Jekyll2021-09-19T18:25:52+00:00https://sureshshanmugam.com/feed.xmlOn Intelligence I am a Product Manager building AI software. I help improve operations of businesses using data and models. I have work experience in Financial Services & Technology companies.Suresh Shanmugamsuresh.shanmugam@icloud.comHow do we do Agile in Data Science?2021-08-22T00:00:00+00:002021-08-22T00:00:00+00:00https://sureshshanmugam.com/articles/agile-data-science<p>Here is my notes from the excellent article on Agile process for Data Science - <a href="https://productcoalition.com/agile-in-data-science-how-to-split-scope-aab24ee6d5ed">Agile in Data Science</a></p>
<h2 id="how-is-data-science-different-from-software-engineering">How is data science different from software engineering?</h2>
<p>Data Science workflow is a mix of waterfall and iterative approaches. Typically it involves:</p>
<ul>
<li>Data exploration</li>
<li>Algorithm research</li>
<li>Algorithm trails</li>
<li>Model improvements</li>
<li>Data exploration</li>
</ul>
<h2 id="how-to-succeed-with-agile">How to succeed with Agile?</h2>
<p>The best way to bring predictability to your Data Science team is to interlace the research and operational work. So in every sprint, you’ll do both, but on different topics. You’ll research ahead and do the operation for the area/opportunities you already got successful outputs from your research.</p>
<p>Typically it looks like this for a given epic</p>
<p><img src="/assets/images/agile_epics_datascience.png" alt="epic" /></p>Suresh Shanmugamsuresh.shanmugam@icloud.comHere is my notes from the excellent article on Agile process for Data Science - Agile in Data ScienceEnjoy Enjaami2021-07-23T00:00:00+00:002021-07-23T00:00:00+00:00https://sureshshanmugam.com/articles/%E0%AE%95%E0%AE%A3%E0%AF%8D%E0%AE%A3%E0%AF%87-%E0%AE%95%E0%AE%B2%E0%AF%88-%E0%AE%AE%E0%AE%BE%E0%AE%A9%E0%AF%87<h2 id="கண்ணே-கலை-மானே">கண்ணே கலை மானே</h2>
<p>ஊமை என்றால் ஒரு வகை அமைதி <br /><br />
ஏழை என்றால் அதில் ஒரு அமைதி <br /><br />
நீயோ கிளிப்பேடு பண் பாடும் ஆனந்தக் குயில் பேடு <br /><br />
ஏனோ தெய்வம் சதி செய்தது பேதை போல விதி செய்தது <br /></p>
<p>கண்ணே கலைமானே கன்னி மயிலெனக் கண்டேன் உனை நானே <br /><br />
அந்திப் பகல் உனை நான் பார்க்கிறேன் <br /><br />
ஆண்டவனை இதைத்தான் கேட்கிறேன் <br /></p>
<p>காதல் கொண்டேன் கனவினை வளர்த்தேன் <br /><br />
கண்மணி உனை நான் கருத்தினில் நிறைத்தேன் <br /><br />
உனக்கே உயிரானேன் என்னாளும் எனை நீ மறவாதே <br /><br />
நீ இல்லாமல் எது நிம்மதி நீதானே என் சன்னதி <br /></p>Suresh Shanmugamsuresh.shanmugam@icloud.comகண்ணே கலை மானேAltair Stock Charts Example2021-07-11T00:00:00+00:002021-07-11T00:00:00+00:00https://sureshshanmugam.com/articles/stocks_charts<h2 id="visualizing-stocks-in-altair">Visualizing Stocks in Altair</h2>
<p>This is an example of using line charts to visualize stocks data. I have created a 7-minute video to accompany this article.</p>
<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><table class="rouge-table"><tbody><tr><td class="rouge-gutter gl"><pre class="lineno">1
2
</pre></td><td class="rouge-code"><pre><span class="kn">import</span> <span class="nn">altair</span> <span class="k">as</span> <span class="n">alt</span>
<span class="kn">from</span> <span class="nn">vega_datasets</span> <span class="kn">import</span> <span class="n">data</span>
</pre></td></tr></tbody></table></code></pre></div></div>
<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><table class="rouge-table"><tbody><tr><td class="rouge-gutter gl"><pre class="lineno">1
</pre></td><td class="rouge-code"><pre><span class="n">source</span> <span class="o">=</span> <span class="n">data</span><span class="p">.</span><span class="n">stocks</span><span class="p">()</span>
</pre></td></tr></tbody></table></code></pre></div></div>
<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><table class="rouge-table"><tbody><tr><td class="rouge-gutter gl"><pre class="lineno">1
</pre></td><td class="rouge-code"><pre><span class="n">source</span><span class="p">.</span><span class="n">head</span><span class="p">()</span>
</pre></td></tr></tbody></table></code></pre></div></div>
<div>
<style scoped="">
.dataframe tbody tr th:only-of-type {
vertical-align: middle;
}
.dataframe tbody tr th {
vertical-align: top;
}
.dataframe thead th {
text-align: right;
}
</style>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>symbol</th>
<th>date</th>
<th>price</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>MSFT</td>
<td>2000-01-01</td>
<td>39.81</td>
</tr>
<tr>
<th>1</th>
<td>MSFT</td>
<td>2000-02-01</td>
<td>36.35</td>
</tr>
<tr>
<th>2</th>
<td>MSFT</td>
<td>2000-03-01</td>
<td>43.22</td>
</tr>
<tr>
<th>3</th>
<td>MSFT</td>
<td>2000-04-01</td>
<td>28.37</td>
</tr>
<tr>
<th>4</th>
<td>MSFT</td>
<td>2000-05-01</td>
<td>25.45</td>
</tr>
</tbody>
</table>
</div>
<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><table class="rouge-table"><tbody><tr><td class="rouge-gutter gl"><pre class="lineno">1
</pre></td><td class="rouge-code"><pre><span class="n">source</span><span class="p">.</span><span class="n">info</span><span class="p">()</span>
</pre></td></tr></tbody></table></code></pre></div></div>
<div class="language-plaintext highlighter-rouge"><div class="highlight"><pre class="highlight"><code><table class="rouge-table"><tbody><tr><td class="rouge-gutter gl"><pre class="lineno">1
2
3
4
5
6
7
8
9
10
</pre></td><td class="rouge-code"><pre><class 'pandas.core.frame.DataFrame'>
RangeIndex: 560 entries, 0 to 559
Data columns (total 3 columns):
# Column Non-Null Count Dtype
--- ------ -------------- -----
0 symbol 560 non-null object
1 date 560 non-null datetime64[ns]
2 price 560 non-null float64
dtypes: datetime64[ns](1), float64(1), object(1)
memory usage: 13.2+ KB
</pre></td></tr></tbody></table></code></pre></div></div>
<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><table class="rouge-table"><tbody><tr><td class="rouge-gutter gl"><pre class="lineno">1
2
3
4
</pre></td><td class="rouge-code"><pre><span class="n">alt</span><span class="p">.</span><span class="n">Chart</span><span class="p">(</span><span class="n">source</span><span class="p">).</span><span class="n">mark_line</span><span class="p">().</span><span class="n">encode</span><span class="p">(</span>
<span class="n">x</span> <span class="o">=</span> <span class="s">'date'</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s">'price'</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s">'symbol'</span><span class="p">,</span>
<span class="n">strokeDash</span> <span class="o">=</span> <span class="s">'symbol'</span>
<span class="p">).</span><span class="n">properties</span><span class="p">(</span><span class="n">width</span><span class="o">=</span><span class="mi">600</span><span class="p">).</span><span class="n">configure_axis</span><span class="p">(</span><span class="n">grid</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
</pre></td></tr></tbody></table></code></pre></div></div>
<div id="altair-viz-1bc17e1abce74f239db701a8c0a98c7d"></div>
<script type="text/javascript">
(function(spec, embedOpt){
let outputDiv = document.currentScript.previousElementSibling;
if (outputDiv.id !== "altair-viz-1bc17e1abce74f239db701a8c0a98c7d") {
outputDiv = document.getElementById("altair-viz-1bc17e1abce74f239db701a8c0a98c7d");
}
const paths = {
"vega": "https://cdn.jsdelivr.net/npm//vega@5?noext",
"vega-lib": "https://cdn.jsdelivr.net/npm//vega-lib?noext",
"vega-lite": "https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext",
"vega-embed": "https://cdn.jsdelivr.net/npm//vega-embed@6?noext",
};
function loadScript(lib) {
return new Promise(function(resolve, reject) {
var s = document.createElement('script');
s.src = paths[lib];
s.async = true;
s.onload = () => resolve(paths[lib]);
s.onerror = () => reject(`Error loading script: ${paths[lib]}`);
document.getElementsByTagName("head")[0].appendChild(s);
});
}
function showError(err) {
outputDiv.innerHTML = `<div class="error" style="color:red;">${err}</div>`;
throw err;
}
function displayChart(vegaEmbed) {
vegaEmbed(outputDiv, spec, embedOpt)
.catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));
}
if(typeof define === "function" && define.amd) {
requirejs.config({paths});
require(["vega-embed"], displayChart, err => showError(`Error loading script: ${err.message}`));
} else if (typeof vegaEmbed === "function") {
displayChart(vegaEmbed);
} else {
loadScript("vega")
.then(() => loadScript("vega-lite"))
.then(() => loadScript("vega-embed"))
.catch(showError)
.then(() => displayChart(vegaEmbed));
}
