBoundingClientRect();
+    var x = (event.clientX - boundingRect.left) * this.ratio;
+    var y = (event.clientY - boundingRect.top) * this.ratio;
+
+    this.send_message(name, {
+        x: x,
+        y: y,
+        button: event.button,
+        step: event.step,
+        buttons: event.buttons,
+        modifiers: getModifiers(event),
+        guiEvent: simpleKeys(event),
+    });
+
+    return false;
+};
+
+mpl.figure.prototype._key_event_extra = function (_event, _name) {
+    // Handle any extra behaviour associated with a key event
+};
+
+mpl.figure.prototype.key_event = function (event, name) {
+    // Prevent repeat events
+    if (name === 'key_press') {
+        if (event.key === this._key) {
+            return;
+        } else {
+            this._key = event.key;
+        }
+    }
+    if (name === 'key_release') {
+        this._key = null;
+    }
+
+    var value = '';
+    if (event.ctrlKey && event.key !== 'Control') {
+        value += 'ctrl+';
+    }
+    else if (event.altKey && event.key !== 'Alt') {
+        value += 'alt+';
+    }
+    else if (event.shiftKey && event.key !== 'Shift') {
+        value += 'shift+';
+    }
+
+    value += 'k' + event.key;
+
+    this._key_event_extra(event, name);
+
+    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });
+    return false;
+};
+
+mpl.figure.prototype.toolbar_button_onclick = function (name) {
+    if (name === 'download') {
+        this.handle_save(this, null);
+    } else {
+        this.send_message('toolbar_button', { name: name });
+    }
+};
+
+mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {
+    this.message.textContent = tooltip;
+};
+
+///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////
+// prettier-ignore
+var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError("Constructor requires 'new' operator");i.set(this,e)}function h(){throw new TypeError("Function is not a constructor")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line
+mpl.toolbar_items = [["Home", "Reset original view", "fa fa-home", "home"], ["Back", "Back to previous view", "fa fa-arrow-left", "back"], ["Forward", "Forward to next view", "fa fa-arrow-right", "forward"], ["", "", "", ""], ["Pan", "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect", "fa fa-arrows", "pan"], ["Zoom", "Zoom to rectangle\nx/y fixes axis", "fa fa-square-o", "zoom"], ["", "", "", ""], ["Download", "Download plot", "fa fa-floppy-o", "download"]];
+
+mpl.extensions = ["eps", "jpeg", "pgf", "pdf", "png", "ps", "raw", "svg", "tif", "webp"];
+
+mpl.default_extension = "png";/* global mpl */
+
+var comm_websocket_adapter = function (comm) {
+    // Create a "websocket"-like object which calls the given IPython comm
+    // object with the appropriate methods. Currently this is a non binary
+    // socket, so there is still some room for performance tuning.
+    var ws = {};
+
+    ws.binaryType = comm.kernel.ws.binaryType;
+    ws.readyState = comm.kernel.ws.readyState;
+    function updateReadyState(_event) {
+        if (comm.kernel.ws) {
+            ws.readyState = comm.kernel.ws.readyState;
+        } else {
+            ws.readyState = 3; // Closed state.
+        }
+    }
+    comm.kernel.ws.addEventListener('open', updateReadyState);
+    comm.kernel.ws.addEventListener('close', updateReadyState);
+    comm.kernel.ws.addEventListener('error', updateReadyState);
+
+    ws.close = function () {
+        comm.close();
+    };
+    ws.send = function (m) {
+        //console.log('sending', m);
+        comm.send(m);
+    };
+    // Register the callback with on_msg.
+    comm.on_msg(function (msg) {
+        //console.log('receiving', msg['content']['data'], msg);
+        var data = msg['content']['data'];
+        if (data['blob'] !== undefined) {
+            data = {
+                data: new Blob(msg['buffers'], { type: data['blob'] }),
+            };
+        }
+        // Pass the mpl event to the overridden (by mpl) onmessage function.
+        ws.onmessage(data);
+    });
+    return ws;
+};
+
+mpl.mpl_figure_comm = function (comm, msg) {
+    // This is the function which gets called when the mpl process
+    // starts-up an IPython Comm through the "matplotlib" channel.
+
+    var id = msg.content.data.id;
+    // Get hold of the div created by the display call when the Comm
+    // socket was opened in Python.
+    var element = document.getElementById(id);
+    var ws_proxy = comm_websocket_adapter(comm);
+
+    function ondownload(figure, _format) {
+        window.open(figure.canvas.toDataURL());
+    }
+
+    var fig = new mpl.figure(id, ws_proxy, ondownload, element);
+
+    // Call onopen now - mpl needs it, as it is assuming we've passed it a real
+    // web socket which is closed, not our websocket->open comm proxy.
+    ws_proxy.onopen();
+
+    fig.parent_element = element;
+    fig.cell_info = mpl.find_output_cell("<div id='" + id + "'></div>");
+    if (!fig.cell_info) {
+        console.error('Failed to find cell for figure', id, fig);
+        return;
+    }
+    fig.cell_info[0].output_area.element.on(
+        'cleared',
+        { fig: fig },
+        fig._remove_fig_handler
+    );
+};
+
+mpl.figure.prototype.handle_close = function (fig, msg) {
+    var width = fig.canvas.width / fig.ratio;
+    fig.cell_info[0].output_area.element.off(
+        'cleared',
+        fig._remove_fig_handler
+    );
+    fig.resizeObserverInstance.unobserve(fig.canvas_div);
+
+    // Update the output cell to use the data from the current canvas.
+    fig.push_to_output();
+    var dataURL = fig.canvas.toDataURL();
+    // Re-enable the keyboard manager in IPython - without this line, in FF,
+    // the notebook keyboard shortcuts fail.
+    IPython.keyboard_manager.enable();
+    fig.parent_element.innerHTML =
+        '<img src="' + dataURL + '" width="' + width + '">';
+    fig.close_ws(fig, msg);
+};
+
+mpl.figure.prototype.close_ws = function (fig, msg) {
+    fig.send_message('closing', msg);
+    // fig.ws.close()
+};
+
+mpl.figure.prototype.push_to_output = function (_remove_interactive) {
+    // Turn the data on the canvas into data in the output cell.
+    var width = this.canvas.width / this.ratio;
+    var dataURL = this.canvas.toDataURL();
+    this.cell_info[1]['text/html'] =
+        '<img src="' + dataURL + '" width="' + width + '">';
+};
+
+mpl.figure.prototype.updated_canvas_event = function () {
+    // Tell IPython that the notebook contents must change.
+    IPython.notebook.set_dirty(true);
+    this.send_message('ack', {});
+    var fig = this;
+    // Wait a second, then push the new image to the DOM so
+    // that it is saved nicely (might be nice to debounce this).
+    setTimeout(function () {
+        fig.push_to_output();
+    }, 1000);
+};
+
+mpl.figure.prototype._init_toolbar = function () {
+    var fig = this;
+
+    var toolbar = document.createElement('div');
+    toolbar.classList = 'btn-toolbar';
+    this.root.appendChild(toolbar);
+
+    function on_click_closure(name) {
+        return function (_event) {
+            return fig.toolbar_button_onclick(name);
+        };
+    }
+
+    function on_mouseover_closure(tooltip) {
+        return function (event) {
+            if (!event.currentTarget.disabled) {
+                return fig.toolbar_button_onmouseover(tooltip);
+            }
+        };
+    }
+
+    fig.buttons = {};
+    var buttonGroup = document.createElement('div');
+    buttonGroup.classList = 'btn-group';
+    var button;
+    for (var toolbar_ind in mpl.toolbar_items) {
+        var name = mpl.toolbar_items[toolbar_ind][0];
+        var tooltip = mpl.toolbar_items[toolbar_ind][1];
+        var image = mpl.toolbar_items[toolbar_ind][2];
+        var method_name = mpl.toolbar_items[toolbar_ind][3];
+
+        if (!name) {
+            /* Instead of a spacer, we start a new button group. */
+            if (buttonGroup.hasChildNodes()) {
+                toolbar.appendChild(buttonGroup);
+            }
+            buttonGroup = document.createElement('div');
+            buttonGroup.classList = 'btn-group';
+            continue;
+        }
+
+        button = fig.buttons[name] = document.createElement('button');
+        button.classList = 'btn btn-default';
+        button.href = '#';
+        button.title = name;
+        button.innerHTML = '<i class="fa ' + image + ' fa-lg"></i>';
+        button.addEventListener('click', on_click_closure(method_name));
+        button.addEventListener('mouseover', on_mouseover_closure(tooltip));
+        buttonGroup.appendChild(button);
+    }
+
+    if (buttonGroup.hasChildNodes()) {
+        toolbar.appendChild(buttonGroup);
+    }
+
+    // Add the status bar.
+    var status_bar = document.createElement('span');
+    status_bar.classList = 'mpl-message pull-right';
+    toolbar.appendChild(status_bar);
+    this.message = status_bar;
+
+    // Add the close button to the window.
+    var buttongrp = document.createElement('div');
+    buttongrp.classList = 'btn-group inline pull-right';
+    button = document.createElement('button');
+    button.classList = 'btn btn-mini btn-primary';
+    button.href = '#';
+    button.title = 'Stop Interaction';
+    button.innerHTML = '<i class="fa fa-power-off icon-remove icon-large"></i>';
+    button.addEventListener('click', function (_evt) {
+        fig.handle_close(fig, {});
+    });
+    button.addEventListener(
+        'mouseover',
+        on_mouseover_closure('Stop Interaction')
+    );
+    buttongrp.appendChild(button);
+    var titlebar = this.root.querySelector('.ui-dialog-titlebar');
+    titlebar.insertBefore(buttongrp, titlebar.firstChild);
+};
+
+mpl.figure.prototype._remove_fig_handler = function (event) {
+    var fig = event.data.fig;
+    if (event.target !== this) {
+        // Ignore bubbled events from children.
+        return;
+    }
+    fig.close_ws(fig, {});
+};
+
+mpl.figure.prototype._root_extra_style = function (el) {
+    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.
+};
+
+mpl.figure.prototype._canvas_extra_style = function (el) {
+    // this is important to make the div 'focusable
+    el.setAttribute('tabindex', 0);
+    // reach out to IPython and tell the keyboard manager to turn it's self
+    // off when our div gets focus
+
+    // location in version 3
+    if (IPython.notebook.keyboard_manager) {
+        IPython.notebook.keyboard_manager.register_events(el);
+    } else {
+        // location in version 2
+        IPython.keyboard_manager.register_events(el);
+    }
+};
+
+mpl.figure.prototype._key_event_extra = function (event, _name) {
+    // Check for shift+enter
+    if (event.shiftKey && event.which === 13) {
+        this.canvas_div.blur();
+        // select the cell after this one
+        var index = IPython.notebook.find_cell_index(this.cell_info[0]);
+        IPython.notebook.select(index + 1);
+    }
+};
+
+mpl.figure.prototype.handle_save = function (fig, _msg) {
+    fig.ondownload(fig, null);
+};
+
+mpl.find_output_cell = function (html_output) {
+    // Return the cell and output element which can be found *uniquely* in the notebook.
+    // Note - this is a bit hacky, but it is done because the "notebook_saving.Notebook"
+    // IPython event is triggered only after the cells have been serialised, which for
+    // our purposes (turning an active figure into a static one), is too late.
+    var cells = IPython.notebook.get_cells();
+    var ncells = cells.length;
+    for (var i = 0; i < ncells; i++) {
+        var cell = cells[i];
+        if (cell.cell_type === 'code') {
+            for (var j = 0; j < cell.output_area.outputs.length; j++) {
+                var data = cell.output_area.outputs[j];
+                if (data.data) {
+                    // IPython >= 3 moved mimebundle to data attribute of output
+                    data = data.data;
+                }
+                if (data['text/html'] === html_output) {
+                    return [cell, data, j];
+                }
+            }
+        }
+    }
+};
+
+// Register the function which deals with the matplotlib target/channel.
+// The kernel may be null if the page has been refreshed.
