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helloworld.html
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helloworld.html
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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>helloworld</title>
<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
<style type="text/css">
/*!
*
* Twitter Bootstrap
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<h1 id="Hello-World">Hello World<a class="anchor-link" href="#Hello-World">¶</a></h1><p>This notebook is my first attempt at data analysis with captured CSV data from the Rigol DS1052E oscilloscope.</p>
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<div class=" highlight hl-ipython2"><pre><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
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<h3 id="Read-CSV">Read CSV<a class="anchor-link" href="#Read-CSV">¶</a></h3>
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<div class=" highlight hl-ipython2"><pre><span class="n">csv</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">genfromtxt</span><span class="p">(</span><span class="s">'data/helloworld.csv'</span><span class="p">,</span> <span class="n">delimiter</span><span class="o">=</span><span class="s">','</span><span class="p">,</span> <span class="n">skip_header</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">usecols</span><span class="o">=</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">csv</span>
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<div class="output_area"><div class="prompt output_prompt">Out[365]:</div>
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<pre>array([[-0.00328, 2.2 ],
[-0.00324, 2.22 ],
[-0.0032 , 2.2 ],
...,
[ 0.0206 , 0. ],
[ 0.02064, 0. ],
[ 0.02068, 2.22 ]])</pre>
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<div class=" highlight hl-ipython2"><pre><span class="n">csv</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">transpose</span><span class="p">(</span><span class="n">csv</span><span class="p">)</span>
<span class="n">time</span> <span class="o">=</span> <span class="n">csv</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="mi">1000</span>
<span class="n">voltage</span> <span class="o">=</span> <span class="n">csv</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
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<h3 id="Plot">Plot<a class="anchor-link" href="#Plot">¶</a></h3>
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<div class=" highlight hl-ipython2"><pre><span class="k">def</span> <span class="nf">oscilloscope</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">height</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">start</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">stop</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="n">width</span><span class="p">,</span> <span class="n">height</span><span class="p">))</span>
<span class="n">axes</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
<span class="n">axes</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</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">y</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">marker</span><span class="o">=</span><span class="s">'o'</span><span class="p">,</span> <span class="n">mec</span><span class="o">=</span><span class="s">'red'</span><span class="p">,</span> <span class="n">mfc</span><span class="o">=</span><span class="s">'red'</span><span class="p">,</span> <span class="n">markersize</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="n">oscilloscope</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">voltage</span><span class="p">)</span>
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<h3 id="Frequency-Analysis">Frequency Analysis<a class="anchor-link" href="#Frequency-Analysis">¶</a></h3><p>Finding out common voltage levels</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">counts</span><span class="p">,</span> <span class="n">values</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">histogram</span><span class="p">(</span><span class="n">voltage</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">print_table</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="p">):</span>
<span class="k">print</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">columns</span><span class="p">)</span>
<span class="n">print_table</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">counts</span><span class="p">,</span> <span class="n">values</span><span class="p">),</span> <span class="p">[</span><span class="s">'count'</span><span class="p">,</span> <span class="s">'value'</span><span class="p">])</span>
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<pre> count value
0 316 0.000
1 3 0.224
2 1 0.448
3 4 0.672
4 0 0.896
5 2 1.120
6 0 1.344
7 0 1.568
8 0 1.792
9 274 2.016
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<div class=" highlight hl-ipython2"><pre><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">voltage</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class=" highlight hl-ipython2"><pre><span class="n">print_table</span><span class="p">([(</span><span class="n">n</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">voltage</span><span class="p">,</span> <span class="n">n</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="mi">0</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">10</span><span class="p">)],</span> <span class="p">[</span><span class="s">'percentile'</span><span class="p">,</span> <span class="s">'value'</span><span class="p">])</span>
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<pre> percentile value
0 0 0.00
1 10 0.00
2 20 0.00
3 30 0.00
4 40 0.00
5 50 0.02
6 60 2.20
7 70 2.20
8 80 2.22
9 90 2.22
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<h3 id="Cleaning-the-Data">Cleaning the Data<a class="anchor-link" href="#Cleaning-the-Data">¶</a></h3><p>Creating a "digital stream"</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">digital_one</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">percentile</span><span class="p">(</span><span class="n">voltage</span><span class="p">,</span> <span class="mi">90</span><span class="p">)</span>
<span class="n">digital_stream</span> <span class="o">=</span> <span class="n">voltage</span> <span class="o">/</span> <span class="n">digital_one</span>
<span class="n">digital_stream</span> <span class="o">=</span> <span class="n">digital_stream</span><span class="o">.</span><span class="n">round</span><span class="p">()</span>
<span class="n">oscilloscope</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="n">digital_stream</span><span class="p">,</span> <span class="n">height</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
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<h3 id="Next-Steps">Next Steps<a class="anchor-link" href="#Next-Steps">¶</a></h3><p>Nice, this is data I can work with. Next step is to convert this stream of highs and lows to something meaningful. I'm ready to capture all button presses and decode the bytes.</p>
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