})({"config": {"view": {"continuousWidth": 400, "continuousHeight": 300}}, "data": {"name": "data-96e857a61c6b623bafe23440d582a500"}, "mark": "line", "encoding": {"color": {"type": "nominal", "field": "symbol"}, "strokeDash": {"type": "nominal", "field": "symbol"}, "x": {"type": "temporal", "field": "date"}, "y": {"type": "quantitative", "field": "price"}}, "width": 600, "$schema": "https://vega.github.io/schema/vega-lite/v4.8.1.json", "datasets": {"data-96e857a61c6b623bafe23440d582a500": [{"symbol": "MSFT", "date": "2000-01-01T00:00:00", "price": 39.81}, {"symbol": "MSFT", "date": "2000-02-01T00:00:00", "price": 36.35}, {"symbol": "MSFT", "date": "2000-03-01T00:00:00", "price": 43.22}, {"symbol": "MSFT", "date": "2000-04-01T00:00:00", "price": 28.37}, {"symbol": "MSFT", "date": "2000-05-01T00:00:00", "price": 25.45}, {"symbol": "MSFT", "date": "2000-06-01T00:00:00", "price": 32.54}, {"symbol": "MSFT", "date": "2000-07-01T00:00:00", "price": 28.4}, {"symbol": "MSFT", "date": "2000-08-01T00:00:00", "price": 28.4}, {"symbol": "MSFT", "date": "2000-09-01T00:00:00", "price": 24.53}, {"symbol": "MSFT", "date": "2000-10-01T00:00:00", "price": 28.02}, {"symbol": "MSFT", "date": "2000-11-01T00:00:00", "price": 23.34}, {"symbol": "MSFT", "date": "2000-12-01T00:00:00", "price": 17.65}, {"symbol": "MSFT", "date": "2001-01-01T00:00:00", "price": 24.84}, {"symbol": "MSFT", "date": "2001-02-01T00:00:00", "price": 24.0}, {"symbol": "MSFT", "date": "2001-03-01T00:00:00", "price": 22.25}, {"symbol": "MSFT", "date": "2001-04-01T00:00:00", "price": 27.56}, {"symbol": "MSFT", "date": "2001-05-01T00:00:00", "price": 28.14}, {"symbol": "MSFT", "date": "2001-06-01T00:00:00", "price": 29.7}, {"symbol": "MSFT", "date": "2001-07-01T00:00:00", "price": 26.93}, {"symbol": "MSFT", "date": "2001-08-01T00:00:00", "price": 23.21}, {"symbol": "MSFT", "date": "2001-09-01T00:00:00", "price": 20.82}, {"symbol": "MSFT", "date": "2001-10-01T00:00:00", "price": 23.65}, {"symbol": "MSFT", "date": "2001-11-01T00:00:00", "price": 26.12}, {"symbol": "MSFT", "date": "2001-12-01T00:00:00", "price": 26.95}, {"symbol": "MSFT", "date": "2002-01-01T00:00:00", "price": 25.92}, {"symbol": "MSFT", "date": "2002-02-01T00:00:00", "price": 23.73}, {"symbol": "MSFT", "date": "2002-03-01T00:00:00", "price": 24.53}, {"symbol": "MSFT", "date": "2002-04-01T00:00:00", "price": 21.26}, {"symbol": "MSFT", "date": "2002-05-01T00:00:00", "price": 20.71}, {"symbol": "MSFT", "date": "2002-06-01T00:00:00", "price": 22.25}, {"symbol": "MSFT", "date": "2002-07-01T00:00:00", "price": 19.52}, {"symbol": "MSFT", "date": "2002-08-01T00:00:00", "price": 19.97}, {"symbol": "MSFT", "date": "2002-09-01T00:00:00", "price": 17.79}, {"symbol": "MSFT", "date": "2002-10-01T00:00:00", "price": 21.75}, {"symbol": "MSFT", "date": "2002-11-01T00:00:00", "price": 23.46}, {"symbol": "MSFT", "date": "2002-12-01T00:00:00", "price": 21.03}, {"symbol": "MSFT", "date": "2003-01-01T00:00:00", "price": 19.31}, {"symbol": "MSFT", "date": "2003-02-01T00:00:00", "price": 19.34}, {"symbol": "MSFT", "date": "2003-03-01T00:00:00", "price": 19.76}, {"symbol": "MSFT", "date": "2003-04-01T00:00:00", "price": 20.87}, {"symbol": "MSFT", "date": "2003-05-01T00:00:00", "price": 20.09}, {"symbol": "MSFT", "date": "2003-06-01T00:00:00", "price": 20.93}, {"symbol": "MSFT", "date": "2003-07-01T00:00:00", "price": 21.56}, {"symbol": "MSFT", "date": "2003-08-01T00:00:00", "price": 21.65}, {"symbol": "MSFT", "date": "2003-09-01T00:00:00", "price": 22.69}, {"symbol": "MSFT", "date": "2003-10-01T00:00:00", "price": 21.45}, {"symbol": "MSFT", "date": "2003-11-01T00:00:00", "price": 21.1}, {"symbol": "MSFT", "date": "2003-12-01T00:00:00", "price": 22.46}, {"symbol": "MSFT", "date": "2004-01-01T00:00:00", "price": 22.69}, {"symbol": "MSFT", "date": "2004-02-01T00:00:00", "price": 21.77}, {"symbol": "MSFT", "date": "2004-03-01T00:00:00", "price": 20.46}, {"symbol": "MSFT", "date": "2004-04-01T00:00:00", "price": 21.45}, {"symbol": "MSFT", "date": "2004-05-01T00:00:00", "price": 21.53}, {"symbol": "MSFT", "date": "2004-06-01T00:00:00", "price": 23.44}, {"symbol": "MSFT", "date": "2004-07-01T00:00:00", "price": 23.38}, {"symbol": "MSFT", "date": "2004-08-01T00:00:00", "price": 22.47}, {"symbol": "MSFT", "date": "2004-09-01T00:00:00", "price": 22.76}, {"symbol": "MSFT", "date": "2004-10-01T00:00:00", "price": 23.02}, {"symbol": "MSFT", "date": "2004-11-01T00:00:00", "price": 24.6}, {"symbol": "MSFT", "date": "2004-12-01T00:00:00", "price": 24.52}, {"symbol": "MSFT", "date": "2005-01-01T00:00:00", "price": 24.11}, {"symbol": "MSFT", "date": "2005-02-01T00:00:00", "price": 23.15}, {"symbol": "MSFT", "date": "2005-03-01T00:00:00", "price": 22.24}, {"symbol": "MSFT", "date": "2005-04-01T00:00:00", "price": 23.28}, {"symbol": "MSFT", "date": "2005-05-01T00:00:00", "price": 23.82}, {"symbol": "MSFT", "date": "2005-06-01T00:00:00", "price": 22.93}, {"symbol": "MSFT", "date": "2005-07-01T00:00:00", "price": 23.64}, {"symbol": "MSFT", "date": "2005-08-01T00:00:00", "price": 25.35}, {"symbol": "MSFT", "date": "2005-09-01T00:00:00", "price": 23.83}, {"symbol": "MSFT", "date": "2005-10-01T00:00:00", "price": 23.8}, {"symbol": "MSFT", "date": "2005-11-01T00:00:00", "price": 25.71}, {"symbol": "MSFT", "date": "2005-12-01T00:00:00", "price": 24.29}, {"symbol": "MSFT", "date": "2006-01-01T00:00:00", "price": 26.14}, {"symbol": "MSFT", "date": "2006-02-01T00:00:00", "price": 25.04}, {"symbol": "MSFT", "date": "2006-03-01T00:00:00", "price": 25.36}, {"symbol": "MSFT", "date": "2006-04-01T00:00:00", "price": 22.5}, {"symbol": "MSFT", "date": "2006-05-01T00:00:00", "price": 21.19}, {"symbol": "MSFT", "date": "2006-06-01T00:00:00", "price": 21.8}, {"symbol": "MSFT", "date": "2006-07-01T00:00:00", "price": 22.51}, {"symbol": "MSFT", "date": "2006-08-01T00:00:00", "price": 24.13}, {"symbol": "MSFT", "date": "2006-09-01T00:00:00", "price": 25.68}, {"symbol": "MSFT", "date": "2006-10-01T00:00:00", "price": 26.96}, {"symbol": "MSFT", "date": "2006-11-01T00:00:00", "price": 27.66}, {"symbol": "MSFT", "date": "2006-12-01T00:00:00", "price": 28.13}, {"symbol": "MSFT", "date": "2007-01-01T00:00:00", "price": 29.07}, {"symbol": "MSFT", "date": "2007-02-01T00:00:00", "price": 26.63}, {"symbol": "MSFT", "date": "2007-03-01T00:00:00", "price": 26.35}, {"symbol": "MSFT", "date": "2007-04-01T00:00:00", "price": 28.3}, {"symbol": "MSFT", "date": "2007-05-01T00:00:00", "price": 29.11}, {"symbol": "MSFT", "date": "2007-06-01T00:00:00", "price": 27.95}, {"symbol": "MSFT", "date": "2007-07-01T00:00:00", "price": 27.5}, {"symbol": "MSFT", "date": "2007-08-01T00:00:00", "price": 27.34}, {"symbol": "MSFT", "date": "2007-09-01T00:00:00", "price": 28.04}, {"symbol": "MSFT", "date": "2007-10-01T00:00:00", "price": 35.03}, {"symbol": "MSFT", "date": "2007-11-01T00:00:00", "price": 32.09}, {"symbol": "MSFT", "date": "2007-12-01T00:00:00", "price": 34.0}, {"symbol": "MSFT", "date": "2008-01-01T00:00:00", "price": 31.13}, {"symbol": "MSFT", "date": "2008-02-01T00:00:00", "price": 26.07}, {"symbol": "MSFT", "date": "2008-03-01T00:00:00", "price": 27.21}, {"symbol": "MSFT", "date": "2008-04-01T00:00:00", "price": 27.34}, {"symbol": "MSFT", "date": "2008-05-01T00:00:00", "price": 27.25}, {"symbol": "MSFT", "date": "2008-06-01T00:00:00", "price": 26.47}, {"symbol": "MSFT", "date": "2008-07-01T00:00:00", "price": 24.75}, {"symbol": "MSFT", "date": "2008-08-01T00:00:00", "price": 26.36}, {"symbol": "MSFT", "date": "2008-09-01T00:00:00", "price": 25.78}, {"symbol": "MSFT", "date": "2008-10-01T00:00:00", "price": 21.57}, {"symbol": "MSFT", "date": "2008-11-01T00:00:00", "price": 19.66}, {"symbol": "MSFT", "date": "2008-12-01T00:00:00", "price": 18.91}, {"symbol": "MSFT", "date": "2009-01-01T00:00:00", "price": 16.63}, {"symbol": "MSFT", "date": "2009-02-01T00:00:00", "price": 15.81}, {"symbol": "MSFT", "date": "2009-03-01T00:00:00", "price": 17.99}, {"symbol": "MSFT", "date": "2009-04-01T00:00:00", "price": 19.84}, {"symbol": "MSFT", "date": "2009-05-01T00:00:00", "price": 20.59}, {"symbol": "MSFT", "date": "2009-06-01T00:00:00", "price": 23.42}, {"symbol": "MSFT", "date": "2009-07-01T00:00:00", "price": 23.18}, {"symbol": "MSFT", "date": "2009-08-01T00:00:00", "price": 24.43}, {"symbol": "MSFT", "date": "2009-09-01T00:00:00", "price": 25.49}, {"symbol": "MSFT", "date": "2009-10-01T00:00:00", "price": 27.48}, {"symbol": "MSFT", "date": "2009-11-01T00:00:00", "price": 29.27}, {"symbol": "MSFT", "date": "2009-12-01T00:00:00", "price": 30.34}, {"symbol": "MSFT", "date": "2010-01-01T00:00:00", "price": 28.05}, {"symbol": "MSFT", "date": "2010-02-01T00:00:00", "price": 28.67}, {"symbol": "MSFT", "date": "2010-03-01T00:00:00", "price": 28.8}, {"symbol": "AMZN", "date": "2000-01-01T00:00:00", "price": 64.56}, {"symbol": "AMZN", "date": "2000-02-01T00:00:00", "price": 68.87}, {"symbol": "AMZN", "date": "2000-03-01T00:00:00", "price": 67.0}, {"symbol": "AMZN", "date": "2000-04-01T00:00:00", "price": 55.19}, {"symbol": "AMZN", "date": "2000-05-01T00:00:00", "price": 48.31}, {"symbol": "AMZN", "date": "2000-06-01T00:00:00", "price": 36.31}, {"symbol": "AMZN", "date": "2000-07-01T00:00:00", "price": 30.12}, {"symbol": "AMZN", "date": "2000-08-01T00:00:00", "price": 41.5}, {"symbol": "AMZN", "date": "2000-09-01T00:00:00", "price": 38.44}, {"symbol": "AMZN", "date": "2000-10-01T00:00:00", "price": 36.62}, {"symbol": "AMZN", "date": "2000-11-01T00:00:00", "price": 24.69}, {"symbol": "AMZN", "date": "2000-12-01T00:00:00", "price": 15.56}, {"symbol": "AMZN", "date": "2001-01-01T00:00:00", "price": 17.31}, {"symbol": "AMZN", "date": "2001-02-01T00:00:00", "price": 10.19}, {"symbol": "AMZN", "date": "2001-03-01T00:00:00", "price": 10.23}, {"symbol": "AMZN", "date": "2001-04-01T00:00:00", "price": 15.78}, {"symbol": "AMZN", "date": "2001-05-01T00:00:00", "price": 16.69}, {"symbol": "AMZN", "date": "2001-06-01T00:00:00", "price": 14.15}, {"symbol": "AMZN", "date": "2001-07-01T00:00:00", "price": 12.49}, {"symbol": "AMZN", "date": "2001-08-01T00:00:00", "price": 8.94}, {"symbol": "AMZN", "date": "2001-09-01T00:00:00", "price": 5.97}, {"symbol": "AMZN", "date": "2001-10-01T00:00:00", "price": 6.98}, {"symbol": "AMZN", "date": "2001-11-01T00:00:00", "price": 11.32}, {"symbol": "AMZN", "date": "2001-12-01T00:00:00", "price": 