+if (IPython.notebook.kernel !== null) {
+    IPython.notebook.kernel.comm_manager.register_target(
+        'matplotlib',
+        mpl.mpl_figure_comm
+    );
+}
+
+</script></div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt empty docutils container">
+</div>
+<div class="output_area rendered_html docutils container">
+<div id='37eecea1-33da-4b67-92b5-b121e1d514f7'></div></div>
+</div>
+<div class="nbinput docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[10]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># The number of points is still low</span>
+<span class="n">mainseq</span><span class="o">.</span><span class="n">points</span>
+</pre></div>
+</div>
+</div>
+<div class="nboutput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[10]:
+</pre></div>
+</div>
+<div class="output_area docutils container">
+<div class="highlight"><pre>
+13560
+</pre></div></div>
+</div>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span>
+</pre></div>
+</div>
+</div>
+</section>
+</section>
+</section>
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          <a class="next-page" href="../changes/index.html">
+              <div class="page-info">
+                <div class="context">
+                  <span>Next</span>
+                </div>
+                <div class="title">Changelogs</div>
+              </div>
+              <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
+            </a>
+          <a class="prev-page" href="Filter_compensation.html">
+              <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
+              <div class="page-info">
+                <div class="context">
+                  <span>Previous</span>
+                </div>
+                
+                <div class="title">Filter compensation with the ripasso module</div>
+                
+              </div>
+            </a>
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2022, Microsoft Quantum
+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            
+          </div>
+          <div class="right-details">
+            
+          </div>
+        </div>
+        
+      </footer>
+    </div>
+    <aside class="toc-drawer">
+      
+      
+      <div class="toc-sticky toc-scroll">
+        <div class="toc-title-container">
+          <span class="toc-title">
+            On this page
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">Subsequences</a><ul>
+<li><a class="reference internal" href="#Example-1:-Compression">Example 1: Compression</a><ul>
+<li><a class="reference internal" href="#Uncompressed">Uncompressed</a></li>
+<li><a class="reference internal" href="#Compressed">Compressed</a></li>
+<li><a class="reference internal" href="#Now-using-subsequences">Now using subsequences</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+
+          </div>
+        </div>
+      </div>
+      
+      
+    </aside>
+  </div>
+</div><script src="../_static/documentation_options.js?v=ed06f5ab"></script>
+    <script src="../_static/doctools.js?v=9bcbadda"></script>
+    <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
+    <script>window.MathJax = {"tex": {"inlineMath": [["$", "$"], ["\\(", "\\)"]], "processEscapes": true}, "options": {"ignoreHtmlClass": "tex2jax_ignore|mathjax_ignore|document", "processHtmlClass": "tex2jax_process|mathjax_process|math|output_area"}}</script>
+    <script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
+    </body>
+</html>
\ No newline at end of file
diff --git a/examples/Subsequences.ipynb b/examples/Subsequences.ipynb
new file mode 100644
index 000000000..cbfee374d
--- /dev/null
+++ b/examples/Subsequences.ipynb
@@ -0,0 +1,4401 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Subsequences\n",
+    "\n",
+    "This notebook describes the use of subsequences.\n",
+    "\n",
+    "Subsequences can be useful in a wide range of settings."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:28:01.021184Z",
+     "iopub.status.busy": "2025-01-20T06:28:01.020783Z",
+     "iopub.status.idle": "2025-01-20T06:28:01.408288Z",
+     "shell.execute_reply": "2025-01-20T06:28:01.407749Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "%matplotlib notebook\n",
+    "\n",
+    "import broadbean as bb\n",
+    "from broadbean.plotting import plotter\n",
+    "\n",
+    "sine = bb.PulseAtoms.sine\n",
+    "ramp = bb.PulseAtoms.ramp"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Example 1: Compression\n",
+    "\n",
+    "In a waveform with very long \"dead\" periods, subsequences can -- via the option to repeat elements -- drastically reduce the number of points of the entire sequence.\n",
+    "\n",
+    "Here we imagine a pulse sequence where we first wait, then perturb the system, then wait some more for readout. We'd like to vary the height of the perturbation."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Uncompressed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:28:01.410573Z",
+     "iopub.status.busy": "2025-01-20T06:28:01.410141Z",
+     "iopub.status.idle": "2025-01-20T06:28:01.414581Z",
+     "shell.execute_reply": "2025-01-20T06:28:01.414123Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Uncompressed\n",
+    "\n",
+    "SR = 1e9\n",
+    "t1 = 200e-6  # wait\n",
+    "t2 = 20e-9  # perturb the system\n",
+    "t3 = 250e-6  # read out\n",
+    "\n",
+    "bp1 = bb.BluePrint()\n",
+    "bp1.insertSegment(0, ramp, (0, 0), dur=t1)\n",
+    "bp1.insertSegment(1, ramp, (1, 1), dur=t2, name=\"perturbation\")\n",
+    "bp1.insertSegment(2, ramp, (0, 0), dur=t3)\n",
+    "bp1.setSR(SR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:28:01.416295Z",
+     "iopub.status.busy": "2025-01-20T06:28:01.415955Z",
+     "iopub.status.idle": "2025-01-20T06:28:01.644636Z",
+     "shell.execute_reply": "2025-01-20T06:28:01.644107Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute('tabindex', '0');\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;' +\n",
+       "            'z-index: 2;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: relative;' +\n",
+       "            'z-index: 0;'\n",
+       "    );\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'left: 0;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: absolute;' +\n",
+       "            'top: 0;' +\n",
+       "            'z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        // There's no need to resize if the WebSocket is not connected:\n",
+       "        // - If it is still connecting, then we will get an initial resize from\n",
+       "        //   Python once it connects.\n",
+       "        // - If it has disconnected, then resizing will clear the canvas and\n",
+       "        //   never get anything back to refill it, so better to not resize and\n",
+       "        //   keep something visible.\n",
+       "        if (fig.ws.readyState != 1) {\n",
+       "            return;\n",
+       "        }\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            /* This rescales the canvas back to display pixels, so that it\n",
+       "             * appears correct on HiDPI screens. */\n",
+       "            canvas.style.width = width + 'px';\n",
+       "            canvas.style.height = height + 'px';\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
+       "         * The worst that happens here is that they get an extra browser\n",
+       "         * selection when dragging, if this check fails to catch them.\n",
+       "         */\n",
+       "        var UA = navigator.userAgent;\n",
+       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
+       "        if(isWebKit) {\n",
+       "            return function (event) {\n",
+       "                /* This prevents the web browser from automatically changing to\n",
+       "                 * the text insertion cursor when the button is pressed. We\n",
+       "                 * want to control all of the cursor setting manually through\n",
+       "                 * the 'cursor' event from matplotlib */\n",
+       "                event.preventDefault()\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        } else {\n",
+       "            return function (event) {\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "function getModifiers(event) {\n",
+       "    var mods = [];\n",
+       "    if (event.ctrlKey) {\n",
+       "        mods.push('ctrl');\n",
+       "    }\n",
+       "    if (event.altKey) {\n",
+       "        mods.push('alt');\n",
+       "    }\n",
+       "    if (event.shiftKey) {\n",
+       "        mods.push('shift');\n",
+       "    }\n",
+       "    if (event.metaKey) {\n",
+       "        mods.push('meta');\n",
+       "    }\n",
+       "    return mods;\n",
+       "}\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    // from https://stackoverflow.com/q/1114465\n",
+       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
+       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
+       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        buttons: event.buttons,\n",
+       "        modifiers: getModifiers(event),\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div id='adcbcd1a-20e3-4f9f-9b19-5d7f8e5d3288'></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotter(bp1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:28:01.646613Z",
+     "iopub.status.busy": "2025-01-20T06:28:01.646262Z",
+     "iopub.status.idle": "2025-01-20T06:28:01.651212Z",
+     "shell.execute_reply": "2025-01-20T06:28:01.650778Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Now make a variation of the height\n",
+    "\n",
+    "elem1 = bb.Element()\n",
+    "elem1.addBluePrint(1, bp1)\n",
+    "\n",
+    "elem2 = elem1.copy()\n",
+    "elem2.changeArg(1, \"perturbation\", \"start\", 0.75)\n",
+    "elem2.changeArg(1, \"perturbation\", \"stop\", 0.75)\n",
+    "\n",
+    "elem3 = elem1.copy()\n",
+    "elem3.changeArg(1, \"perturbation\", \"start\", 0.5)\n",
+    "elem3.changeArg(1, \"perturbation\", \"stop\", 0.5)\n",
+    "\n",
+    "# And put that together in a sequence\n",
+    "seq = bb.Sequence()\n",
+    "seq.addElement(1, elem1)\n",
+    "seq.addElement(2, elem2)\n",
+    "seq.addElement(3, elem3)\n",
+    "seq.setSR(SR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:28:01.653015Z",
+     "iopub.status.busy": "2025-01-20T06:28:01.652604Z",
+     "iopub.status.idle": "2025-01-20T06:28:02.252015Z",
+     "shell.execute_reply": "2025-01-20T06:28:02.251366Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute('tabindex', '0');\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;' +\n",
+       "            'z-index: 2;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: relative;' +\n",
+       "            'z-index: 0;'\n",
+       "    );\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'left: 0;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: absolute;' +\n",
+       "            'top: 0;' +\n",
+       "            'z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        // There's no need to resize if the WebSocket is not connected:\n",
+       "        // - If it is still connecting, then we will get an initial resize from\n",
+       "        //   Python once it connects.\n",
+       "        // - If it has disconnected, then resizing will clear the canvas and\n",
+       "        //   never get anything back to refill it, so better to not resize and\n",
+       "        //   keep something visible.\n",
+       "        if (fig.ws.readyState != 1) {\n",
+       "            return;\n",
+       "        }\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            /* This rescales the canvas back to display pixels, so that it\n",
+       "             * appears correct on HiDPI screens. */\n",
+       "            canvas.style.width = width + 'px';\n",
+       "            canvas.style.height = height + 'px';\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
+       "         * The worst that happens here is that they get an extra browser\n",
+       "         * selection when dragging, if this check fails to catch them.\n",
+       "         */\n",
+       "        var UA = navigator.userAgent;\n",
+       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
+       "        if(isWebKit) {\n",
+       "            return function (event) {\n",
+       "                /* This prevents the web browser from automatically changing to\n",
+       "                 * the text insertion cursor when the button is pressed. We\n",
+       "                 * want to control all of the cursor setting manually through\n",
+       "                 * the 'cursor' event from matplotlib */\n",
+       "                event.preventDefault()\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        } else {\n",
+       "            return function (event) {\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "function getModifiers(event) {\n",
+       "    var mods = [];\n",
+       "    if (event.ctrlKey) {\n",
+       "        mods.push('ctrl');\n",
+       "    }\n",
+       "    if (event.altKey) {\n",
+       "        mods.push('alt');\n",
+       "    }\n",
+       "    if (event.shiftKey) {\n",
+       "        mods.push('shift');\n",
+       "    }\n",
+       "    if (event.metaKey) {\n",
+       "        mods.push('meta');\n",
+       "    }\n",
+       "    return mods;\n",
+       "}\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    // from https://stackoverflow.com/q/1114465\n",
+       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
+       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
+       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        buttons: event.buttons,\n",
+       "        modifiers: getModifiers(event),\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div id='1838d20e-5789-4b52-8e9b-ac2bf6c331fb'></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plotter(seq)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:28:02.254030Z",
+     "iopub.status.busy": "2025-01-20T06:28:02.253674Z",
+     "iopub.status.idle": "2025-01-20T06:28:02.257851Z",
+     "shell.execute_reply": "2025-01-20T06:28:02.257336Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1350060"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The sequence is long and heavy on the memory\n",
+    "seq.points"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Compressed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:28:02.259492Z",
+     "iopub.status.busy": "2025-01-20T06:28:02.259163Z",
+     "iopub.status.idle": "2025-01-20T06:28:02.362867Z",
+     "shell.execute_reply": "2025-01-20T06:28:02.362379Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute('tabindex', '0');\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;' +\n",
+       "            'z-index: 2;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: relative;' +\n",
+       "            'z-index: 0;'\n",
+       "    );\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'left: 0;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: absolute;' +\n",
+       "            'top: 0;' +\n",
+       "            'z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        // There's no need to resize if the WebSocket is not connected:\n",
+       "        // - If it is still connecting, then we will get an initial resize from\n",
+       "        //   Python once it connects.\n",
+       "        // - If it has disconnected, then resizing will clear the canvas and\n",
+       "        //   never get anything back to refill it, so better to not resize and\n",
+       "        //   keep something visible.\n",
+       "        if (fig.ws.readyState != 1) {\n",
+       "            return;\n",
+       "        }\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            /* This rescales the canvas back to display pixels, so that it\n",
+       "             * appears correct on HiDPI screens. */\n",
+       "            canvas.style.width = width + 'px';\n",
+       "            canvas.style.height = height + 'px';\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
+       "         * The worst that happens here is that they get an extra browser\n",
+       "         * selection when dragging, if this check fails to catch them.\n",
+       "         */\n",
+       "        var UA = navigator.userAgent;\n",
+       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
+       "        if(isWebKit) {\n",
+       "            return function (event) {\n",
+       "                /* This prevents the web browser from automatically changing to\n",
+       "                 * the text insertion cursor when the button is pressed. We\n",
+       "                 * want to control all of the cursor setting manually through\n",
+       "                 * the 'cursor' event from matplotlib */\n",
+       "                event.preventDefault()\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        } else {\n",
+       "            return function (event) {\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "function getModifiers(event) {\n",
+       "    var mods = [];\n",
+       "    if (event.ctrlKey) {\n",
+       "        mods.push('ctrl');\n",
+       "    }\n",
+       "    if (event.altKey) {\n",
+       "        mods.push('alt');\n",
+       "    }\n",
+       "    if (event.shiftKey) {\n",
+       "        mods.push('shift');\n",
+       "    }\n",
+       "    if (event.metaKey) {\n",
+       "        mods.push('meta');\n",
+       "    }\n",
+       "    return mods;\n",
+       "}\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    // from https://stackoverflow.com/q/1114465\n",
+       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
+       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
+       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        buttons: event.buttons,\n",
+       "        modifiers: getModifiers(event),\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div id='1882609b-e5db-4056-9be4-dd6f08b308c5'></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Let's make a sequence instead of an element\n",
+    "\n",
+    "SR = 1e9\n",
+    "t1 = 200e-6  # wait\n",
+    "t2 = 20e-9  # perturb the system\n",
+    "t3 = 250e-6  # read out\n",
+    "\n",
+    "compression = 100  # this number has to be chosen with some care\n",
+    "\n",
+    "bp1 = bb.BluePrint()\n",
+    "bp1.insertSegment(0, ramp, (0, 0), dur=t1 / compression)\n",
+    "bp1.setSR(SR)\n",
+    "elem1 = bb.Element()\n",
+    "elem1.addBluePrint(1, bp1)\n",
+    "#\n",
+    "bp2 = bb.BluePrint()\n",
+    "bp2.insertSegment(0, ramp, (1, 1), dur=t2, name=\"perturbation\")\n",
+    "bp2.setSR(SR)\n",
+    "elem2 = bb.Element()\n",
+    "elem2.addBluePrint(1, bp2)\n",
+    "#\n",
+    "bp3 = bb.BluePrint()\n",
+    "bp3.insertSegment(0, ramp, (0, 0), dur=t3 / compression)\n",
+    "bp3.setSR(SR)\n",
+    "elem3 = bb.Element()\n",
+    "elem3.addBluePrint(1, bp3)\n",
+    "\n",
+    "seq = bb.Sequence()\n",
+    "seq.addElement(1, elem1)\n",
+    "seq.setSequencingNumberOfRepetitions(1, compression)\n",
+    "seq.addElement(2, elem2)\n",
+    "seq.addElement(3, elem3)\n",
+    "seq.setSequencingNumberOfRepetitions(3, compression)\n",
+    "seq.setSR(SR)\n",
+    "\n",
+    "# Now make the variation\n",
+    "seq2 = seq.copy()\n",
+    "seq2.element(2).changeArg(1, \"perturbation\", \"start\", 0.75)\n",
+    "seq2.element(2).changeArg(1, \"perturbation\", \"stop\", 0.75)\n",
+    "#\n",
+    "seq3 = seq.copy()\n",
+    "seq3.element(2).changeArg(1, \"perturbation\", \"start\", 0.5)\n",
+    "seq3.element(2).changeArg(1, \"perturbation\", \"stop\", 0.5)\n",
+    "#\n",
+    "fullseq = seq + seq2 + seq3\n",
+    "plotter(fullseq)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:28:02.364538Z",
+     "iopub.status.busy": "2025-01-20T06:28:02.364195Z",
+     "iopub.status.idle": "2025-01-20T06:28:02.368825Z",
+     "shell.execute_reply": "2025-01-20T06:28:02.368240Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "13560"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The above sequence achieves the same as the uncompresed, but has fewer points\n",
+    "fullseq.points"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Now using subsequences\n",
+    "\n",
+    "Subsequences come into play when we want to, say, repeat each wait-perturb-wait element 25 times.\n",
+    "In the uncompressed case, that can only be achieved by adding each element 24 times more, thus resulting in a very large output file. Using subsequences, we can get away with a much smaller file size."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:28:02.370547Z",
+     "iopub.status.busy": "2025-01-20T06:28:02.370245Z",
+     "iopub.status.idle": "2025-01-20T06:28:02.409504Z",
+     "shell.execute_reply": "2025-01-20T06:28:02.408911Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "/* global mpl */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "mpl.get_websocket_type = function () {\n",
+       "    if (typeof WebSocket !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert(\n",
+       "            'Your browser does not have WebSocket support. ' +\n",
+       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "                'Firefox 4 and 5 are also supported but you ' +\n",
+       "                'have to enable WebSockets in about:config.'\n",
+       "        );\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById('mpl-warnings');\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent =\n",
+       "                'This browser does not support binary websocket messages. ' +\n",
+       "                'Performance may be slow.';\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = document.createElement('div');\n",
+       "    this.root.setAttribute('style', 'display: inline-block');\n",
+       "    this._root_extra_style(this.root);\n",
+       "\n",
+       "    parent_element.appendChild(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen = function () {\n",
+       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
+       "        fig.send_message('send_image_mode', {});\n",
+       "        if (fig.ratio !== 1) {\n",
+       "            fig.send_message('set_device_pixel_ratio', {\n",
+       "                device_pixel_ratio: fig.ratio,\n",
+       "            });\n",
+       "        }\n",
+       "        fig.send_message('refresh', {});\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onload = function () {\n",
+       "        if (fig.image_mode === 'full') {\n",
+       "            // Full images could contain transparency (where diff images\n",
+       "            // almost always do), so we need to clear the canvas so that\n",
+       "            // there is no ghosting.\n",
+       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "        }\n",
+       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "    };\n",
+       "\n",
+       "    this.imageObj.onunload = function () {\n",
+       "        fig.ws.close();\n",
+       "    };\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function () {\n",
+       "    var titlebar = document.createElement('div');\n",
+       "    titlebar.classList =\n",
+       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
+       "    var titletext = document.createElement('div');\n",
+       "    titletext.classList = 'ui-dialog-title';\n",
+       "    titletext.setAttribute(\n",
+       "        'style',\n",
+       "        'width: 100%; text-align: center; padding: 3px;'\n",
+       "    );\n",
+       "    titlebar.appendChild(titletext);\n",
+       "    this.root.appendChild(titlebar);\n",
+       "    this.header = titletext;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
+       "    canvas_div.setAttribute('tabindex', '0');\n",
+       "    canvas_div.setAttribute(\n",
+       "        'style',\n",
+       "        'border: 1px solid #ddd;' +\n",
+       "            'box-sizing: content-box;' +\n",
+       "            'clear: both;' +\n",
+       "            'min-height: 1px;' +\n",
+       "            'min-width: 1px;' +\n",
+       "            'outline: 0;' +\n",
+       "            'overflow: hidden;' +\n",
+       "            'position: relative;' +\n",
+       "            'resize: both;' +\n",
+       "            'z-index: 2;'\n",
+       "    );\n",
+       "\n",
+       "    function on_keyboard_event_closure(name) {\n",
+       "        return function (event) {\n",
+       "            return fig.key_event(event, name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keydown',\n",
+       "        on_keyboard_event_closure('key_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'keyup',\n",
+       "        on_keyboard_event_closure('key_release')\n",
+       "    );\n",
+       "\n",
+       "    this._canvas_extra_style(canvas_div);\n",
+       "    this.root.appendChild(canvas_div);\n",
+       "\n",
+       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
+       "    canvas.classList.add('mpl-canvas');\n",
+       "    canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: relative;' +\n",
+       "            'z-index: 0;'\n",
+       "    );\n",
+       "\n",
+       "    this.context = canvas.getContext('2d');\n",
+       "\n",
+       "    var backingStore =\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        this.context.webkitBackingStorePixelRatio ||\n",
+       "        this.context.mozBackingStorePixelRatio ||\n",
+       "        this.context.msBackingStorePixelRatio ||\n",
+       "        this.context.oBackingStorePixelRatio ||\n",
+       "        this.context.backingStorePixelRatio ||\n",
+       "        1;\n",
+       "\n",
+       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
+       "        'canvas'\n",
+       "    ));\n",
+       "    rubberband_canvas.setAttribute(\n",
+       "        'style',\n",
+       "        'box-sizing: content-box;' +\n",
+       "            'left: 0;' +\n",
+       "            'pointer-events: none;' +\n",
+       "            'position: absolute;' +\n",
+       "            'top: 0;' +\n",
+       "            'z-index: 1;'\n",
+       "    );\n",
+       "\n",
+       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
+       "    if (this.ResizeObserver === undefined) {\n",
+       "        if (window.ResizeObserver !== undefined) {\n",
+       "            this.ResizeObserver = window.ResizeObserver;\n",
+       "        } else {\n",
+       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
+       "            this.ResizeObserver = obs.ResizeObserver;\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
+       "        // There's no need to resize if the WebSocket is not connected:\n",
+       "        // - If it is still connecting, then we will get an initial resize from\n",
+       "        //   Python once it connects.\n",
+       "        // - If it has disconnected, then resizing will clear the canvas and\n",
+       "        //   never get anything back to refill it, so better to not resize and\n",
+       "        //   keep something visible.\n",
+       "        if (fig.ws.readyState != 1) {\n",
+       "            return;\n",
+       "        }\n",
+       "        var nentries = entries.length;\n",
+       "        for (var i = 0; i < nentries; i++) {\n",
+       "            var entry = entries[i];\n",
+       "            var width, height;\n",
+       "            if (entry.contentBoxSize) {\n",
+       "                if (entry.contentBoxSize instanceof Array) {\n",
+       "                    // Chrome 84 implements new version of spec.\n",
+       "                    width = entry.contentBoxSize[0].inlineSize;\n",
+       "                    height = entry.contentBoxSize[0].blockSize;\n",
+       "                } else {\n",
+       "                    // Firefox implements old version of spec.\n",
+       "                    width = entry.contentBoxSize.inlineSize;\n",
+       "                    height = entry.contentBoxSize.blockSize;\n",
+       "                }\n",
+       "            } else {\n",
+       "                // Chrome <84 implements even older version of spec.\n",
+       "                width = entry.contentRect.width;\n",
+       "                height = entry.contentRect.height;\n",
+       "            }\n",
+       "\n",
+       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
+       "            // the canvas container.\n",
+       "            if (entry.devicePixelContentBoxSize) {\n",
+       "                // Chrome 84 implements new version of spec.\n",
+       "                canvas.setAttribute(\n",
+       "                    'width',\n",
+       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
+       "                );\n",
+       "                canvas.setAttribute(\n",
+       "                    'height',\n",
+       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
+       "                );\n",
+       "            } else {\n",
+       "                canvas.setAttribute('width', width * fig.ratio);\n",
+       "                canvas.setAttribute('height', height * fig.ratio);\n",
+       "            }\n",
+       "            /* This rescales the canvas back to display pixels, so that it\n",
+       "             * appears correct on HiDPI screens. */\n",
+       "            canvas.style.width = width + 'px';\n",
+       "            canvas.style.height = height + 'px';\n",
+       "\n",
+       "            rubberband_canvas.setAttribute('width', width);\n",
+       "            rubberband_canvas.setAttribute('height', height);\n",
+       "\n",
+       "            // And update the size in Python. We ignore the initial 0/0 size\n",
+       "            // that occurs as the element is placed into the DOM, which should\n",
+       "            // otherwise not happen due to the minimum size styling.\n",
+       "            if (width != 0 && height != 0) {\n",
+       "                fig.request_resize(width, height);\n",
+       "            }\n",
+       "        }\n",
+       "    });\n",
+       "    this.resizeObserverInstance.observe(canvas_div);\n",
+       "\n",
+       "    function on_mouse_event_closure(name) {\n",
+       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
+       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
+       "         * The worst that happens here is that they get an extra browser\n",
+       "         * selection when dragging, if this check fails to catch them.\n",
+       "         */\n",
+       "        var UA = navigator.userAgent;\n",
+       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
+       "        if(isWebKit) {\n",
+       "            return function (event) {\n",
+       "                /* This prevents the web browser from automatically changing to\n",
+       "                 * the text insertion cursor when the button is pressed. We\n",
+       "                 * want to control all of the cursor setting manually through\n",
+       "                 * the 'cursor' event from matplotlib */\n",
+       "                event.preventDefault()\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        } else {\n",