10.82}, {"symbol": "AMZN", "date": "2002-01-01T00:00:00", "price": 14.19}, {"symbol": "AMZN", "date": "2002-02-01T00:00:00", "price": 14.1}, {"symbol": "AMZN", "date": "2002-03-01T00:00:00", "price": 14.3}, {"symbol": "AMZN", "date": "2002-04-01T00:00:00", "price": 16.69}, {"symbol": "AMZN", "date": "2002-05-01T00:00:00", "price": 18.23}, {"symbol": "AMZN", "date": "2002-06-01T00:00:00", "price": 16.25}, {"symbol": "AMZN", "date": "2002-07-01T00:00:00", "price": 14.45}, {"symbol": "AMZN", "date": "2002-08-01T00:00:00", "price": 14.94}, {"symbol": "AMZN", "date": "2002-09-01T00:00:00", "price": 15.93}, {"symbol": "AMZN", "date": "2002-10-01T00:00:00", "price": 19.36}, {"symbol": "AMZN", "date": "2002-11-01T00:00:00", "price": 23.35}, {"symbol": "AMZN", "date": "2002-12-01T00:00:00", "price": 18.89}, {"symbol": "AMZN", "date": "2003-01-01T00:00:00", "price": 21.85}, {"symbol": "AMZN", "date": "2003-02-01T00:00:00", "price": 22.01}, {"symbol": "AMZN", "date": "2003-03-01T00:00:00", "price": 26.03}, {"symbol": "AMZN", "date": "2003-04-01T00:00:00", "price": 28.69}, {"symbol": "AMZN", "date": "2003-05-01T00:00:00", "price": 35.89}, {"symbol": "AMZN", "date": "2003-06-01T00:00:00", "price": 36.32}, {"symbol": "AMZN", "date": "2003-07-01T00:00:00", "price": 41.64}, {"symbol": "AMZN", "date": "2003-08-01T00:00:00", "price": 46.32}, {"symbol": "AMZN", "date": "2003-09-01T00:00:00", "price": 48.43}, {"symbol": "AMZN", "date": "2003-10-01T00:00:00", "price": 54.43}, {"symbol": "AMZN", "date": "2003-11-01T00:00:00", "price": 53.97}, {"symbol": "AMZN", "date": "2003-12-01T00:00:00", "price": 52.62}, {"symbol": "AMZN", "date": "2004-01-01T00:00:00", "price": 50.4}, {"symbol": "AMZN", "date": "2004-02-01T00:00:00", "price": 43.01}, {"symbol": "AMZN", "date": "2004-03-01T00:00:00", "price": 43.28}, {"symbol": "AMZN", "date": "2004-04-01T00:00:00", "price": 43.6}, {"symbol": "AMZN", "date": "2004-05-01T00:00:00", "price": 48.5}, {"symbol": "AMZN", "date": "2004-06-01T00:00:00", "price": 54.4}, {"symbol": "AMZN", "date": "2004-07-01T00:00:00", "price": 38.92}, {"symbol": "AMZN", "date": "2004-08-01T00:00:00", "price": 38.14}, {"symbol": "AMZN", "date": "2004-09-01T00:00:00", "price": 40.86}, {"symbol": "AMZN", "date": "2004-10-01T00:00:00", "price": 34.13}, {"symbol": "AMZN", "date": "2004-11-01T00:00:00", "price": 39.68}, {"symbol": "AMZN", "date": "2004-12-01T00:00:00", "price": 44.29}, {"symbol": "AMZN", "date": "2005-01-01T00:00:00", "price": 43.22}, {"symbol": "AMZN", "date": "2005-02-01T00:00:00", "price": 35.18}, {"symbol": "AMZN", "date": "2005-03-01T00:00:00", "price": 34.27}, {"symbol": "AMZN", "date": "2005-04-01T00:00:00", "price": 32.36}, {"symbol": "AMZN", "date": "2005-05-01T00:00:00", "price": 35.51}, {"symbol": "AMZN", "date": "2005-06-01T00:00:00", "price": 33.09}, {"symbol": "AMZN", "date": "2005-07-01T00:00:00", "price": 45.15}, {"symbol": "AMZN", "date": "2005-08-01T00:00:00", "price": 42.7}, {"symbol": "AMZN", "date": "2005-09-01T00:00:00", "price": 45.3}, {"symbol": "AMZN", "date": "2005-10-01T00:00:00", "price": 39.86}, {"symbol": "AMZN", "date": "2005-11-01T00:00:00", "price": 48.46}, {"symbol": "AMZN", "date": "2005-12-01T00:00:00", "price": 47.15}, {"symbol": "AMZN", "date": "2006-01-01T00:00:00", "price": 44.82}, {"symbol": "AMZN", "date": "2006-02-01T00:00:00", "price": 37.44}, {"symbol": "AMZN", "date": "2006-03-01T00:00:00", "price": 36.53}, {"symbol": "AMZN", "date": "2006-04-01T00:00:00", "price": 35.21}, {"symbol": "AMZN", "date": "2006-05-01T00:00:00", "price": 34.61}, {"symbol": "AMZN", "date": "2006-06-01T00:00:00", "price": 38.68}, {"symbol": "AMZN", "date": "2006-07-01T00:00:00", "price": 26.89}, {"symbol": "AMZN", "date": "2006-08-01T00:00:00", "price": 30.83}, {"symbol": "AMZN", "date": "2006-09-01T00:00:00", "price": 32.12}, {"symbol": "AMZN", "date": "2006-10-01T00:00:00", "price": 38.09}, {"symbol": "AMZN", "date": "2006-11-01T00:00:00", "price": 40.34}, {"symbol": "AMZN", "date": "2006-12-01T00:00:00", "price": 39.46}, {"symbol": "AMZN", "date": "2007-01-01T00:00:00", "price": 37.67}, {"symbol": "AMZN", "date": "2007-02-01T00:00:00", "price": 39.14}, {"symbol": "AMZN", "date": "2007-03-01T00:00:00", "price": 39.79}, {"symbol": "AMZN", "date": "2007-04-01T00:00:00", "price": 61.33}, {"symbol": "AMZN", "date": "2007-05-01T00:00:00", "price": 69.14}, {"symbol": "AMZN", "date": "2007-06-01T00:00:00", "price": 68.41}, {"symbol": "AMZN", "date": "2007-07-01T00:00:00", "price": 78.54}, {"symbol": "AMZN", "date": "2007-08-01T00:00:00", "price": 79.91}, {"symbol": "AMZN", "date": "2007-09-01T00:00:00", "price": 93.15}, {"symbol": "AMZN", "date": "2007-10-01T00:00:00", "price": 89.15}, {"symbol": "AMZN", "date": "2007-11-01T00:00:00", "price": 90.56}, {"symbol": "AMZN", "date": "2007-12-01T00:00:00", "price": 92.64}, {"symbol": "AMZN", "date": "2008-01-01T00:00:00", "price": 77.7}, {"symbol": "AMZN", "date": "2008-02-01T00:00:00", "price": 64.47}, {"symbol": "AMZN", "date": "2008-03-01T00:00:00", "price": 71.3}, {"symbol": "AMZN", "date": "2008-04-01T00:00:00", "price": 78.63}, {"symbol": "AMZN", "date": "2008-05-01T00:00:00", "price": 81.62}, {"symbol": "AMZN", "date": "2008-06-01T00:00:00", "price": 73.33}, {"symbol": "AMZN", "date": "2008-07-01T00:00:00", "price": 76.34}, {"symbol": "AMZN", "date": "2008-08-01T00:00:00", "price": 80.81}, {"symbol": "AMZN", "date": "2008-09-01T00:00:00", "price": 72.76}, {"symbol": "AMZN", "date": "2008-10-01T00:00:00", "price": 57.24}, {"symbol": "AMZN", "date": "2008-11-01T00:00:00", "price": 42.7}, {"symbol": "AMZN", "date": "2008-12-01T00:00:00", "price": 51.28}, {"symbol": "AMZN", "date": "2009-01-01T00:00:00", "price": 58.82}, {"symbol": "AMZN", "date": "2009-02-01T00:00:00", "price": 64.79}, {"symbol": "AMZN", "date": "2009-03-01T00:00:00", "price": 73.44}, {"symbol": "AMZN", "date": "2009-04-01T00:00:00", "price": 80.52}, {"symbol": "AMZN", "date": "2009-05-01T00:00:00", "price": 77.99}, {"symbol": "AMZN", "date": "2009-06-01T00:00:00", "price": 83.66}, {"symbol": "AMZN", "date": "2009-07-01T00:00:00", "price": 85.76}, {"symbol": "AMZN", "date": "2009-08-01T00:00:00", "price": 81.19}, {"symbol": "AMZN", "date": "2009-09-01T00:00:00", "price": 93.36}, {"symbol": "AMZN", "date": "2009-10-01T00:00:00", "price": 118.81}, {"symbol": "AMZN", "date": "2009-11-01T00:00:00", "price": 135.91}, {"symbol": "AMZN", "date": "2009-12-01T00:00:00", "price": 134.52}, {"symbol": "AMZN", "date": "2010-01-01T00:00:00", "price": 125.41}, {"symbol": "AMZN", "date": "2010-02-01T00:00:00", "price": 118.4}, {"symbol": "AMZN", "date": "2010-03-01T00:00:00", "price": 128.82}, {"symbol": "IBM", "date": "2000-01-01T00:00:00", "price": 100.52}, {"symbol": "IBM", "date": "2000-02-01T00:00:00", "price": 92.11}, {"symbol": "IBM", "date": "2000-03-01T00:00:00", "price": 106.11}, {"symbol": "IBM", "date": "2000-04-01T00:00:00", "price": 99.95}, {"symbol": "IBM", "date": "2000-05-01T00:00:00", "price": 96.31}, {"symbol": "IBM", "date": "2000-06-01T00:00:00", "price": 98.33}, {"symbol": "IBM", "date": "2000-07-01T00:00:00", "price": 100.74}, {"symbol": "IBM", "date": "2000-08-01T00:00:00", "price": 118.62}, {"symbol": "IBM", "date": "2000-09-01T00:00:00", "price": 101.19}, {"symbol": "IBM", "date": "2000-10-01T00:00:00", "price": 88.5}, {"symbol": "IBM", "date": "2000-11-01T00:00:00", "price": 84.12}, {"symbol": "IBM", "date": "2000-12-01T00:00:00", "price": 76.47}, {"symbol": "IBM", "date": "2001-01-01T00:00:00", "price": 100.76}, {"symbol": "IBM", "date": "2001-02-01T00:00:00", "price": 89.98}, {"symbol": "IBM", "date": "2001-03-01T00:00:00", "price": 86.63}, {"symbol": "IBM", "date": "2001-04-01T00:00:00", "price": 103.7}, {"symbol": "IBM", "date": "2001-05-01T00:00:00", "price": 100.82}, {"symbol": "IBM", "date": "2001-06-01T00:00:00", "price": 102.35}, {"symbol": "IBM", "date": "2001-07-01T00:00:00", "price": 94.87}, {"symbol": "IBM", "date": "2001-08-01T00:00:00", "price": 90.25}, {"symbol": "IBM", "date": "2001-09-01T00:00:00", "price": 82.82}, {"symbol": "IBM", "date": "2001-10-01T00:00:00", "price": 97.58}, {"symbol": "IBM", "date": "2001-11-01T00:00:00", "price": 104.5}, {"symbol": "IBM", "date": "2001-12-01T00:00:00", "price": 109.36}, {"symbol": "IBM", "date": "2002-01-01T00:00:00", "price": 97.54}, {"symbol": "IBM", "date": "2002-02-01T00:00:00", "price": 88.82}, {"symbol": "IBM", "date": "2002-03-01T00:00:00", "price": 94.15}, {"symbol": "IBM", "date": "2002-04-01T00:00:00", "price": 75.82}, {"symbol": "IBM", "date": "2002-05-01T00:00:00", "price": 72.97}, {"symbol": "IBM", "date": "2002-06-01T00:00:00", "price": 65.31}, {"symbol": "IBM", "date": "2002-07-01T00:00:00", "price": 63.86}, {"symbol": "IBM", "date": "2002-08-01T00:00:00", "price": 68.52}, {"symbol": "IBM", "date": "2002-09-01T00:00:00", "price": 53.01}, {"symbol": "IBM", "date": "2002-10-01T00:00:00", "price": 71.76}, {"symbol": "IBM", "date": "2002-11-01T00:00:00", "price": 79.16}, {"symbol": "IBM", "date": "2002-12-01T00:00:00", "price": 70.58}, {"symbol": "IBM", "date": "2003-01-01T00:00:00", "price": 71.22}, {"symbol": "IBM", "date": "2003-02-01T00:00:00", "price": 71.13}, {"symbol": "IBM", "date": "2003-03-01T00:00:00", "price": 71.57}, {"symbol": "IBM", "date": "2003-04-01T00:00:00", "price": 77.47}, {"symbol": "IBM", "date": "2003-05-01T00:00:00", "price": 80.48}, {"symbol": "IBM", "date": "2003-06-01T00:00:00", "price": 75.42}, {"symbol": "IBM", "date": "2003-07-01T00:00:00", "price": 74.28}, {"symbol": "IBM", "date": "2003-08-01T00:00:00", "price": 75.12}, {"symbol": "IBM", "date": "2003-09-01T00:00:00", "price": 80.91}, {"symbol": "IBM", "date": "2003-10-01T00:00:00", "price": 81.96}, {"symbol": "IBM", "date": "2003-11-01T00:00:00", "price": 83.08}, {"symbol": "IBM", "date": "2003-12-01T00:00:00", "price": 85.05}, {"symbol": "IBM", "date": "2004-01-01T00:00:00", "price": 91.06}, {"symbol": "IBM", "date": "2004-02-01T00:00:00", "price": 88.7}, {"symbol": "IBM", "date": "2004-03-01T00:00:00", "price": 84.41}, {"symbol": "IBM", "date": "2004-04-01T00:00:00", "price": 81.04}, {"symbol": "IBM", "date": "2004-05-01T00:00:00", "price": 81.59}, {"symbol": "IBM", "date": "2004-06-01T00:00:00", "price": 81.19}, {"symbol": "IBM", "date": "2004-07-01T00:00:00", "price": 80.19}, {"symbol": "IBM", "date": "2004-08-01T00:00:00", "price": 78.17}, {"symbol": "IBM", "date": "2004-09-01T00:00:00", "price": 79.13}, {"symbol": "IBM", "date": "2004-10-01T00:00:00", "price": 82.84}, {"symbol": "IBM", "date": "2004-11-01T00:00:00", "price": 87.15}, {"symbol": "IBM", "date": "2004-12-01T00:00:00", "price": 91.16}, {"symbol": "IBM", "date": "2005-01-01T00:00:00", "price": 86.39}, {"symbol": "IBM", "date": "2005-02-01T00:00:00", "price": 85.78}, {"symbol": "IBM", "date": "2005-03-01T00:00:00", "price": 84.66}, {"symbol": "IBM", "date": "2005-04-01T00:00:00", "price": 70.77}, {"symbol": "IBM", "date": "2005-05-01T00:00:00", "price": 70.18}, {"symbol": "IBM", "date": "2005-06-01T00:00:00", "price": 68.93}, {"symbol": "IBM", "date": "2005-07-01T00:00:00", "price": 77.53}, {"symbol": "IBM", "date": "2005-08-01T00:00:00", "price": 75.07}, {"symbol": "IBM", "date": "2005-09-01T00:00:00", "price": 74.7}, {"symbol": "IBM", "date": "2005-10-01T00:00:00", "price": 76.25}, {"symbol": "IBM", "date": "2005-11-01T00:00:00", "price": 82.98}, {"symbol": "IBM", "date": "2005-12-01T00:00:00", "price": 76.73}, {"symbol": "IBM", "date": "2006-01-01T00:00:00", "price": 75.89}, {"symbol": "IBM", "date": "2006-02-01T00:00:00", "price": 75.09}, {"symbol": "IBM", "date": "2006-03-01T00:00:00", "price": 77.17}, {"symbol": "IBM", "date": "2006-04-01T00:00:00", "price": 77.05}, {"symbol": "IBM", "date": "2006-05-01T00:00:00", "price": 75.04}, {"symbol": "IBM", "date": "2006-06-01T00:00:00", "price": 72.15}, {"symbol": "IBM", "date": "2006-07-01T00:00:00", "price": 72.7}, {"symbol": "IBM", "date": "2006-08-01T00:00:00", "price": 76.35}, {"symbol": "IBM", "date": "2006-09-01T00:00:00", "price": 77.26}, {"symbol": "IBM", "date": "2006-10-01T00:00:00", "price": 87.06}, {"symbol": "IBM", "date": "2006-11-01T00:00:00", "price": 86.95}, {"symbol": "IBM", "date": "2006-12-01T00:00:00", "price": 91.9}, {"symbol": "IBM", "date": "2007-01-01T00:00:00", "price": 93.79}, {"symbol": "IBM", "date": "2007-02-01T00:00:00", "price": 88.18}, {"symbol": "IBM", "date": "2007-03-01T00:00:00", "price": 89.44}, {"symbol": "IBM", "date": "2007-04-01T00:00:00", "price": 96.98}, {"symbol": "IBM", "date": "2007-05-01T00:00:00", "price": 101.54}, {"symbol": "IBM", "date": "2007-06-01T00:00:00", "price": 100.25}, {"symbol": "IBM", "date": "2007-07-01T00:00:00", "price": 105.4}, {"symbol": "IBM", "date": "2007-08-01T00:00:00", "price": 111.54}, {"symbol": "IBM", "date": "2007-09-01T00:00:00", "price": 112.6}, {"symbol": "IBM", "date": "2007-10-01T00:00:00", "price": 111.0}, {"symbol": "IBM", "date": "2007-11-01T00:00:00", "price": 100.9}, {"symbol": "IBM", "date": "2007-12-01T00:00:00", "price": 103.7}, {"symbol": "IBM", "date": "2008-01-01T00:00:00", "price": 102.75}, {"symbol": "IBM", "date": "2008-02-01T00:00:00", "price": 109.64}, {"symbol": "IBM", "date": "2008-03-01T00:00:00", "price": 110.87}, {"symbol": "IBM", "date": "2008-04-01T00:00:00", "price": 116.23}, {"symbol": "IBM", "date": "2008-05-01T00:00:00", "price": 125.14}, {"symbol": "IBM", "date": "2008-06-01T00:00:00", "price": 114.6}, {"symbol": "IBM", "date": "2008-07-01T00:00:00", "price": 123.74}, {"symbol": "IBM", "date": "2008-08-01T00:00:00", "price": 118.16}, {"symbol": "IBM", "date": "2008-09-01T00:00:00", "price": 113.53}, {"symbol": "IBM", "date": "2008-10-01T00:00:00", "price": 90.24}, {"symbol": "IBM", "date": "2008-11-01T00:00:00", "price": 79.65}, {"symbol": "IBM", "date": "2008-12-01T00:00:00", "price": 82.15}, {"symbol": "IBM", "date": "2009-01-01T00:00:00", "price": 89.46}, {"symbol": "IBM", "date": "2009-02-01T00:00:00", "price": 90.32}, {"symbol": "IBM", "date": "2009-03-01T00:00:00", "price": 95.09}, {"symbol": "IBM", "date": "2009-04-01T00:00:00", "price": 101.29}, {"symbol": "IBM", "date": "2009-05-01T00:00:00", "price": 104.85}, {"symbol": "IBM", "date": "2009-06-01T00:00:00", "price": 103.01}, {"symbol": "IBM", "date": "2009-07-01T00:00:00", "price": 116.34}, {"symbol": "IBM", "date": "2009-08-01T00:00:00", "price": 117.0}, {"symbol": "IBM", "date": "2009-09-01T00:00:00", "price": 118.55}, {"symbol": "IBM", "date": "2009-10-01T00:00:00", "price": 119.54}, {"symbol": "IBM", "date": "2009-11-01T00:00:00", "price": 125.79}, {"symbol": "IBM", "date": "2009-12-01T00:00:00", "price": 130.32}, {"symbol": "IBM", "date": "2010-01-01T00:00:00", "price": 121.85}, {"symbol": "IBM", "date": "2010-02-01T00:00:00", "price": 127.16}, {"symbol": "IBM", "date": "2010-03-01T00:00:00", "price": 125.55}, {"symbol": "GOOG", "date": "2004-08-01T00:00:00", "price": 102.37}, {"symbol": "GOOG", "date": "2004-09-01T00:00:00", "price": 129.6}, {"symbol": "GOOG", "date": "2004-10-01T00:00:00", "price": 190.64}, {"symbol": "GOOG", "date": "2004-11-01T00:00:00", "price": 181.98}, {"symbol": "GOOG", "date": "2004-12-01T00:00:00", "price": 192.79}, {"symbol": "GOOG", "date": "2005-01-01T00:00:00", "price": 195.62}, {"symbol": "GOOG", "date": "2005-02-01T00:00:00", "price": 187.99}, {"symbol": "GOOG", "date": "2005-03-01T00:00:00", "price": 180.51}, {"symbol": "GOOG", "date": "2005-04-01T00:00:00", "price": 220.0}, {"symbol": "GOOG", "date": "2005-05-01T00:00:00", "price": 277.27}, {"symbol": "GOOG", "date": "2005-06-01T00:00:00", "price": 294.15}, {"symbol": "GOOG", "date": "2005-07-01T00:00:00", "price": 287.76}, {"symbol": "GOOG", "date": "2005-08-01T00:00:00", "price": 286.0}, {"symbol": "GOOG", "date": "2005-09-01T00:00:00", "price": 316.46}, {"symbol": "GOOG", "date": "2005-10-01T00:00:00", "price": 372.14}, {"symbol": "GOOG", "date": "2005-11-01T00:00:00", "price": 404.91}, {"symbol": "GOOG", "date": "2005-12-01T00:00:00", "price": 414.86}, {"symbol": "GOOG", "date": "2006-01-01T00:00:00", "price": 432.66}, {"symbol": "GOOG", "date": "2006-02-01T00:00:00", "price": 362.62}, {"symbol": "GOOG", "date": "2006-03-01T00:00:00", "price": 390.0}, {"symbol": "GOOG", "date": "2006-04-01T00:00:00", "price": 417.94}, {"symbol": "GOOG", "date": "2006-05-01T00:00:00", "price": 371.82}, {"symbol": "GOOG", "date": "2006-06-01T00:00:00", "price": 419.33}, {"symbol": "GOOG", "date": "2006-07-01T00:00:00", "price": 386.6}, {"symbol": "GOOG", "date": "2006-08-01T00:00:00", "price": 378.53}, {"symbol": "GOOG", "date": "2006-09-01T00:00:00", "price": 401.9}, {"symbol": "GOOG", "date": "2006-10-01T00:00:00", "price": 476.39}, {"symbol": "GOOG", "date": "2006-11-01T00:00:00", "price": 484.81}, {"symbol": "GOOG", "date": "2006-12-01T00:00:00", "price": 460.48}, {"symbol": "GOOG", "date": "2007-01-01T00:00:00", "price": 501.5}, {"symbol": "GOOG", "date": "2007-02-01T00:00:00", "price": 449.45}, {"symbol": "GOOG", "date": "2007-03-01T00:00:00", "price": 458.16}, {"symbol": "GOOG", "date": "2007-04-01T00:00:00", "price": 471.38}, {"symbol": "GOOG", "date": "2007-05-01T00:00:00", "price": 497.91}, {"symbol": "GOOG", "date": "2007-06-01T00:00:00", "price": 522.7}, {"symbol": "GOOG", "date": "2007-07-01T00:00:00", "price": 510.0}, {"symbol": "GOOG", "date": "2007-08-01T00:00:00", "price": 515.25}, {"symbol": "GOOG", "date": "2007-09-01T00:00:00", "price": 567.27}, {"symbol": "GOOG", "date": "2007-10-01T00:00:00", "price": 707.0}, {"symbol": "GOOG", "date": "2007-11-01T00:00:00", "price": 693.0}, {"symbol": "GOOG", "date": "2007-12-01T00:00:00", "price": 691.48}, {"symbol": "GOOG", "date": "2008-01-01T00:00:00", "price": 564.3}, {"symbol": "GOOG", "date": "2008-02-01T00:00:00", "price": 471.18}, {"symbol": "GOOG", "date": "2008-03-01T00:00:00", "price": 440.47}, {"symbol": "GOOG", "date": "2008-04-01T00:00:00", "price": 574.29}, {"symbol": "GOOG", "date": "2008-05-01T00:00:00", "price": 585.8}, {"symbol": "GOOG", "date": "2008-06-01T00:00:00", "price": 526.42}, {"symbol": "GOOG", "date": "2008-07-01T00:00:00", "price": 473.75}, {"symbol": "GOOG", "date": "2008-08-01T00:00:00", "price": 463.29}, {"symbol": "GOOG", "date": "2008-09-01T00:00:00", "price": 400.52}, {"symbol": "GOOG", "date": "2008-10-01T00:00:00", "price": 359.36}, {"symbol": "GOOG", "date": "2008-11-01T00:00:00", "price": 292.96}, {"symbol": "GOOG", "date": "2008-12-01T00:00:00", "price": 307.65}, {"symbol": "GOOG", "date": "2009-01-01T00:00:00", "price": 338.53}, {"symbol": "GOOG", "date": "2009-02-01T00:00:00", "price": 337.99}, {"symbol": "GOOG", "date": "2009-03-01T00:00:00", "price": 348.06}, {"symbol": "GOOG", "date": "2009-04-01T00:00:00", "price": 395.97}, {"symbol": "GOOG", "date": "2009-05-01T00:00:00", "price": 417.23}, {"symbol": "GOOG", "date": "2009-06-01T00:00:00", "price": 421.59}, {"symbol": "GOOG", "date": "2009-07-01T00:00:00", "price": 443.05}, {"symbol": "GOOG", "date": "2009-08-01T00:00:00", "price": 