+       "            return function (event) {\n",
+       "                return fig.mouse_event(event, name);\n",
+       "            };\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousedown',\n",
+       "        on_mouse_event_closure('button_press')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseup',\n",
+       "        on_mouse_event_closure('button_release')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'dblclick',\n",
+       "        on_mouse_event_closure('dblclick')\n",
+       "    );\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mousemove',\n",
+       "        on_mouse_event_closure('motion_notify')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseenter',\n",
+       "        on_mouse_event_closure('figure_enter')\n",
+       "    );\n",
+       "    canvas_div.addEventListener(\n",
+       "        'mouseleave',\n",
+       "        on_mouse_event_closure('figure_leave')\n",
+       "    );\n",
+       "\n",
+       "    canvas_div.addEventListener('wheel', function (event) {\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        on_mouse_event_closure('scroll')(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.appendChild(canvas);\n",
+       "    canvas_div.appendChild(rubberband_canvas);\n",
+       "\n",
+       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
+       "    this.rubberband_context.strokeStyle = '#000000';\n",
+       "\n",
+       "    this._resize_canvas = function (width, height, forward) {\n",
+       "        if (forward) {\n",
+       "            canvas_div.style.width = width + 'px';\n",
+       "            canvas_div.style.height = height + 'px';\n",
+       "        }\n",
+       "    };\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
+       "        event.preventDefault();\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus() {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'mpl-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'mpl-button-group';\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'mpl-button-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
+       "        button.classList = 'mpl-widget';\n",
+       "        button.setAttribute('role', 'button');\n",
+       "        button.setAttribute('aria-disabled', 'false');\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "\n",
+       "        var icon_img = document.createElement('img');\n",
+       "        icon_img.src = '_images/' + image + '.png';\n",
+       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
+       "        icon_img.alt = tooltip;\n",
+       "        button.appendChild(icon_img);\n",
+       "\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker = document.createElement('select');\n",
+       "    fmt_picker.classList = 'mpl-widget';\n",
+       "    toolbar.appendChild(fmt_picker);\n",
+       "    this.format_dropdown = fmt_picker;\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = document.createElement('option');\n",
+       "        option.selected = fmt === mpl.default_extension;\n",
+       "        option.innerHTML = fmt;\n",
+       "        fmt_picker.appendChild(option);\n",
+       "    }\n",
+       "\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function (type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function () {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
+       "        fig.send_message('refresh', {});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
+       "    var x0 = msg['x0'] / fig.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
+       "    var x1 = msg['x1'] / fig.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0,\n",
+       "        0,\n",
+       "        fig.canvas.width / fig.ratio,\n",
+       "        fig.canvas.height / fig.ratio\n",
+       "    );\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
+       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
+       "    for (var key in msg) {\n",
+       "        if (!(key in fig.buttons)) {\n",
+       "            continue;\n",
+       "        }\n",
+       "        fig.buttons[key].disabled = !msg[key];\n",
+       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
+       "    if (msg['mode'] === 'PAN') {\n",
+       "        fig.buttons['Pan'].classList.add('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    } else if (msg['mode'] === 'ZOOM') {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.add('active');\n",
+       "    } else {\n",
+       "        fig.buttons['Pan'].classList.remove('active');\n",
+       "        fig.buttons['Zoom'].classList.remove('active');\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message('ack', {});\n",
+       "};\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            var img = evt.data;\n",
+       "            if (img.type !== 'image/png') {\n",
+       "                /* FIXME: We get \"Resource interpreted as Image but\n",
+       "                 * transferred with MIME type text/plain:\" errors on\n",
+       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "                 * to be part of the websocket stream */\n",
+       "                img.type = 'image/png';\n",
+       "            }\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src\n",
+       "                );\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                img\n",
+       "            );\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        } else if (\n",
+       "            typeof evt.data === 'string' &&\n",
+       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
+       "        ) {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig['handle_' + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\n",
+       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
+       "                msg\n",
+       "            );\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\n",
+       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
+       "                    e,\n",
+       "                    e.stack,\n",
+       "                    msg\n",
+       "                );\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "};\n",
+       "\n",
+       "function getModifiers(event) {\n",
+       "    var mods = [];\n",
+       "    if (event.ctrlKey) {\n",
+       "        mods.push('ctrl');\n",
+       "    }\n",
+       "    if (event.altKey) {\n",
+       "        mods.push('alt');\n",
+       "    }\n",
+       "    if (event.shiftKey) {\n",
+       "        mods.push('shift');\n",
+       "    }\n",
+       "    if (event.metaKey) {\n",
+       "        mods.push('meta');\n",
+       "    }\n",
+       "    return mods;\n",
+       "}\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * https://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys(original) {\n",
+       "    return Object.keys(original).reduce(function (obj, key) {\n",
+       "        if (typeof original[key] !== 'object') {\n",
+       "            obj[key] = original[key];\n",
+       "        }\n",
+       "        return obj;\n",
+       "    }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
+       "    if (name === 'button_press') {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    // from https://stackoverflow.com/q/1114465\n",
+       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
+       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
+       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
+       "\n",
+       "    this.send_message(name, {\n",
+       "        x: x,\n",
+       "        y: y,\n",
+       "        button: event.button,\n",
+       "        step: event.step,\n",
+       "        buttons: event.buttons,\n",
+       "        modifiers: getModifiers(event),\n",
+       "        guiEvent: simpleKeys(event),\n",
+       "    });\n",
+       "\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function (event, name) {\n",
+       "    // Prevent repeat events\n",
+       "    if (name === 'key_press') {\n",
+       "        if (event.key === this._key) {\n",
+       "            return;\n",
+       "        } else {\n",
+       "            this._key = event.key;\n",
+       "        }\n",
+       "    }\n",
+       "    if (name === 'key_release') {\n",
+       "        this._key = null;\n",
+       "    }\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.key !== 'Control') {\n",
+       "        value += 'ctrl+';\n",
+       "    }\n",
+       "    else if (event.altKey && event.key !== 'Alt') {\n",
+       "        value += 'alt+';\n",
+       "    }\n",
+       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
+       "        value += 'shift+';\n",
+       "    }\n",
+       "\n",
+       "    value += 'k' + event.key;\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
+       "    return false;\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
+       "    if (name === 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message('toolbar_button', { name: name });\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "\n",
+       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
+       "// prettier-ignore\n",
+       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";/* global mpl */\n",
+       "\n",
+       "var comm_websocket_adapter = function (comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
+       "    ws.readyState = comm.kernel.ws.readyState;\n",
+       "    function updateReadyState(_event) {\n",
+       "        if (comm.kernel.ws) {\n",
+       "            ws.readyState = comm.kernel.ws.readyState;\n",
+       "        } else {\n",
+       "            ws.readyState = 3; // Closed state.\n",
+       "        }\n",
+       "    }\n",
+       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
+       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
+       "\n",
+       "    ws.close = function () {\n",
+       "        comm.close();\n",
+       "    };\n",
+       "    ws.send = function (m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function (msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        var data = msg['content']['data'];\n",
+       "        if (data['blob'] !== undefined) {\n",
+       "            data = {\n",
+       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
+       "            };\n",
+       "        }\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(data);\n",
+       "    });\n",
+       "    return ws;\n",
+       "};\n",
+       "\n",
+       "mpl.mpl_figure_comm = function (comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = document.getElementById(id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm);\n",
+       "\n",
+       "    function ondownload(figure, _format) {\n",
+       "        window.open(figure.canvas.toDataURL());\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element;\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error('Failed to find cell for figure', id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.cell_info[0].output_area.element.on(\n",
+       "        'cleared',\n",
+       "        { fig: fig },\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
+       "    var width = fig.canvas.width / fig.ratio;\n",
+       "    fig.cell_info[0].output_area.element.off(\n",
+       "        'cleared',\n",
+       "        fig._remove_fig_handler\n",
+       "    );\n",
+       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable();\n",
+       "    fig.parent_element.innerHTML =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "    fig.close_ws(fig, msg);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width / this.ratio;\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] =\n",
+       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function () {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message('ack', {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () {\n",
+       "        fig.push_to_output();\n",
+       "    }, 1000);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function () {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var toolbar = document.createElement('div');\n",
+       "    toolbar.classList = 'btn-toolbar';\n",
+       "    this.root.appendChild(toolbar);\n",
+       "\n",
+       "    function on_click_closure(name) {\n",
+       "        return function (_event) {\n",
+       "            return fig.toolbar_button_onclick(name);\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    function on_mouseover_closure(tooltip) {\n",
+       "        return function (event) {\n",
+       "            if (!event.currentTarget.disabled) {\n",
+       "                return fig.toolbar_button_onmouseover(tooltip);\n",
+       "            }\n",
+       "        };\n",
+       "    }\n",
+       "\n",
+       "    fig.buttons = {};\n",
+       "    var buttonGroup = document.createElement('div');\n",
+       "    buttonGroup.classList = 'btn-group';\n",
+       "    var button;\n",
+       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            /* Instead of a spacer, we start a new button group. */\n",
+       "            if (buttonGroup.hasChildNodes()) {\n",
+       "                toolbar.appendChild(buttonGroup);\n",
+       "            }\n",
+       "            buttonGroup = document.createElement('div');\n",
+       "            buttonGroup.classList = 'btn-group';\n",
+       "            continue;\n",
+       "        }\n",
+       "\n",
+       "        button = fig.buttons[name] = document.createElement('button');\n",
+       "        button.classList = 'btn btn-default';\n",
+       "        button.href = '#';\n",
+       "        button.title = name;\n",
+       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
+       "        button.addEventListener('click', on_click_closure(method_name));\n",
+       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
+       "        buttonGroup.appendChild(button);\n",
+       "    }\n",
+       "\n",
+       "    if (buttonGroup.hasChildNodes()) {\n",
+       "        toolbar.appendChild(buttonGroup);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = document.createElement('span');\n",
+       "    status_bar.classList = 'mpl-message pull-right';\n",
+       "    toolbar.appendChild(status_bar);\n",
+       "    this.message = status_bar;\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = document.createElement('div');\n",
+       "    buttongrp.classList = 'btn-group inline pull-right';\n",
+       "    button = document.createElement('button');\n",
+       "    button.classList = 'btn btn-mini btn-primary';\n",
+       "    button.href = '#';\n",
+       "    button.title = 'Stop Interaction';\n",
+       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
+       "    button.addEventListener('click', function (_evt) {\n",
+       "        fig.handle_close(fig, {});\n",
+       "    });\n",
+       "    button.addEventListener(\n",
+       "        'mouseover',\n",
+       "        on_mouseover_closure('Stop Interaction')\n",
+       "    );\n",
+       "    buttongrp.appendChild(button);\n",
+       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
+       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
+       "    var fig = event.data.fig;\n",
+       "    if (event.target !== this) {\n",
+       "        // Ignore bubbled events from children.\n",
+       "        return;\n",
+       "    }\n",
+       "    fig.close_ws(fig, {});\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function (el) {\n",