461.67}, {"symbol": "GOOG", "date": "2009-09-01T00:00:00", "price": 495.85}, {"symbol": "GOOG", "date": "2009-10-01T00:00:00", "price": 536.12}, {"symbol": "GOOG", "date": "2009-11-01T00:00:00", "price": 583.0}, {"symbol": "GOOG", "date": "2009-12-01T00:00:00", "price": 619.98}, {"symbol": "GOOG", "date": "2010-01-01T00:00:00", "price": 529.94}, {"symbol": "GOOG", "date": "2010-02-01T00:00:00", "price": 526.8}, {"symbol": "GOOG", "date": "2010-03-01T00:00:00", "price": 560.19}, {"symbol": "AAPL", "date": "2000-01-01T00:00:00", "price": 25.94}, {"symbol": "AAPL", "date": "2000-02-01T00:00:00", "price": 28.66}, {"symbol": "AAPL", "date": "2000-03-01T00:00:00", "price": 33.95}, {"symbol": "AAPL", "date": "2000-04-01T00:00:00", "price": 31.01}, {"symbol": "AAPL", "date": "2000-05-01T00:00:00", "price": 21.0}, {"symbol": "AAPL", "date": "2000-06-01T00:00:00", "price": 26.19}, {"symbol": "AAPL", "date": "2000-07-01T00:00:00", "price": 25.41}, {"symbol": "AAPL", "date": "2000-08-01T00:00:00", "price": 30.47}, {"symbol": "AAPL", "date": "2000-09-01T00:00:00", "price": 12.88}, {"symbol": "AAPL", "date": "2000-10-01T00:00:00", "price": 9.78}, {"symbol": "AAPL", "date": "2000-11-01T00:00:00", "price": 8.25}, {"symbol": "AAPL", "date": "2000-12-01T00:00:00", "price": 7.44}, {"symbol": "AAPL", "date": "2001-01-01T00:00:00", "price": 10.81}, {"symbol": "AAPL", "date": "2001-02-01T00:00:00", "price": 9.12}, {"symbol": "AAPL", "date": "2001-03-01T00:00:00", "price": 11.03}, {"symbol": "AAPL", "date": "2001-04-01T00:00:00", "price": 12.74}, {"symbol": "AAPL", "date": "2001-05-01T00:00:00", "price": 9.98}, {"symbol": "AAPL", "date": "2001-06-01T00:00:00", "price": 11.62}, {"symbol": "AAPL", "date": "2001-07-01T00:00:00", "price": 9.4}, {"symbol": "AAPL", "date": "2001-08-01T00:00:00", "price": 9.27}, {"symbol": "AAPL", "date": "2001-09-01T00:00:00", "price": 7.76}, {"symbol": "AAPL", "date": "2001-10-01T00:00:00", "price": 8.78}, {"symbol": "AAPL", "date": "2001-11-01T00:00:00", "price": 10.65}, {"symbol": "AAPL", "date": "2001-12-01T00:00:00", "price": 10.95}, {"symbol": "AAPL", "date": "2002-01-01T00:00:00", "price": 12.36}, {"symbol": "AAPL", "date": "2002-02-01T00:00:00", "price": 10.85}, {"symbol": "AAPL", "date": "2002-03-01T00:00:00", "price": 11.84}, {"symbol": "AAPL", "date": "2002-04-01T00:00:00", "price": 12.14}, {"symbol": "AAPL", "date": "2002-05-01T00:00:00", "price": 11.65}, {"symbol": "AAPL", "date": "2002-06-01T00:00:00", "price": 8.86}, {"symbol": "AAPL", "date": "2002-07-01T00:00:00", "price": 7.63}, {"symbol": "AAPL", "date": "2002-08-01T00:00:00", "price": 7.38}, {"symbol": "AAPL", "date": "2002-09-01T00:00:00", "price": 7.25}, {"symbol": "AAPL", "date": "2002-10-01T00:00:00", "price": 8.03}, {"symbol": "AAPL", "date": "2002-11-01T00:00:00", "price": 7.75}, {"symbol": "AAPL", "date": "2002-12-01T00:00:00", "price": 7.16}, {"symbol": "AAPL", "date": "2003-01-01T00:00:00", "price": 7.18}, {"symbol": "AAPL", "date": "2003-02-01T00:00:00", "price": 7.51}, {"symbol": "AAPL", "date": "2003-03-01T00:00:00", "price": 7.07}, {"symbol": "AAPL", "date": "2003-04-01T00:00:00", "price": 7.11}, {"symbol": "AAPL", "date": "2003-05-01T00:00:00", "price": 8.98}, {"symbol": "AAPL", "date": "2003-06-01T00:00:00", "price": 9.53}, {"symbol": "AAPL", "date": "2003-07-01T00:00:00", "price": 10.54}, {"symbol": "AAPL", "date": "2003-08-01T00:00:00", "price": 11.31}, {"symbol": "AAPL", "date": "2003-09-01T00:00:00", "price": 10.36}, {"symbol": "AAPL", "date": "2003-10-01T00:00:00", "price": 11.44}, {"symbol": "AAPL", "date": "2003-11-01T00:00:00", "price": 10.45}, {"symbol": "AAPL", "date": "2003-12-01T00:00:00", "price": 10.69}, {"symbol": "AAPL", "date": "2004-01-01T00:00:00", "price": 11.28}, {"symbol": "AAPL", "date": "2004-02-01T00:00:00", "price": 11.96}, {"symbol": "AAPL", "date": "2004-03-01T00:00:00", "price": 13.52}, {"symbol": "AAPL", "date": "2004-04-01T00:00:00", "price": 12.89}, {"symbol": "AAPL", "date": "2004-05-01T00:00:00", "price": 14.03}, {"symbol": "AAPL", "date": "2004-06-01T00:00:00", "price": 16.27}, {"symbol": "AAPL", "date": "2004-07-01T00:00:00", "price": 16.17}, {"symbol": "AAPL", "date": "2004-08-01T00:00:00", "price": 17.25}, {"symbol": "AAPL", "date": "2004-09-01T00:00:00", "price": 19.38}, {"symbol": "AAPL", "date": "2004-10-01T00:00:00", "price": 26.2}, {"symbol": "AAPL", "date": "2004-11-01T00:00:00", "price": 33.53}, {"symbol": "AAPL", "date": "2004-12-01T00:00:00", "price": 32.2}, {"symbol": "AAPL", "date": "2005-01-01T00:00:00", "price": 38.45}, {"symbol": "AAPL", "date": "2005-02-01T00:00:00", "price": 44.86}, {"symbol": "AAPL", "date": "2005-03-01T00:00:00", "price": 41.67}, {"symbol": "AAPL", "date": "2005-04-01T00:00:00", "price": 36.06}, {"symbol": "AAPL", "date": "2005-05-01T00:00:00", "price": 39.76}, {"symbol": "AAPL", "date": "2005-06-01T00:00:00", "price": 36.81}, {"symbol": "AAPL", "date": "2005-07-01T00:00:00", "price": 42.65}, {"symbol": "AAPL", "date": "2005-08-01T00:00:00", "price": 46.89}, {"symbol": "AAPL", "date": "2005-09-01T00:00:00", "price": 53.61}, {"symbol": "AAPL", "date": "2005-10-01T00:00:00", "price": 57.59}, {"symbol": "AAPL", "date": "2005-11-01T00:00:00", "price": 67.82}, {"symbol": "AAPL", "date": "2005-12-01T00:00:00", "price": 71.89}, {"symbol": "AAPL", "date": "2006-01-01T00:00:00", "price": 75.51}, {"symbol": "AAPL", "date": "2006-02-01T00:00:00", "price": 68.49}, {"symbol": "AAPL", "date": "2006-03-01T00:00:00", "price": 62.72}, {"symbol": "AAPL", "date": "2006-04-01T00:00:00", "price": 70.39}, {"symbol": "AAPL", "date": "2006-05-01T00:00:00", "price": 59.77}, {"symbol": "AAPL", "date": "2006-06-01T00:00:00", "price": 57.27}, {"symbol": "AAPL", "date": "2006-07-01T00:00:00", "price": 67.96}, {"symbol": "AAPL", "date": "2006-08-01T00:00:00", "price": 67.85}, {"symbol": "AAPL", "date": "2006-09-01T00:00:00", "price": 76.98}, {"symbol": "AAPL", "date": "2006-10-01T00:00:00", "price": 81.08}, {"symbol": "AAPL", "date": "2006-11-01T00:00:00", "price": 91.66}, {"symbol": "AAPL", "date": "2006-12-01T00:00:00", "price": 84.84}, {"symbol": "AAPL", "date": "2007-01-01T00:00:00", "price": 85.73}, {"symbol": "AAPL", "date": "2007-02-01T00:00:00", "price": 84.61}, {"symbol": "AAPL", "date": "2007-03-01T00:00:00", "price": 92.91}, {"symbol": "AAPL", "date": "2007-04-01T00:00:00", "price": 99.8}, {"symbol": "AAPL", "date": "2007-05-01T00:00:00", "price": 121.19}, {"symbol": "AAPL", "date": "2007-06-01T00:00:00", "price": 122.04}, {"symbol": "AAPL", "date": "2007-07-01T00:00:00", "price": 131.76}, {"symbol": "AAPL", "date": "2007-08-01T00:00:00", "price": 138.48}, {"symbol": "AAPL", "date": "2007-09-01T00:00:00", "price": 153.47}, {"symbol": "AAPL", "date": "2007-10-01T00:00:00", "price": 189.95}, {"symbol": "AAPL", "date": "2007-11-01T00:00:00", "price": 182.22}, {"symbol": "AAPL", "date": "2007-12-01T00:00:00", "price": 198.08}, {"symbol": "AAPL", "date": "2008-01-01T00:00:00", "price": 135.36}, {"symbol": "AAPL", "date": "2008-02-01T00:00:00", "price": 125.02}, {"symbol": "AAPL", "date": "2008-03-01T00:00:00", "price": 143.5}, {"symbol": "AAPL", "date": "2008-04-01T00:00:00", "price": 173.95}, {"symbol": "AAPL", "date": "2008-05-01T00:00:00", "price": 188.75}, {"symbol": "AAPL", "date": "2008-06-01T00:00:00", "price": 167.44}, {"symbol": "AAPL", "date": "2008-07-01T00:00:00", "price": 158.95}, {"symbol": "AAPL", "date": "2008-08-01T00:00:00", "price": 169.53}, {"symbol": "AAPL", "date": "2008-09-01T00:00:00", "price": 113.66}, {"symbol": "AAPL", "date": "2008-10-01T00:00:00", "price": 107.59}, {"symbol": "AAPL", "date": "2008-11-01T00:00:00", "price": 92.67}, {"symbol": "AAPL", "date": "2008-12-01T00:00:00", "price": 85.35}, {"symbol": "AAPL", "date": "2009-01-01T00:00:00", "price": 90.13}, {"symbol": "AAPL", "date": "2009-02-01T00:00:00", "price": 89.31}, {"symbol": "AAPL", "date": "2009-03-01T00:00:00", "price": 105.12}, {"symbol": "AAPL", "date": "2009-04-01T00:00:00", "price": 125.83}, {"symbol": "AAPL", "date": "2009-05-01T00:00:00", "price": 135.81}, {"symbol": "AAPL", "date": "2009-06-01T00:00:00", "price": 142.43}, {"symbol": "AAPL", "date": "2009-07-01T00:00:00", "price": 163.39}, {"symbol": "AAPL", "date": "2009-08-01T00:00:00", "price": 168.21}, {"symbol": "AAPL", "date": "2009-09-01T00:00:00", "price": 185.35}, {"symbol": "AAPL", "date": "2009-10-01T00:00:00", "price": 188.5}, {"symbol": "AAPL", "date": "2009-11-01T00:00:00", "price": 199.91}, {"symbol": "AAPL", "date": "2009-12-01T00:00:00", "price": 210.73}, {"symbol": "AAPL", "date": "2010-01-01T00:00:00", "price": 192.06}, {"symbol": "AAPL", "date": "2010-02-01T00:00:00", "price": 204.62}, {"symbol": "AAPL", "date": "2010-03-01T00:00:00", "price": 223.02}]}}, {"mode": "vega-lite"});
</script>
<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><table class="rouge-table"><tbody><tr><td class="rouge-gutter gl"><pre class="lineno">1
</pre></td><td class="rouge-code"><pre>
</pre></td></tr></tbody></table></code></pre></div></div>Suresh Shanmugamsuresh.shanmugam@icloud.comVisualizing Stocks in AltairEnjoy Enjaami2021-04-10T00:00:00+00:002021-04-10T00:00:00+00:00https://sureshshanmugam.com/articles/enjoy-enjaami<h2 id="lines-of">Lines of</h2>
<p>கடலே <br />
கரையே <br />
மனமே <br />
ஜனமே <br />
நிலமே <br />
குலமே <br />
இடமே <br />
தடமே</p>