+       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.setAttribute('tabindex', 0);\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    } else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which === 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        // select the cell after this one\n",
+       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
+       "        IPython.notebook.select(index + 1);\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "};\n",
+       "\n",
+       "mpl.find_output_cell = function (html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i = 0; i < ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code') {\n",
+       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] === html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel !== null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target(\n",
+       "        'matplotlib',\n",
+       "        mpl.mpl_figure_comm\n",
+       "    );\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div id='37eecea1-33da-4b67-92b5-b121e1d514f7'></div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mainseq = bb.Sequence()\n",
+    "mainseq.setSR(SR)\n",
+    "\n",
+    "mainseq.addSubSequence(1, seq)\n",
+    "mainseq.addSubSequence(2, seq2)\n",
+    "mainseq.addSubSequence(3, seq3)\n",
+    "\n",
+    "mainseq.setSequencingNumberOfRepetitions(1, 25)\n",
+    "mainseq.setSequencingNumberOfRepetitions(2, 25)\n",
+    "mainseq.setSequencingNumberOfRepetitions(3, 25)\n",
+    "\n",
+    "plotter(mainseq)\n",
+    "\n",
+    "# The plotting does not show the details of the subsequence,\n",
+    "# but it DOES show the min and max voltages of a subsequence\n",
+    "# as grey lines"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2025-01-20T06:28:02.411661Z",
+     "iopub.status.busy": "2025-01-20T06:28:02.411481Z",
+     "iopub.status.idle": "2025-01-20T06:28:02.416102Z",
+     "shell.execute_reply": "2025-01-20T06:28:02.415551Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "13560"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# The number of points is still low\n",
+    "mainseq.points"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/examples/index.html b/examples/index.html
new file mode 100644
index 000000000..41831c93a
--- /dev/null
+++ b/examples/index.html
@@ -0,0 +1,341 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="../">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
+<link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="Pulsebuilding tutorial" href="Pulse_Building_Tutorial.html" /><link rel="prev" title="Getting Started" href="../start/index.html" />
+
+    <!-- Generated with Sphinx 8.1.3 and Furo 2024.08.06 -->
+        <title>Broadbean Examples - broadbean 0.15.0.dev697 documentation</title>
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=03e43079" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=354aac6f" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=302659d7" />
+    
+    
+
+
+<style>
+  body {
+    --color-code-background: #eeffcc;
+  --color-code-foreground: black;
+  
+  }
+  @media not print {
+    body[data-theme="dark"] {
+      --color-code-background: #202020;
+  --color-code-foreground: #d0d0d0;
+  
+    }
+    @media (prefers-color-scheme: dark) {
+      body:not([data-theme="light"]) {
+        --color-code-background: #202020;
+  --color-code-foreground: #d0d0d0;
+  
+      }
+    }
+  }
+</style></head>
+  <body>
+    
+    <script>
+      document.body.dataset.theme = localStorage.getItem("theme") || "auto";
+    </script>
+    
+
+<svg xmlns="http://www.w3.org/2000/svg" style="display: none;">
+  <symbol id="svg-toc" viewBox="0 0 24 24">
+    <title>Contents</title>
+    <svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 1024 1024">
+      <path d="M408 442h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8zm-8 204c0 4.4 3.6 8 8 8h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56zm504-486H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zm0 632H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zM115.4 518.9L271.7 642c5.8 4.6 14.4.5 14.4-6.9V388.9c0-7.4-8.5-11.5-14.4-6.9L115.4 505.1a8.74 8.74 0 0 0 0 13.8z"/>
+    </svg>
+  </symbol>
+  <symbol id="svg-menu" viewBox="0 0 24 24">
+    <title>Menu</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="feather-menu">
+      <line x1="3" y1="12" x2="21" y2="12"></line>
+      <line x1="3" y1="6" x2="21" y2="6"></line>
+      <line x1="3" y1="18" x2="21" y2="18"></line>
+    </svg>
+  </symbol>
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diff --git a/genindex.html b/genindex.html
new file mode 100644
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+      <line x1="1" y1="12" x2="3" y2="12"></line>
+      <line x1="21" y1="12" x2="23" y2="12"></line>
+      <line x1="4.22" y1="19.78" x2="5.64" y2="18.36"></line>
+      <line x1="18.36" y1="5.64" x2="19.78" y2="4.22"></line>
+    </svg>
+  </symbol>
+  <symbol id="svg-moon" viewBox="0 0 24 24">
+    <title>Dark mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
+      <path stroke="none" d="M0 0h24v24H0z" fill="none" />
+      <path d="M12 3c.132 0 .263 0 .393 0a7.5 7.5 0 0 0 7.92 12.446a9 9 0 1 1 -8.313 -12.454z" />
+    </svg>
+  </symbol>
+  <symbol id="svg-sun-with-moon" viewBox="0 0 24 24">
+    <title>Auto light/dark, in light mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round"
+      class="icon-custom-derived-from-feather-sun-and-tabler-moon">
+      <path style="opacity: 50%" d="M 5.411 14.504 C 5.471 14.504 5.532 14.504 5.591 14.504 C 3.639 16.319 4.383 19.569 6.931 20.352 C 7.693 20.586 8.512 20.551 9.25 20.252 C 8.023 23.207 4.056 23.725 2.11 21.184 C 0.166 18.642 1.702 14.949 4.874 14.536 C 5.051 14.512 5.231 14.5 5.411 14.5 L 5.411 14.504 Z"/>
+      <line x1="14.5" y1="3.25" x2="14.5" y2="1.25"/>
+      <line x1="14.5" y1="15.85" x2="14.5" y2="17.85"/>
+      <line x1="10.044" y1="5.094" x2="8.63" y2="3.68"/>
+      <line x1="19" y1="14.05" x2="20.414" y2="15.464"/>
+      <line x1="8.2" y1="9.55" x2="6.2" y2="9.55"/>
+      <line x1="20.8" y1="9.55" x2="22.8" y2="9.55"/>
+      <line x1="10.044" y1="14.006" x2="8.63" y2="15.42"/>
+      <line x1="19" y1="5.05" x2="20.414" y2="3.636"/>
+      <circle cx="14.5" cy="9.55" r="3.6"/>
+    </svg>
+  </symbol>
+  <symbol id="svg-moon-with-sun" viewBox="0 0 24 24">
+    <title>Auto light/dark, in dark mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round"
+      class="icon-custom-derived-from-feather-sun-and-tabler-moon">
+      <path d="M 8.282 7.007 C 8.385 7.007 8.494 7.007 8.595 7.007 C 5.18 10.184 6.481 15.869 10.942 17.24 C 12.275 17.648 13.706 17.589 15 17.066 C 12.851 22.236 5.91 23.143 2.505 18.696 C -0.897 14.249 1.791 7.786 7.342 7.063 C 7.652 7.021 7.965 7 8.282 7 L 8.282 7.007 Z"/>
+      <line style="opacity: 50%" x1="18" y1="3.705" x2="18" y2="2.5"/>
+      <line style="opacity: 50%" x1="18" y1="11.295" x2="18" y2="12.5"/>
+      <line style="opacity: 50%" x1="15.316" y1="4.816" x2="14.464" y2="3.964"/>
+      <line style="opacity: 50%" x1="20.711" y1="10.212" x2="21.563" y2="11.063"/>
+      <line style="opacity: 50%" x1="14.205" y1="7.5" x2="13.001" y2="7.5"/>
+      <line style="opacity: 50%" x1="21.795" y1="7.5" x2="23" y2="7.5"/>
+      <line style="opacity: 50%" x1="15.316" y1="10.184" x2="14.464" y2="11.036"/>
+      <line style="opacity: 50%" x1="20.711" y1="4.789" x2="21.563" y2="3.937"/>
+      <circle style="opacity: 50%" cx="18" cy="7.5" r="2.169"/>
+    </svg>
+  </symbol>
+  <symbol id="svg-pencil" viewBox="0 0 24 24">
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-pencil-code">
+      <path d="M4 20h4l10.5 -10.5a2.828 2.828 0 1 0 -4 -4l-10.5 10.5v4" />
+      <path d="M13.5 6.5l4 4" />
+      <path d="M20 21l2 -2l-2 -2" />
+      <path d="M17 17l-2 2l2 2" />
+    </svg>
+  </symbol>
+  <symbol id="svg-eye" viewBox="0 0 24 24">
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-eye-code">
+      <path stroke="none" d="M0 0h24v24H0z" fill="none" />
+      <path d="M10 12a2 2 0 1 0 4 0a2 2 0 0 0 -4 0" />
+      <path
+        d="M11.11 17.958c-3.209 -.307 -5.91 -2.293 -8.11 -5.958c2.4 -4 5.4 -6 9 -6c3.6 0 6.6 2 9 6c-.21 .352 -.427 .688 -.647 1.008" />
+      <path d="M20 21l2 -2l-2 -2" />
+      <path d="M17 17l-2 2l2 2" />
+    </svg>
+  </symbol>
+</svg>
+
+<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation">
+<input type="checkbox" class="sidebar-toggle" name="__toc" id="__toc">
+<label class="overlay sidebar-overlay" for="__navigation">
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+    <div class="header-left">
+      <label class="nav-overlay-icon" for="__navigation">
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+      <a href="index.html"><div class="brand">broadbean 0.15.0.dev697 documentation</div></a>
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+          <svg class="theme-icon-when-dark"><use href="#svg-moon"></use></svg>
+          <svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg>
+        </button>
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+        <div class="visually-hidden">Toggle table of contents sidebar</div>
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+    <div class="sidebar-container">
+      
+      <div class="sidebar-sticky"><a class="sidebar-brand" href="index.html">
+  
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+  <span class="sidebar-brand-text">broadbean 0.15.0.dev697 documentation</span>
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+  <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
+  <input type="hidden" name="check_keywords" value="yes">
+  <input type="hidden" name="area" value="default">
+</form>
+<div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
+  <ul>
+<li class="toctree-l1"><a class="reference internal" href="api/generated/broadbean.html">broadbean package</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="start/index.html">Getting Started</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><div class="visually-hidden">Toggle navigation of Getting Started</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
+</ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="examples/index.html">Broadbean Examples</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of Broadbean Examples</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="examples/Pulse_Building_Tutorial.html">Pulsebuilding tutorial</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Pulse_Building_Tutorial.html#Blueprints">Blueprints</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Pulse_Building_Tutorial.html#Elements">Elements</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Pulse_Building_Tutorial.html#Sequences">Sequences</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Making_output_for_Tektronix_AWG70000A.html">Introduction</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Example_Write_Read_JSON.html">Read and Write from JSON file Tutorial</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Example_Write_Read_JSON.html#Ekstras">Ekstras</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Filter_compensation.html">Filter compensation with the ripasso module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Filter_compensation.html#RC-Filters">RC Filters</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Filter_compensation.html#User-supplied-transfer-function">User-supplied transfer function</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Subsequences.html">Subsequences</a></li>
+</ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="changes/index.html">Changelogs</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of Changelogs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="changes/0.11.0.html">0.11.0</a></li>
+<li class="toctree-l2"><a class="reference internal" href="changes/0.10.0.html">0.10.0</a></li>
+</ul>
+</li>
+</ul>
+
+</div>
+</div>
+
+      </div>
+      
+    </div>
+  </aside>
+  <div class="main">
+    <div class="content">
+      <div class="article-container">
+        <a href="#" class="back-to-top muted-link">
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24">
+            <path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8v12z"></path>
+          </svg>
+          <span>Back to top</span>
+        </a>
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+              <div class="visually-hidden">Toggle Light / Dark / Auto color theme</div>
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+              <svg class="theme-icon-when-auto-dark"><use href="#svg-moon-with-sun"></use></svg>
+              <svg class="theme-icon-when-dark"><use href="#svg-moon"></use></svg>
+              <svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg>
+            </button>
+          </div>
+          <label class="toc-overlay-icon toc-content-icon no-toc" for="__toc">
+            <div class="visually-hidden">Toggle table of contents sidebar</div>
+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main" id="furo-main-content">
+          
+<section class="genindex-section">
+  <h1 id="index">Index</h1>
+  <div class="genindex-jumpbox"><a href="#A"><strong>A</strong></a> | <a href="#B"><strong>B</strong></a> | <a href="#C"><strong>C</strong></a> | <a href="#D"><strong>D</strong></a> | <a href="#E"><strong>E</strong></a> | <a href="#F"><strong>F</strong></a> | <a href="#G"><strong>G</strong></a> | <a href="#I"><strong>I</strong></a> | <a href="#L"><strong>L</strong></a> | <a href="#M"><strong>M</strong></a> | <a href="#N"><strong>N</strong></a> | <a href="#O"><strong>O</strong></a> | <a href="#P"><strong>P</strong></a> | <a href="#R"><strong>R</strong></a> | <a href="#S"><strong>S</strong></a> | <a href="#V"><strong>V</strong></a> | <a href="#W"><strong>W</strong></a></div>
+</section>
+<section id="A" class="genindex-section">
+  <h2>A</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.element.Element.addArray">addArray() (broadbean.element.Element method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.element.Element.addBluePrint">addBluePrint() (broadbean.element.Element method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.addElement">addElement() (broadbean.sequence.Sequence method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.element.Element.addFlags">addFlags() (broadbean.element.Element method)</a>
+</li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.addSubSequence">addSubSequence() (broadbean.sequence.Sequence method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.ripasso.applyCustomTransferFunction">applyCustomTransferFunction() (in module broadbean.ripasso)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.ripasso.applyInverseRCFilter">applyInverseRCFilter() (in module broadbean.ripasso)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.ripasso.applyRCFilter">applyRCFilter() (in module broadbean.ripasso)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.broadbean.PulseAtoms.arb_func">arb_func() (broadbean.broadbean.PulseAtoms static method)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="B" class="genindex-section">
+  <h2>B</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint">BluePrint (class in broadbean.blueprint)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.blueprint_from_description">blueprint_from_description() (broadbean.blueprint.BluePrint class method)</a>
+</li>
+        <li>
+    broadbean
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#module-broadbean">module</a>
+</li>
+        </ul></li>
+        <li>
+    broadbean.blueprint
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#module-broadbean.blueprint">module</a>
+</li>
+        </ul></li>
+        <li>
+    broadbean.broadbean
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#module-broadbean.broadbean">module</a>
+</li>
+        </ul></li>
+        <li>
+    broadbean.element
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#module-broadbean.element">module</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li>
+    broadbean.plotting
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#module-broadbean.plotting">module</a>
+</li>
+        </ul></li>
+        <li>
+    broadbean.ripasso
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#module-broadbean.ripasso">module</a>
+</li>
+        </ul></li>
+        <li>
+    broadbean.sequence
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#module-broadbean.sequence">module</a>
+</li>
+        </ul></li>
+        <li>
+    broadbean.tools
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#module-broadbean.tools">module</a>
+</li>
+        </ul></li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="C" class="genindex-section">
+  <h2>C</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.changeArg">changeArg() (broadbean.blueprint.BluePrint method)</a>
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#broadbean.element.Element.changeArg">(broadbean.element.Element method)</a>
+</li>
+        </ul></li>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.changeDuration">changeDuration() (broadbean.blueprint.BluePrint method)</a>
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#broadbean.element.Element.changeDuration">(broadbean.element.Element method)</a>
+</li>
+        </ul></li>
+        <li><a href="api/generated/broadbean.html#broadbean.element.Element.channels">channels (broadbean.element.Element property)</a>
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.channels">(broadbean.sequence.Sequence property)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.checkConsistency">checkConsistency() (broadbean.sequence.Sequence method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.copy">copy() (broadbean.blueprint.BluePrint method)</a>
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#broadbean.element.Element.copy">(broadbean.element.Element method)</a>
+</li>
+          <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.copy">(broadbean.sequence.Sequence method)</a>
+</li>
+        </ul></li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="D" class="genindex-section">
+  <h2>D</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.description">description (broadbean.blueprint.BluePrint property)</a>
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#broadbean.element.Element.description">(broadbean.element.Element property)</a>
+</li>
+          <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.description">(broadbean.sequence.Sequence property)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.duration">duration (broadbean.blueprint.BluePrint property)</a>
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#broadbean.element.Element.duration">(broadbean.element.Element property)</a>
+</li>
+          <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.duration">(broadbean.sequence.Sequence property)</a>
+</li>
+        </ul></li>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.durations">durations (broadbean.blueprint.BluePrint property)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="E" class="genindex-section">
+  <h2>E</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.element.Element">Element (class in broadbean.element)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.element">element() (broadbean.sequence.Sequence method)</a>
+</li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.element.Element.element_from_description">element_from_description() (broadbean.element.Element class method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.element.ElementDurationError">ElementDurationError</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="F" class="genindex-section">
+  <h2>F</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.forge">forge() (broadbean.sequence.Sequence method)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="G" class="genindex-section">
+  <h2>G</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.broadbean.PulseAtoms.gaussian">gaussian() (broadbean.broadbean.PulseAtoms static method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.broadbean.PulseAtoms.gaussian_smooth_cutoff">gaussian_smooth_cutoff() (broadbean.broadbean.PulseAtoms static method)</a>
+</li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.element.Element.getArrays">getArrays() (broadbean.element.Element method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.plotting.getSIScalingAndPrefix">getSIScalingAndPrefix() (in module broadbean.plotting)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="I" class="genindex-section">
+  <h2>I</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.init_from_json">init_from_json() (broadbean.blueprint.BluePrint class method)</a>
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#broadbean.element.Element.init_from_json">(broadbean.element.Element class method)</a>
+</li>
+          <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.init_from_json">(broadbean.sequence.Sequence class method)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.insertSegment">insertSegment() (broadbean.blueprint.BluePrint method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.InvalidForgedSequenceError">InvalidForgedSequenceError</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="L" class="genindex-section">
+  <h2>L</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.length_segments">length_segments (broadbean.blueprint.BluePrint property)</a>
+</li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.length_sequenceelements">length_sequenceelements (broadbean.sequence.Sequence property)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="M" class="genindex-section">
+  <h2>M</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.tools.makeLinearlyVaryingSequence">makeLinearlyVaryingSequence() (in module broadbean.tools)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.tools.makeVaryingSequence">makeVaryingSequence() (in module broadbean.tools)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.broadbean.marked_for_deletion">marked_for_deletion() (in module broadbean.broadbean)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.ripasso.MissingFrequenciesError">MissingFrequenciesError</a>
+</li>
+        <li>
+    module
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#module-broadbean">broadbean</a>
+</li>
+          <li><a href="api/generated/broadbean.html#module-broadbean.blueprint">broadbean.blueprint</a>
+</li>
+          <li><a href="api/generated/broadbean.html#module-broadbean.broadbean">broadbean.broadbean</a>
+</li>
+          <li><a href="api/generated/broadbean.html#module-broadbean.element">broadbean.element</a>
+</li>
+          <li><a href="api/generated/broadbean.html#module-broadbean.plotting">broadbean.plotting</a>
+</li>
+          <li><a href="api/generated/broadbean.html#module-broadbean.ripasso">broadbean.ripasso</a>
+</li>
+          <li><a href="api/generated/broadbean.html#module-broadbean.sequence">broadbean.sequence</a>
+</li>
+          <li><a href="api/generated/broadbean.html#module-broadbean.tools">broadbean.tools</a>
+</li>
+        </ul></li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="N" class="genindex-section">
+  <h2>N</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.name">name (broadbean.sequence.Sequence property)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="O" class="genindex-section">
+  <h2>O</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.outputForAWGFile">outputForAWGFile() (broadbean.sequence.Sequence method)</a>
+</li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.outputForSEQXFile">outputForSEQXFile() (broadbean.sequence.Sequence method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.outputForSEQXFileWithFlags">outputForSEQXFileWithFlags() (broadbean.sequence.Sequence method)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="P" class="genindex-section">
+  <h2>P</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.plotting.plotter">plotter() (in module broadbean.plotting)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.points">points (broadbean.blueprint.BluePrint property)</a>
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#broadbean.element.Element.points">(broadbean.element.Element property)</a>
+</li>
+          <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.points">(broadbean.sequence.Sequence property)</a>
+</li>
+        </ul></li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.broadbean.PulseAtoms">PulseAtoms (class in broadbean.broadbean)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="R" class="genindex-section">
+  <h2>R</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.broadbean.PulseAtoms.ramp">ramp() (broadbean.broadbean.PulseAtoms static method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.removeSegment">removeSegment() (broadbean.blueprint.BluePrint method)</a>
+</li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.removeSegmentMarker">removeSegmentMarker() (broadbean.blueprint.BluePrint method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.tools.repeatAndVarySequence">repeatAndVarySequence() (in module broadbean.tools)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="S" class="genindex-section">
+  <h2>S</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.SegmentDurationError">SegmentDurationError</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence">Sequence (class in broadbean.sequence)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.sequence_from_description">sequence_from_description() (broadbean.sequence.Sequence class method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.SequenceCompatibilityError">SequenceCompatibilityError</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.SequenceConsistencyError">SequenceConsistencyError</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.SequencingError">SequencingError</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.setChannelAmplitude">setChannelAmplitude() (broadbean.sequence.Sequence method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.setChannelDelay">setChannelDelay() (broadbean.sequence.Sequence method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.setChannelFilterCompensation">setChannelFilterCompensation() (broadbean.sequence.Sequence method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.setChannelOffset">setChannelOffset() (broadbean.sequence.Sequence method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.setChannelVoltageRange">setChannelVoltageRange() (broadbean.sequence.Sequence method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.setSegmentMarker">setSegmentMarker() (broadbean.blueprint.BluePrint method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.setSequenceSettings">setSequenceSettings() (broadbean.sequence.Sequence method)</a>
+</li>
+    </ul></td>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.setSequencingEventInput">setSequencingEventInput() (broadbean.sequence.Sequence method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.setSequencingEventJumpTarget">setSequencingEventJumpTarget() (broadbean.sequence.Sequence method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.setSequencingGoto">setSequencingGoto() (broadbean.sequence.Sequence method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.setSequencingNumberOfRepetitions">setSequencingNumberOfRepetitions() (broadbean.sequence.Sequence method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.setSequencingTriggerWait">setSequencingTriggerWait() (broadbean.sequence.Sequence method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.setSR">setSR() (broadbean.blueprint.BluePrint method)</a>
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.setSR">(broadbean.sequence.Sequence method)</a>
+</li>
+        </ul></li>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.showPrint">showPrint() (broadbean.blueprint.BluePrint method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.broadbean.PulseAtoms.sine">sine() (broadbean.broadbean.PulseAtoms static method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.sequence.SpecificationInconsistencyError">SpecificationInconsistencyError</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.SR">SR (broadbean.blueprint.BluePrint property)</a>
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#broadbean.element.Element.SR">(broadbean.element.Element property)</a>
+</li>
+          <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.SR">(broadbean.sequence.Sequence property)</a>
+</li>
+        </ul></li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="V" class="genindex-section">
+  <h2>V</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.element.Element.validateDurations">validateDurations() (broadbean.element.Element method)</a>
+</li>
+    </ul></td>
+  </tr></table>
+</section>
+
+<section id="W" class="genindex-section">
+  <h2>W</h2>
+  <table style="width: 100%" class="indextable genindextable"><tr>
+    <td style="width: 33%; vertical-align: top;"><ul>
+        <li><a href="api/generated/broadbean.html#broadbean.broadbean.PulseAtoms.waituntil">waituntil() (broadbean.broadbean.PulseAtoms static method)</a>
+</li>
+        <li><a href="api/generated/broadbean.html#broadbean.blueprint.BluePrint.write_to_json">write_to_json() (broadbean.blueprint.BluePrint method)</a>
+
+        <ul>
+          <li><a href="api/generated/broadbean.html#broadbean.element.Element.write_to_json">(broadbean.element.Element method)</a>
+</li>
+          <li><a href="api/generated/broadbean.html#broadbean.sequence.Sequence.write_to_json">(broadbean.sequence.Sequence method)</a>
+</li>
+        </ul></li>
+    </ul></td>
+  </tr></table>
+</section>
+
+
+        </article>
+      </div>
+      <footer>
+        
+        <div class="related-pages">
+          
+          
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            <div class="copyright">
+                Copyright &#169; 2022, Microsoft Quantum
+            </div>
+            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            
+          </div>
+          <div class="right-details">
+            
+          </div>
+        </div>
+        
+      </footer>
+    </div>
+    <aside class="toc-drawer no-toc">
+      
+      
+      
+    </aside>
+  </div>
+</div><script src="_static/documentation_options.js?v=ed06f5ab"></script>
+    <script src="_static/doctools.js?v=9bcbadda"></script>
+    <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+    <script src="_static/scripts/furo.js?v=5fa4622c"></script>
+    <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
+    </body>
+</html>
\ No newline at end of file
diff --git a/index.html b/index.html
new file mode 100644
index 000000000..84d04825d
--- /dev/null
+++ b/index.html
@@ -0,0 +1,395 @@
+<!doctype html>
+<html class="no-js" lang="en" data-content_root="./">
+  <head><meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
+<link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="broadbean package" href="api/generated/broadbean.html" />
+
+    <!-- Generated with Sphinx 8.1.3 and Furo 2024.08.06 -->
+        <title>broadbean 0.15.0.dev697 documentation</title>
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=03e43079" />