<iframe width="560" height="315" src="https://www.youtube.com/embed/eYq7WapuDLU" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen=""></iframe>Suresh Shanmugamsuresh.shanmugam@icloud.comLines ofOh My ZSH - Setup Terminal for Ubuntu 20.042021-03-31T00:00:00+00:002021-03-31T00:00:00+00:00https://sureshshanmugam.com/articles/ohmyzsh-theme<p>Here is my current terminal setup for Ubuntu 20.04. <br />
<img src="/assets/images/theme-screenshot-2021-04-03.png" alt="theme" /></p>
<p>I have used <a href="https://ohmyz.sh/#install">Ohmyzsh</a> to get this done. To install oh-my-zsh please follow the instructions on their homepage.</p>
<div class="language-sh highlighter-rouge"><div class="highlight"><pre class="highlight"><code><table class="rouge-table"><tbody><tr><td class="rouge-gutter gl"><pre class="lineno">1
</pre></td><td class="rouge-code"><pre><span class="nv">$ </span>sh <span class="nt">-c</span> <span class="s2">"</span><span class="si">$(</span>curl <span class="nt">-fsSL</span> https://raw.github.com/ohmyzsh/ohmyzsh/master/tools/install.sh<span class="si">)</span><span class="s2">"</span>
</pre></td></tr></tbody></table></code></pre></div></div>
<p>I then installed the awesome <a href="https://github.com/romkatv/powerlevel10k#oh-my-zsh">PowerLevel10</a> theme for omz using this step:</p>
<div class="language-sh highlighter-rouge"><div class="highlight"><pre class="highlight"><code><table class="rouge-table"><tbody><tr><td class="rouge-gutter gl"><pre class="lineno">1
</pre></td><td class="rouge-code"><pre><span class="nv">$ </span>git clone <span class="nt">--depth</span><span class="o">=</span>1 https://github.com/romkatv/powerlevel10k.git <span class="k">${</span><span class="nv">ZSH_CUSTOM</span><span class="k">:-</span><span class="nv">$HOME</span><span class="p">/.oh-my-zsh/custom</span><span class="k">}</span>/themes/powerlevel10k
</pre></td></tr></tbody></table></code></pre></div></div>
<p>Here is the note from P10K’s readme about configuration -</p>
<blockquote>
<p>On the first run, Powerlevel10k configuration wizard will ask you a few questions and configure your prompt. If it doesn’t trigger automatically, type p10k configure. Configuration wizard creates ~/.p10k.zsh based on your preferences. Additional prompt customization can be done by editing this file. It has plenty of comments to help you navigate through configuration options.</p>
</blockquote>Suresh Shanmugamsuresh.shanmugam@icloud.comHere is my current terminal setup for Ubuntu 20.04.Github Readme - Data Science Portfolio2021-03-14T00:00:00+00:002021-03-14T00:00:00+00:00https://sureshshanmugam.com/articles/github-readme<h2 id="data-science-portfolio">Data Science Portfolio</h2>
<p>Portfolio helps in creating an interesting online presence and can help you leverage your experience outside of social networks like LinkedIn or Twitter. Github with its profile page and new enchancements has become a simple process to get started with.</p>
<p>Here is a quick 2 minutes introduction to Github pages and how to get started:</p>
<div style="position: relative; padding-bottom: 69.90445859872611%; height: 0;"><iframe src="https://www.loom.com/embed/28ea6234335847fca48ec58ebb73d1f5" frameborder="0" webkitallowfullscreen="" mozallowfullscreen="" allowfullscreen="" style="position: absolute; top: 0; left: 0; width: 100%; height: 100%;"></iframe></div>Suresh Shanmugamsuresh.shanmugam@icloud.comData Science PortfolioWriting with less friction. Case for iPad.2021-03-10T00:00:00+00:002021-03-10T00:00:00+00:00https://sureshshanmugam.com/articles/ipad-writing<p>Writing is one of the most cogent ways to communicate with others. It requires work from the author to do critical thinking and come up with an engaging story line. Topics need to be looked from various angles and be considered carefully before coming with a certain points of view.</p>
<h2 id="writing-requires-focus">Writing requires focus</h2>
<p>Writing needs focus and emphasis on clarity of thought from the author. Words left out are not essential to the main arc. Writing is akin to gardening. Gardens need great deal of planning and understanding before first seeds are sown. But the real work starts after the first shoots appear. These need to be tended to with deft hands and any weed or excess growth needs to be removed. Gardening is as much as about thinking and following a rigorous routine over many days to get the desired results.</p>
<p>iPad in my case along with apps like <strong>Working Copy</strong> and <strong>IA</strong> are essential to how I create these posts. Simplicity of this setups removes all the distractions and makes me focus on the task at hand. Critically think about what words I want to say to convey the thought I hold now.</p>
<p>Tools have come along way and we have not changed our approach to include these in our ways. Digital tools are seen as distractions with big access to addictive outlets like social feeds and unlimited videos. But with them they bring these incredible creative tools when wielded well can make nearly everyone a creator. You don’t need a large setup or team to write and share your insights to this world. Often I’m far to distracted by next shiny thing that I fail to pay attention to the hard grind of writing and coming up with original thoughts than can turn into words. We all need more time to cultivate our writing gardens. Start in a small way and keep at it until it becomes a second nature to me.</p>Suresh Shanmugamsuresh.shanmugam@icloud.comWriting is one of the most cogent ways to communicate with others. It requires work from the author to do critical thinking and come up with an engaging story line. Topics need to be looked from various angles and be considered carefully before coming with a certain points of view.Altair Sample Viz2020-05-25T00:00:00+00:002020-05-25T00:00:00+00:00https://sureshshanmugam.com/articles/altair-notebook-sample<h2 id="faceted-scatter-plot-with-linked-brushing">Faceted Scatter Plot with Linked Brushing</h2>
<p>This is an example of using an interval selection to control the color of points across multiple facets.</p>
<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><table class="rouge-table"><tbody><tr><td class="rouge-gutter gl"><pre class="lineno">1
2
3
4
</pre></td><td class="rouge-code"><pre><span class="kn">import</span> <span class="nn">altair</span> <span class="k">as</span> <span class="n">alt</span>
<span class="kn">from</span> <span class="nn">vega_datasets</span> <span class="kn">import</span> <span class="n">data</span>
<span class="n">cars</span> <span class="o">=</span> <span class="n">data</span><span class="p">.</span><span class="n">cars</span><span class="p">()</span>
</pre></td></tr></tbody></table></code></pre></div></div>
<div class="language-python highlighter-rouge"><div class="highlight"><pre class="highlight"><code><table class="rouge-table"><tbody><tr><td class="rouge-gutter gl"><pre class="lineno">1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
</pre></td><td class="rouge-code"><pre><span class="n">brush</span> <span class="o">=</span> <span class="n">alt</span><span class="p">.</span><span class="n">selection</span><span class="p">(</span><span class="nb">type</span><span class="o">=</span><span class="s">'interval'</span><span class="p">,</span> <span class="n">resolve</span><span class="o">=</span><span class="s">'global'</span><span class="p">)</span>
<span class="n">base</span> <span class="o">=</span> <span class="n">alt</span><span class="p">.</span><span class="n">Chart</span><span class="p">(</span><span class="n">cars</span><span class="p">).</span><span class="n">mark_point</span><span class="p">().</span><span class="n">encode</span><span class="p">(</span>
<span class="n">y</span><span class="o">=</span><span class="s">'Miles_per_Gallon'</span><span class="p">,</span>
<span class="n">color</span><span class="o">=</span><span class="n">alt</span><span class="p">.</span><span class="n">condition</span><span class="p">(</span><span class="n">brush</span><span class="p">,</span> <span class="s">'Origin'</span><span class="p">,</span> <span class="n">alt</span><span class="p">.</span><span class="n">ColorValue</span><span class="p">(</span><span class="s">'gray'</span><span class="p">))</span>
<span class="p">).</span><span class="n">add_selection</span><span class="p">(</span>
<span class="n">brush</span>
<span class="p">).</span><span class="n">properties</span><span class="p">(</span>
<span class="n">width</span><span class="o">=</span><span class="mi">250</span><span class="p">,</span>
<span class="n">height</span><span class="o">=</span><span class="mi">250</span>
<span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s">"Select a region in the chart below to try this out!"</span><span class="p">)</span>
<span class="n">base</span><span class="p">.</span><span class="n">encode</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s">'Horsepower'</span><span class="p">)</span> <span class="o">|</span> <span class="n">base</span><span class="p">.</span><span class="n">encode</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s">'Acceleration'</span><span class="p">)</span>
</pre></td></tr></tbody></table></code></pre></div></div>
<div class="language-plaintext highlighter-rouge"><div class="highlight"><pre class="highlight"><code><table class="rouge-table"><tbody><tr><td class="rouge-gutter gl"><pre class="lineno">1
</pre></td><td class="rouge-code"><pre>Select a region in the chart below to try this out!
</pre></td></tr></tbody></table></code></pre></div></div>
<div id="altair-viz-c9cb2c7a41d44eeaa497f0ffc46218c6"></div>
<script type="text/javascript">
(function(spec, embedOpt){
let outputDiv = document.currentScript.previousElementSibling;
if (outputDiv.id !== "altair-viz-c9cb2c7a41d44eeaa497f0ffc46218c6") {
outputDiv = document.getElementById("altair-viz-c9cb2c7a41d44eeaa497f0ffc46218c6");
}
const paths = {
"vega": "https://cdn.jsdelivr.net/npm//vega@5?noext",
"vega-lib": "https://cdn.jsdelivr.net/npm//vega-lib?noext",
"vega-lite": "https://cdn.jsdelivr.net/npm//vega-lite@4.8.1?noext",
"vega-embed": "https://cdn.jsdelivr.net/npm//vega-embed@6?noext",
};
function loadScript(lib) {
return new Promise(function(resolve, reject) {
var s = document.createElement('script');
s.src = paths[lib];
s.async = true;
s.onload = () => resolve(paths[lib]);
s.onerror = () => reject(`Error loading script: ${paths[lib]}`);
document.getElementsByTagName("head")[0].appendChild(s);
});
}
function showError(err) {
outputDiv.innerHTML = `<div class="error" style="color:red;">${err}</div>`;
throw err;
}
function displayChart(vegaEmbed) {
vegaEmbed(outputDiv, spec, embedOpt)
.catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));
}
if(typeof define === "function" && define.amd) {
requirejs.config({paths});
require(["vega-embed"], displayChart, err => showError(`Error loading script: ${err.message}`));
} else if (typeof vegaEmbed === "function") {
displayChart(vegaEmbed);
} else {
loadScript("vega")
.then(() => loadScript("vega-lite"))
.then(() => loadScript("vega-embed"))
.catch(showError)
.then(() => displayChart(vegaEmbed));
}
})({"config": {"view": {"continuousWidth": 400, "continuousHeight": 300}}, "hconcat": [{"mark": "point", "encoding": {"color": {"condition": {"type": "nominal", "field": "Origin", "selection": "selector001"}, "value": "gray"}, "x": {"type": "quantitative", "field": "Horsepower"}, "y": {"type": "quantitative", "field": "Miles_per_Gallon"}}, "height": 250, "selection": {"selector001": {"type": "interval", "resolve": "global"}}, "width": 250}, {"mark": "point", "encoding": {"color": {"condition": {"type": "nominal", "field": "Origin", "selection": "selector001"}, "value": "gray"}, "x": {"type": "quantitative", "field": "Acceleration"}, "y": {"type": "quantitative", "field": "Miles_per_Gallon"}}, "height": 250, "selection": {"selector001": {"type": "interval", "resolve": "global"}}, "width": 250}], "data": {"name": "data-f02450ab61490a1363517a0190416235"}, "$schema": "https://vega.github.io/schema/vega-lite/v4.8.1.json", "datasets": {"data-f02450ab61490a1363517a0190416235": [{"Name": "chevrolet chevelle malibu", "Miles_per_Gallon": 18.0, "Cylinders": 8, "Displacement": 307.0, "Horsepower": 130.0, "Weight_in_lbs": 3504, "Acceleration": 12.0, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "buick skylark 320", "Miles_per_Gallon": 15.0, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 165.0, "Weight_in_lbs": 3693, "Acceleration": 11.5, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth satellite", "Miles_per_Gallon": 18.0, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 150.0, "Weight_in_lbs": 3436, "Acceleration": 11.0, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc rebel sst", "Miles_per_Gallon": 16.0, "Cylinders": 8, "Displacement": 304.0, "Horsepower": 150.0, "Weight_in_lbs": 3433, "Acceleration": 12.0, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford torino", "Miles_per_Gallon": 17.0, "Cylinders": 8, "Displacement": 302.0, "Horsepower": 140.0, "Weight_in_lbs": 3449, "Acceleration": 10.5, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford galaxie 500", "Miles_per_Gallon": 15.0, "Cylinders": 8, "Displacement": 429.0, "Horsepower": 198.0, "Weight_in_lbs": 4341, "Acceleration": 10.0, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet impala", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 454.0, "Horsepower": 220.0, "Weight_in_lbs": 4354, "Acceleration": 9.0, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth fury iii", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 440.0, "Horsepower": 215.0, "Weight_in_lbs": 4312, "Acceleration": 8.5, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "pontiac catalina", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 455.0, "Horsepower": 225.0, "Weight_in_lbs": 4425, "Acceleration": 10.0, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc ambassador dpl", "Miles_per_Gallon": 15.0, "Cylinders": 8, "Displacement": 390.0, "Horsepower": 190.0, "Weight_in_lbs": 3850, "Acceleration": 8.5, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "citroen ds-21 pallas", "Miles_per_Gallon": null, "Cylinders": 4, "Displacement": 133.0, "Horsepower": 115.0, "Weight_in_lbs": 3090, "Acceleration": 17.5, "Year": "1970-01-01T00:00:00", "Origin": "Europe"}, {"Name": "chevrolet chevelle concours (sw)", "Miles_per_Gallon": null, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 165.0, "Weight_in_lbs": 4142, "Acceleration": 11.5, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford torino (sw)", "Miles_per_Gallon": null, "Cylinders": 8, "Displacement": 351.0, "Horsepower": 153.0, "Weight_in_lbs": 4034, "Acceleration": 11.0, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth satellite (sw)", "Miles_per_Gallon": null, "Cylinders": 8, "Displacement": 383.0, "Horsepower": 175.0, "Weight_in_lbs": 4166, "Acceleration": 10.5, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc rebel sst (sw)", "Miles_per_Gallon": null, "Cylinders": 8, "Displacement": 360.0, "Horsepower": 175.0, "Weight_in_lbs": 3850, "Acceleration": 11.0, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge challenger se", "Miles_per_Gallon": 15.0, "Cylinders": 8, "Displacement": 383.0, "Horsepower": 170.0, "Weight_in_lbs": 3563, "Acceleration": 10.0, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth 'cuda 340", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 340.0, "Horsepower": 160.0, "Weight_in_lbs": 3609, "Acceleration": 8.0, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford mustang boss 302", "Miles_per_Gallon": null, "Cylinders": 8, "Displacement": 302.0, "Horsepower": 140.0, "Weight_in_lbs": 3353, "Acceleration": 8.0, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet monte carlo", "Miles_per_Gallon": 15.0, "Cylinders": 8, "Displacement": 400.0, "Horsepower": 150.0, "Weight_in_lbs": 3761, "Acceleration": 9.5, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "buick estate wagon (sw)", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 455.0, "Horsepower": 225.0, "Weight_in_lbs": 3086, "Acceleration": 10.0, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "toyota corona mark ii", "Miles_per_Gallon": 24.0, "Cylinders": 4, "Displacement": 113.0, "Horsepower": 95.0, "Weight_in_lbs": 2372, "Acceleration": 15.0, "Year": "1970-01-01T00:00:00", "Origin": "Japan"}, {"Name": "plymouth duster", "Miles_per_Gallon": 22.0, "Cylinders": 6, "Displacement": 198.0, "Horsepower": 95.0, "Weight_in_lbs": 2833, "Acceleration": 15.5, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc hornet", "Miles_per_Gallon": 18.0, "Cylinders": 6, "Displacement": 199.0, "Horsepower": 97.0, "Weight_in_lbs": 2774, "Acceleration": 15.5, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford maverick", "Miles_per_Gallon": 21.0, "Cylinders": 6, "Displacement": 200.0, "Horsepower": 85.0, "Weight_in_lbs": 2587, "Acceleration": 16.0, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "datsun pl510", "Miles_per_Gallon": 27.0, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 88.0, "Weight_in_lbs": 2130, "Acceleration": 14.5, "Year": "1970-01-01T00:00:00", "Origin": "Japan"}, {"Name": "volkswagen 1131 deluxe sedan", "Miles_per_Gallon": 26.0, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 46.0, "Weight_in_lbs": 1835, "Acceleration": 20.5, "Year": "1970-01-01T00:00:00", "Origin": "Europe"}, {"Name": "peugeot 504", "Miles_per_Gallon": 25.0, "Cylinders": 4, "Displacement": 110.0, "Horsepower": 87.0, "Weight_in_lbs": 2672, "Acceleration": 17.5, "Year": "1970-01-01T00:00:00", "Origin": "Europe"}, {"Name": "audi 100 ls", "Miles_per_Gallon": 24.0, "Cylinders": 4, "Displacement": 107.0, "Horsepower": 90.0, "Weight_in_lbs": 2430, "Acceleration": 14.5, "Year": "1970-01-01T00:00:00", "Origin": "Europe"}, {"Name": "saab 99e", "Miles_per_Gallon": 25.0, "Cylinders": 4, "Displacement": 104.0, "Horsepower": 95.0, "Weight_in_lbs": 2375, "Acceleration": 17.5, "Year": "1970-01-01T00:00:00", "Origin": "Europe"}, {"Name": "bmw 2002", "Miles_per_Gallon": 26.0, "Cylinders": 4, "Displacement": 121.0, "Horsepower": 113.0, "Weight_in_lbs": 2234, "Acceleration": 12.5, "Year": "1970-01-01T00:00:00", "Origin": "Europe"}, {"Name": "amc gremlin", "Miles_per_Gallon": 21.0, "Cylinders": 6, "Displacement": 199.0, "Horsepower": 90.0, "Weight_in_lbs": 2648, "Acceleration": 15.0, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford f250", "Miles_per_Gallon": 10.0, "Cylinders": 8, "Displacement": 360.0, "Horsepower": 215.0, "Weight_in_lbs": 4615, "Acceleration": 14.0, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevy c20", "Miles_per_Gallon": 10.0, "Cylinders": 8, "Displacement": 307.0, "Horsepower": 200.0, "Weight_in_lbs": 4376, "Acceleration": 15.0, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge d200", "Miles_per_Gallon": 11.0, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 210.0, "Weight_in_lbs": 4382, "Acceleration": 13.5, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "hi 1200d", "Miles_per_Gallon": 9.0, "Cylinders": 