+    <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=354aac6f" />
+    <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=302659d7" />
+    
+    
+
+
+<style>
+  body {
+    --color-code-background: #eeffcc;
+  --color-code-foreground: black;
+  
+  }
+  @media not print {
+    body[data-theme="dark"] {
+      --color-code-background: #202020;
+  --color-code-foreground: #d0d0d0;
+  
+    }
+    @media (prefers-color-scheme: dark) {
+      body:not([data-theme="light"]) {
+        --color-code-background: #202020;
+  --color-code-foreground: #d0d0d0;
+  
+      }
+    }
+  }
+</style></head>
+  <body>
+    
+    <script>
+      document.body.dataset.theme = localStorage.getItem("theme") || "auto";
+    </script>
+    
+
+<svg xmlns="http://www.w3.org/2000/svg" style="display: none;">
+  <symbol id="svg-toc" viewBox="0 0 24 24">
+    <title>Contents</title>
+    <svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 1024 1024">
+      <path d="M408 442h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8zm-8 204c0 4.4 3.6 8 8 8h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56zm504-486H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zm0 632H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zM115.4 518.9L271.7 642c5.8 4.6 14.4.5 14.4-6.9V388.9c0-7.4-8.5-11.5-14.4-6.9L115.4 505.1a8.74 8.74 0 0 0 0 13.8z"/>
+    </svg>
+  </symbol>
+  <symbol id="svg-menu" viewBox="0 0 24 24">
+    <title>Menu</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="feather-menu">
+      <line x1="3" y1="12" x2="21" y2="12"></line>
+      <line x1="3" y1="6" x2="21" y2="6"></line>
+      <line x1="3" y1="18" x2="21" y2="18"></line>
+    </svg>
+  </symbol>
+  <symbol id="svg-arrow-right" viewBox="0 0 24 24">
+    <title>Expand</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="feather-chevron-right">
+      <polyline points="9 18 15 12 9 6"></polyline>
+    </svg>
+  </symbol>
+  <symbol id="svg-sun" viewBox="0 0 24 24">
+    <title>Light mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="feather-sun">
+      <circle cx="12" cy="12" r="5"></circle>
+      <line x1="12" y1="1" x2="12" y2="3"></line>
+      <line x1="12" y1="21" x2="12" y2="23"></line>
+      <line x1="4.22" y1="4.22" x2="5.64" y2="5.64"></line>
+      <line x1="18.36" y1="18.36" x2="19.78" y2="19.78"></line>
+      <line x1="1" y1="12" x2="3" y2="12"></line>
+      <line x1="21" y1="12" x2="23" y2="12"></line>
+      <line x1="4.22" y1="19.78" x2="5.64" y2="18.36"></line>
+      <line x1="18.36" y1="5.64" x2="19.78" y2="4.22"></line>
+    </svg>
+  </symbol>
+  <symbol id="svg-moon" viewBox="0 0 24 24">
+    <title>Dark mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon">
+      <path stroke="none" d="M0 0h24v24H0z" fill="none" />
+      <path d="M12 3c.132 0 .263 0 .393 0a7.5 7.5 0 0 0 7.92 12.446a9 9 0 1 1 -8.313 -12.454z" />
+    </svg>
+  </symbol>
+  <symbol id="svg-sun-with-moon" viewBox="0 0 24 24">
+    <title>Auto light/dark, in light mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round"
+      class="icon-custom-derived-from-feather-sun-and-tabler-moon">
+      <path style="opacity: 50%" d="M 5.411 14.504 C 5.471 14.504 5.532 14.504 5.591 14.504 C 3.639 16.319 4.383 19.569 6.931 20.352 C 7.693 20.586 8.512 20.551 9.25 20.252 C 8.023 23.207 4.056 23.725 2.11 21.184 C 0.166 18.642 1.702 14.949 4.874 14.536 C 5.051 14.512 5.231 14.5 5.411 14.5 L 5.411 14.504 Z"/>
+      <line x1="14.5" y1="3.25" x2="14.5" y2="1.25"/>
+      <line x1="14.5" y1="15.85" x2="14.5" y2="17.85"/>
+      <line x1="10.044" y1="5.094" x2="8.63" y2="3.68"/>
+      <line x1="19" y1="14.05" x2="20.414" y2="15.464"/>
+      <line x1="8.2" y1="9.55" x2="6.2" y2="9.55"/>
+      <line x1="20.8" y1="9.55" x2="22.8" y2="9.55"/>
+      <line x1="10.044" y1="14.006" x2="8.63" y2="15.42"/>
+      <line x1="19" y1="5.05" x2="20.414" y2="3.636"/>
+      <circle cx="14.5" cy="9.55" r="3.6"/>
+    </svg>
+  </symbol>
+  <symbol id="svg-moon-with-sun" viewBox="0 0 24 24">
+    <title>Auto light/dark, in dark mode</title>
+    <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor"
+      stroke-width="1" stroke-linecap="round" stroke-linejoin="round"
+      class="icon-custom-derived-from-feather-sun-and-tabler-moon">
+      <path d="M 8.282 7.007 C 8.385 7.007 8.494 7.007 8.595 7.007 C 5.18 10.184 6.481 15.869 10.942 17.24 C 12.275 17.648 13.706 17.589 15 17.066 C 12.851 22.236 5.91 23.143 2.505 18.696 C -0.897 14.249 1.791 7.786 7.342 7.063 C 7.652 7.021 7.965 7 8.282 7 L 8.282 7.007 Z"/>
+      <line style="opacity: 50%" x1="18" y1="3.705" x2="18" y2="2.5"/>
+      <line style="opacity: 50%" x1="18" y1="11.295" x2="18" y2="12.5"/>
+      <line style="opacity: 50%" x1="15.316" y1="4.816" x2="14.464" y2="3.964"/>
+      <line style="opacity: 50%" x1="20.711" y1="10.212" x2="21.563" y2="11.063"/>
+      <line style="opacity: 50%" x1="14.205" y1="7.5" x2="13.001" y2="7.5"/>
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+<li class="toctree-l2"><a class="reference internal" href="examples/Pulse_Building_Tutorial.html">Pulsebuilding tutorial</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Pulse_Building_Tutorial.html#Blueprints">Blueprints</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Pulse_Building_Tutorial.html#Elements">Elements</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Pulse_Building_Tutorial.html#Sequences">Sequences</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Making_output_for_Tektronix_AWG70000A.html">Introduction</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Example_Write_Read_JSON.html">Read and Write from JSON file Tutorial</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Example_Write_Read_JSON.html#Ekstras">Ekstras</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Filter_compensation.html">Filter compensation with the ripasso module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Filter_compensation.html#RC-Filters">RC Filters</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Filter_compensation.html#User-supplied-transfer-function">User-supplied transfer function</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Subsequences.html">Subsequences</a></li>
+</ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="changes/index.html">Changelogs</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of Changelogs</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="changes/0.11.0.html">0.11.0</a></li>
+<li class="toctree-l2"><a class="reference internal" href="changes/0.10.0.html">0.10.0</a></li>
+</ul>
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+            <div class="visually-hidden">Toggle table of contents sidebar</div>
+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main" id="furo-main-content">
+          <p>Welcome to broadbean’s documentation!</p>
+<p>The broadbean package is a tool for creating and manipulating pulse
+sequences.The broadbean module lets the user compose and manipulate pulse sequences.
+The aim of the module is to reduce pulse building to the logical minimum of
+specifications so that building and manipulation become as easy as saying “Gimme
+a square wave, then a ramp, then a sine, and then wait for 10 ms” and, in particular,
+“Do the same thing again, but now with the sine having twice the frequency it had before”.</p>
+<p>The little extra module called ripasso performs frequency filtering and frequency filter
+compensation. It could be useful in a general setting and is therefore factored out
+to its own module.</p>
+<p>The name: The broad bean is one of my favourite pulses.</p>
+<section id="documentation">
+<h1>Documentation<a class="headerlink" href="#documentation" title="Link to this heading">¶</a></h1>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="api/generated/broadbean.html">broadbean package</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="api/generated/broadbean.html#submodules">Submodules</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/generated/broadbean.html#module-broadbean.blueprint">broadbean.blueprint module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/generated/broadbean.html#module-broadbean.broadbean">broadbean.broadbean module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/generated/broadbean.html#module-broadbean.element">broadbean.element module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/generated/broadbean.html#module-broadbean.plotting">broadbean.plotting module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/generated/broadbean.html#module-broadbean.ripasso">broadbean.ripasso module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/generated/broadbean.html#module-broadbean.sequence">broadbean.sequence module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/generated/broadbean.html#module-broadbean.tools">broadbean.tools module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="api/generated/broadbean.html#module-broadbean">Module contents</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="start/index.html">Getting Started</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="start/index.html#requirements">Requirements</a></li>
+<li class="toctree-l2"><a class="reference internal" href="start/index.html#installation">Installation</a></li>
+<li class="toctree-l2"><a class="reference internal" href="start/index.html#using-broadbean">Using broadbean</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="examples/index.html">Broadbean Examples</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="examples/Pulse_Building_Tutorial.html">Pulsebuilding tutorial</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Pulse_Building_Tutorial.html#Blueprints">Blueprints</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Pulse_Building_Tutorial.html#Elements">Elements</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Pulse_Building_Tutorial.html#Sequences">Sequences</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Making_output_for_Tektronix_AWG70000A.html">Introduction</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Example_Write_Read_JSON.html">Read and Write from JSON file Tutorial</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Example_Write_Read_JSON.html#Ekstras">Ekstras</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Filter_compensation.html">Filter compensation with the ripasso module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Filter_compensation.html#RC-Filters">RC Filters</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Filter_compensation.html#User-supplied-transfer-function">User-supplied transfer function</a></li>
+<li class="toctree-l2"><a class="reference internal" href="examples/Subsequences.html">Subsequences</a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="changes/index.html">Changelogs</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="changes/0.11.0.html">0.11.0</a></li>
+<li class="toctree-l2"><a class="reference internal" href="changes/0.10.0.html">0.10.0</a></li>
+</ul>
+</li>
+</ul>
+</div>
+<section id="indices-and-tables">
+<h2>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Link to this heading">¶</a></h2>
+<ul class="simple">
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+<li><p><a class="reference internal" href="py-modindex.html"><span class="std std-ref">Module Index</span></a></p></li>
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+            <ul>
+<li><a class="reference internal" href="#">Documentation</a><ul>
+<li><a class="reference internal" href="#indices-and-tables">Indices and tables</a></li>
+</ul>
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diff --git a/searchindex.js b/searchindex.js
new file mode 100644
index 000000000..c1bac9d4a
--- /dev/null
+++ b/searchindex.js
@@ -0,0 +1 @@
+Search.setIndex({"alltitles": {"Basic blueprinting": [[7, "Basic-blueprinting"]], "Behind The Scenes:": [[2, "behind-the-scenes"]], "Blueprints": [[7, "Blueprints"]], "Breaking Changes:": [[1, "breaking-changes"], [2, "breaking-changes"]], "Broadbean Examples": [[9, null]], "Building a BluePrint": [[4, "Building-a-BluePrint"]], "Changelog for broadbean 0.10.0": [[1, null]], "Changelog for broadbean 0.11.0": [[2, null]], "Changelogs": [[3, null]], "Compressed": [[8, "Compressed"]], "Create a broadbean environment": [[11, "create-a-broadbean-environment"]], "Delays and filter compensation": [[7, "Delays-and-filter-compensation"]], "Documentation": [[10, null]], "Ekstras": [[4, "Ekstras"]], "Elements": [[7, "Elements"]], "Example 1: Compression": [[8, "Example-1:-Compression"]], "Filter compensation with the ripasso module": [[5, null]], "Getting Started": [[11, null]], "Improved:": [[2, "improved"]], "Indices and tables": [[10, "indices-and-tables"]], "Installation": [[11, 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"Step-5:-Play-it"]], "Submodules": [[0, "submodules"]], "Subsequences": [[8, null]], "Table of Contents": [[7, "Table-of-Contents"]], "Tektronix AWG 5014 output": [[7, "Tektronix-AWG-5014-output"]], "Test if the Sequences are identical": [[4, "Test-if-the-Sequences-are-identical"]], "Uncompressed": [[8, "Uncompressed"]], "Updating Broadbean": [[11, "updating-broadbean"]], "User-supplied transfer function": [[5, "User-supplied-transfer-function"]], "Using broadbean": [[11, "using-broadbean"]], "Writing the Sequence to a file": [[4, "Writing-the-Sequence-to-a-file"]], "broadbean package": [[0, null]], "broadbean.blueprint module": [[0, "module-broadbean.blueprint"]], "broadbean.broadbean module": [[0, "module-broadbean.broadbean"]], "broadbean.element module": [[0, "module-broadbean.element"]], "broadbean.plotting module": [[0, "module-broadbean.plotting"]], "broadbean.ripasso module": [[0, "module-broadbean.ripasso"]], "broadbean.sequence module": [[0, "module-broadbean.sequence"]], "broadbean.tools module": [[0, "module-broadbean.tools"]]}, "docnames": ["api/generated/broadbean", "changes/0.10.0", "changes/0.11.0", "changes/index", "examples/Example_Write_Read_JSON", "examples/Filter_compensation", "examples/Making_output_for_Tektronix_AWG70000A", "examples/Pulse_Building_Tutorial", "examples/Subsequences", "examples/index", "index", "start/index"], "envversion": {"nbsphinx": 4, "sphinx": 64, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx.ext.todo": 2, "sphinx.ext.viewcode": 1}, "filenames": ["api/generated/broadbean.rst", "changes/0.10.0.rst", "changes/0.11.0.rst", "changes/index.rst", "examples/Example_Write_Read_JSON.ipynb", "examples/Filter_compensation.ipynb", 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+          <section id="getting-started">
+<span id="gettingstarted"></span><h1>Getting Started<a class="headerlink" href="#getting-started" title="Link to this heading">¶</a></h1>
+<div class="toctree-wrapper compound">
+</div>
+<section id="requirements">
+<h2>Requirements<a class="headerlink" href="#requirements" title="Link to this heading">¶</a></h2>
+<p>You need a working <code class="docutils literal notranslate"><span class="pre">python</span> <span class="pre">3.7</span></code> installation, as the minimum Python version (at present,
+we recommend <code class="docutils literal notranslate"><span class="pre">python</span> <span class="pre">3.10</span></code>), to be able to use <code class="docutils literal notranslate"><span class="pre">broadbean</span></code>. We highly recommend installing
+Miniconda, which takes care of installing Python and managing packages. In the following
+it will be assumed that you use Miniconda. Download and install it from <a class="reference external" href="https://docs.conda.io/en/latest/miniconda.html">here</a>.
+Make sure to download the latest version with <code class="docutils literal notranslate"><span class="pre">python</span> <span class="pre">3.10</span></code>.</p>
+<p>Once you download, install Miniconda according to the instructions on screen,
+choosing the single user installation option.</p>
+<p>The next section will guide you through the installation of broadbean on Windows.</p>
+</section>
+<section id="installation">
+<h2>Installation<a class="headerlink" href="#installation" title="Link to this heading">¶</a></h2>
+<p>Before you install broadbean you have to decide whether you want to install the
+latest stable published release or if you want to get the latest developer version
+from broadbean repository on Azure Devops. To install the official package you will need to
+configure your computer</p>
+<section id="create-a-broadbean-environment">
+<h3>Create a broadbean environment<a class="headerlink" href="#create-a-broadbean-environment" title="Link to this heading">¶</a></h3>
+<p>As mentioned above, it is recommended to use <code class="docutils literal notranslate"><span class="pre">broadbean</span></code> from a <code class="docutils literal notranslate"><span class="pre">conda</span></code> environment.
+We create that by executing the following command:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>create<span class="w"> </span>-n<span class="w"> </span>broadbean-env<span class="w"> </span><span class="nv">python</span><span class="o">=</span><span class="m">3</span>.10
+</pre></div>
+</div>
+<p>This will create a python 3.9 environment named broadbean-env.
+Once the environment is created close your shell and open it again to ensure that changes take effect.</p>
+</section>
+<section id="installing-the-latest-broadbean-release">
+<h3>Installing the latest broadbean release<a class="headerlink" href="#installing-the-latest-broadbean-release" title="Link to this heading">¶</a></h3>
+<p>The <code class="docutils literal notranslate"><span class="pre">broadbean</span></code> package can be installed using pip:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>activate<span class="w"> </span>broadbean-env
+pip<span class="w"> </span>install<span class="w"> </span>broadbean
+</pre></div>
+</div>
+</section>
+<section id="setting-up-your-development-environment">
+<h3>Setting up your development environment<a class="headerlink" href="#setting-up-your-development-environment" title="Link to this heading">¶</a></h3>
+<p>The default <code class="docutils literal notranslate"><span class="pre">broadbean</span></code> installation does not include packages such as <code class="docutils literal notranslate"><span class="pre">pytest</span></code> that are required for testing and development.
+For development and testing, install <code class="docutils literal notranslate"><span class="pre">broadbean</span></code> with the <code class="docutils literal notranslate"><span class="pre">test</span></code> feature.
+Note that <code class="docutils literal notranslate"><span class="pre">broadbean</span></code> requires <code class="docutils literal notranslate"><span class="pre">python</span> <span class="pre">v3.7</span></code>, so be sure to include that option when creating your new development environment.
+If you run <code class="docutils literal notranslate"><span class="pre">broadbean</span></code> from Jupyter notebooks, you may also need to install <code class="docutils literal notranslate"><span class="pre">jupyter</span></code> into the development environment.</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>create<span class="w"> </span>-n<span class="w"> </span>broadbean-development<span class="w"> </span><span class="nv">python</span><span class="o">=</span><span class="m">3</span>.10
+conda<span class="w"> </span>activate<span class="w"> </span>broadbean-development
+<span class="nb">cd</span><span class="w"> </span>&lt;path<span class="w"> </span>to<span class="w"> </span>broadbean<span class="w"> </span>repository&gt;
+pip<span class="w"> </span>install<span class="w"> </span>-e<span class="w"> </span>.<span class="o">[</span>test<span class="o">]</span>
+</pre></div>
+</div>
+</section>
+<section id="updating-broadbean">
+<h3>Updating Broadbean<a class="headerlink" href="#updating-broadbean" title="Link to this heading">¶</a></h3>
+<p>If you have installed <code class="docutils literal notranslate"><span class="pre">broadbean</span></code> with <code class="docutils literal notranslate"><span class="pre">pip</span></code>, run the following to update:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span>--upgrade<span class="w"> </span>broadbean
+</pre></div>
+</div>
+<p>Updates to <code class="docutils literal notranslate"><span class="pre">broadbean</span></code> are quite frequent, so please check regularly.</p>
+<p>If you have installed <code class="docutils literal notranslate"><span class="pre">broadbean</span></code> from the cloned <code class="docutils literal notranslate"><span class="pre">git</span></code> repository, pull the <code class="docutils literal notranslate"><span class="pre">broadbean</span></code>
+repository using your favorite method (git bash, git shell, github desktop, …).</p>
+</section>
+<section id="keeping-your-environment-up-to-date">
+<h3>Keeping your environment up to date<a class="headerlink" href="#keeping-your-environment-up-to-date" title="Link to this heading">¶</a></h3>
+<p>Dependencies are periodically been adjusted for <code class="docutils literal notranslate"><span class="pre">broadbean</span></code> (and for <code class="docutils literal notranslate"><span class="pre">qcodes</span></code>, which <code class="docutils literal notranslate"><span class="pre">broadbean</span></code> is built upon)
+and new versions of packages that <code class="docutils literal notranslate"><span class="pre">broadbean</span></code> depends on get released.
+Conda/Miniconda itself is also being updated.</p>
+<p>Hence, to keep the broadbean conda environment up to date, please run for the activated broadbean environment:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>update<span class="w"> </span>-n<span class="w"> </span>base<span class="w"> </span>conda<span class="w"> </span>-c<span class="w"> </span>defaults
+conda<span class="w"> </span>env<span class="w"> </span>update
+</pre></div>
+</div>
+<p>The first line ensures that the <code class="docutils literal notranslate"><span class="pre">conda</span></code> package manager it self is
+up to date, and the second line will ensure that the latest versions of the
+packages used by <code class="docutils literal notranslate"><span class="pre">broadbean</span></code> are installed. See
+<a class="reference external" href="https://conda.io/docs/commands/env/conda-env-update.html">here</a> for more
+documentation on <code class="docutils literal notranslate"><span class="pre">conda</span> <span class="pre">env</span> <span class="pre">update</span></code>.</p>
+<p>If you are using broadbean from an editable install, you should also reinstall <code class="docutils literal notranslate"><span class="pre">broadbean</span></code>
+before upgrading the environment to make sure that dependencies are tracked correctly using:</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>uninstall<span class="w"> </span>broadbean
+pip<span class="w"> </span>install<span class="w"> </span>-e<span class="w"> </span>&lt;path-to-repository&gt;
+</pre></div>
+</div>
+<p>Note that if you install packages yourself into the same
+environment it is preferable to install them using <code class="docutils literal notranslate"><span class="pre">conda</span></code>. There is a chance that
+mixing packages from <code class="docutils literal notranslate"><span class="pre">conda</span></code> and <code class="docutils literal notranslate"><span class="pre">pip</span></code> will produce a broken environment,
+especially if the same package is installed using both <code class="docutils literal notranslate"><span class="pre">pip</span></code> and <code class="docutils literal notranslate"><span class="pre">conda</span></code>.</p>
+</section>
+</section>
+<section id="using-broadbean">
+<h2>Using broadbean<a class="headerlink" href="#using-broadbean" title="Link to this heading">¶</a></h2>
+<p>For using broadbean, as with any other python library, it is useful to use an
+application that facilitates the editing and execution of python files. Some
+options are:</p>
+<blockquote>
+<div><ul class="simple">
+<li><p><strong>Jupyter</strong>, a browser based notebook</p></li>
+<li><p><strong>Vscode</strong>, IDE with ipython capabilities</p></li>
+<li><p><strong>Spyder</strong>, an integrated development environment</p></li>
+</ul>
+</div></blockquote>
+<p>For other options you can launch a terminal either via the <em>Anaconda Navigator</em>
+by selecting <em>broadbean</em> in the <em>Environments tab</em> and left-clicking on the <em>play</em>
+button or by entering</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>activate<span class="w"> </span>broadbean
+</pre></div>
+</div>
+<p>in the <em>Anaconda prompt</em>.</p>
+<p>From the terminal you can then start any other application, such as <em>IPython</em> or
+just plain old <em>Python</em>.</p>
+</section>
+</section>
+
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+          <div class="toc-tree">
+            <ul>
+<li><a class="reference internal" href="#">Getting Started</a><ul>
+<li><a class="reference internal" href="#requirements">Requirements</a></li>
+<li><a class="reference internal" href="#installation">Installation</a><ul>
+<li><a class="reference internal" href="#create-a-broadbean-environment">Create a broadbean environment</a></li>
+<li><a class="reference internal" href="#installing-the-latest-broadbean-release">Installing the latest broadbean release</a></li>
+<li><a class="reference internal" href="#setting-up-your-development-environment">Setting up your development environment</a></li>
+<li><a class="reference internal" href="#updating-broadbean">Updating Broadbean</a></li>
+<li><a class="reference internal" href="#keeping-your-environment-up-to-date">Keeping your environment up to date</a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#using-broadbean">Using broadbean</a></li>
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