8, "Displacement": 304.0, "Horsepower": 193.0, "Weight_in_lbs": 4732, "Acceleration": 18.5, "Year": "1970-01-01T00:00:00", "Origin": "USA"}, {"Name": "datsun pl510", "Miles_per_Gallon": 27.0, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 88.0, "Weight_in_lbs": 2130, "Acceleration": 14.5, "Year": "1971-01-01T00:00:00", "Origin": "Japan"}, {"Name": "chevrolet vega 2300", "Miles_per_Gallon": 28.0, "Cylinders": 4, "Displacement": 140.0, "Horsepower": 90.0, "Weight_in_lbs": 2264, "Acceleration": 15.5, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "toyota corona", "Miles_per_Gallon": 25.0, "Cylinders": 4, "Displacement": 113.0, "Horsepower": 95.0, "Weight_in_lbs": 2228, "Acceleration": 14.0, "Year": "1971-01-01T00:00:00", "Origin": "Japan"}, {"Name": "ford pinto", "Miles_per_Gallon": 25.0, "Cylinders": 4, "Displacement": 98.0, "Horsepower": null, "Weight_in_lbs": 2046, "Acceleration": 19.0, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "volkswagen super beetle 117", "Miles_per_Gallon": null, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 48.0, "Weight_in_lbs": 1978, "Acceleration": 20.0, "Year": "1971-01-01T00:00:00", "Origin": "Europe"}, {"Name": "amc gremlin", "Miles_per_Gallon": 19.0, "Cylinders": 6, "Displacement": 232.0, "Horsepower": 100.0, "Weight_in_lbs": 2634, "Acceleration": 13.0, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth satellite custom", "Miles_per_Gallon": 16.0, "Cylinders": 6, "Displacement": 225.0, "Horsepower": 105.0, "Weight_in_lbs": 3439, "Acceleration": 15.5, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet chevelle malibu", "Miles_per_Gallon": 17.0, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 100.0, "Weight_in_lbs": 3329, "Acceleration": 15.5, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford torino 500", "Miles_per_Gallon": 19.0, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 88.0, "Weight_in_lbs": 3302, "Acceleration": 15.5, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc matador", "Miles_per_Gallon": 18.0, "Cylinders": 6, "Displacement": 232.0, "Horsepower": 100.0, "Weight_in_lbs": 3288, "Acceleration": 15.5, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet impala", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 165.0, "Weight_in_lbs": 4209, "Acceleration": 12.0, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "pontiac catalina brougham", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 400.0, "Horsepower": 175.0, "Weight_in_lbs": 4464, "Acceleration": 11.5, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford galaxie 500", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 351.0, "Horsepower": 153.0, "Weight_in_lbs": 4154, "Acceleration": 13.5, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth fury iii", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 150.0, "Weight_in_lbs": 4096, "Acceleration": 13.0, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge monaco (sw)", "Miles_per_Gallon": 12.0, "Cylinders": 8, "Displacement": 383.0, "Horsepower": 180.0, "Weight_in_lbs": 4955, "Acceleration": 11.5, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford country squire (sw)", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 400.0, "Horsepower": 170.0, "Weight_in_lbs": 4746, "Acceleration": 12.0, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "pontiac safari (sw)", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 400.0, "Horsepower": 175.0, "Weight_in_lbs": 5140, "Acceleration": 12.0, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc hornet sportabout (sw)", "Miles_per_Gallon": 18.0, "Cylinders": 6, "Displacement": 258.0, "Horsepower": 110.0, "Weight_in_lbs": 2962, "Acceleration": 13.5, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet vega (sw)", "Miles_per_Gallon": 22.0, "Cylinders": 4, "Displacement": 140.0, "Horsepower": 72.0, "Weight_in_lbs": 2408, "Acceleration": 19.0, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "pontiac firebird", "Miles_per_Gallon": 19.0, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 100.0, "Weight_in_lbs": 3282, "Acceleration": 15.0, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford mustang", "Miles_per_Gallon": 18.0, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 88.0, "Weight_in_lbs": 3139, "Acceleration": 14.5, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "mercury capri 2000", "Miles_per_Gallon": 23.0, "Cylinders": 4, "Displacement": 122.0, "Horsepower": 86.0, "Weight_in_lbs": 2220, "Acceleration": 14.0, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "opel 1900", "Miles_per_Gallon": 28.0, "Cylinders": 4, "Displacement": 116.0, "Horsepower": 90.0, "Weight_in_lbs": 2123, "Acceleration": 14.0, "Year": "1971-01-01T00:00:00", "Origin": "Europe"}, {"Name": "peugeot 304", "Miles_per_Gallon": 30.0, "Cylinders": 4, "Displacement": 79.0, "Horsepower": 70.0, "Weight_in_lbs": 2074, "Acceleration": 19.5, "Year": "1971-01-01T00:00:00", "Origin": "Europe"}, {"Name": "fiat 124b", "Miles_per_Gallon": 30.0, "Cylinders": 4, "Displacement": 88.0, "Horsepower": 76.0, "Weight_in_lbs": 2065, "Acceleration": 14.5, "Year": "1971-01-01T00:00:00", "Origin": "Europe"}, {"Name": "toyota corolla 1200", "Miles_per_Gallon": 31.0, "Cylinders": 4, "Displacement": 71.0, "Horsepower": 65.0, "Weight_in_lbs": 1773, "Acceleration": 19.0, "Year": "1971-01-01T00:00:00", "Origin": "Japan"}, {"Name": "datsun 1200", "Miles_per_Gallon": 35.0, "Cylinders": 4, "Displacement": 72.0, "Horsepower": 69.0, "Weight_in_lbs": 1613, "Acceleration": 18.0, "Year": "1971-01-01T00:00:00", "Origin": "Japan"}, {"Name": "volkswagen model 111", "Miles_per_Gallon": 27.0, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 60.0, "Weight_in_lbs": 1834, "Acceleration": 19.0, "Year": "1971-01-01T00:00:00", "Origin": "Europe"}, {"Name": "plymouth cricket", "Miles_per_Gallon": 26.0, "Cylinders": 4, "Displacement": 91.0, "Horsepower": 70.0, "Weight_in_lbs": 1955, "Acceleration": 20.5, "Year": "1971-01-01T00:00:00", "Origin": "USA"}, {"Name": "toyota corona hardtop", "Miles_per_Gallon": 24.0, "Cylinders": 4, "Displacement": 113.0, "Horsepower": 95.0, "Weight_in_lbs": 2278, "Acceleration": 15.5, "Year": "1972-01-01T00:00:00", "Origin": "Japan"}, {"Name": "dodge colt hardtop", "Miles_per_Gallon": 25.0, "Cylinders": 4, "Displacement": 97.5, "Horsepower": 80.0, "Weight_in_lbs": 2126, "Acceleration": 17.0, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "volkswagen type 3", "Miles_per_Gallon": 23.0, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 54.0, "Weight_in_lbs": 2254, "Acceleration": 23.5, "Year": "1972-01-01T00:00:00", "Origin": "Europe"}, {"Name": "chevrolet vega", "Miles_per_Gallon": 20.0, "Cylinders": 4, "Displacement": 140.0, "Horsepower": 90.0, "Weight_in_lbs": 2408, "Acceleration": 19.5, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford pinto runabout", "Miles_per_Gallon": 21.0, "Cylinders": 4, "Displacement": 122.0, "Horsepower": 86.0, "Weight_in_lbs": 2226, "Acceleration": 16.5, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet impala", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 165.0, "Weight_in_lbs": 4274, "Acceleration": 12.0, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "pontiac catalina", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 400.0, "Horsepower": 175.0, "Weight_in_lbs": 4385, "Acceleration": 12.0, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth fury iii", "Miles_per_Gallon": 15.0, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 150.0, "Weight_in_lbs": 4135, "Acceleration": 13.5, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford galaxie 500", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 351.0, "Horsepower": 153.0, "Weight_in_lbs": 4129, "Acceleration": 13.0, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc ambassador sst", "Miles_per_Gallon": 17.0, "Cylinders": 8, "Displacement": 304.0, "Horsepower": 150.0, "Weight_in_lbs": 3672, "Acceleration": 11.5, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "mercury marquis", "Miles_per_Gallon": 11.0, "Cylinders": 8, "Displacement": 429.0, "Horsepower": 208.0, "Weight_in_lbs": 4633, "Acceleration": 11.0, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "buick lesabre custom", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 155.0, "Weight_in_lbs": 4502, "Acceleration": 13.5, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "oldsmobile delta 88 royale", "Miles_per_Gallon": 12.0, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 160.0, "Weight_in_lbs": 4456, "Acceleration": 13.5, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "chrysler newport royal", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 400.0, "Horsepower": 190.0, "Weight_in_lbs": 4422, "Acceleration": 12.5, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "mazda rx2 coupe", "Miles_per_Gallon": 19.0, "Cylinders": 3, "Displacement": 70.0, "Horsepower": 97.0, "Weight_in_lbs": 2330, "Acceleration": 13.5, "Year": "1972-01-01T00:00:00", "Origin": "Japan"}, {"Name": "amc matador (sw)", "Miles_per_Gallon": 15.0, "Cylinders": 8, "Displacement": 304.0, "Horsepower": 150.0, "Weight_in_lbs": 3892, "Acceleration": 12.5, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet chevelle concours (sw)", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 307.0, "Horsepower": 130.0, "Weight_in_lbs": 4098, "Acceleration": 14.0, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford gran torino (sw)", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 302.0, "Horsepower": 140.0, "Weight_in_lbs": 4294, "Acceleration": 16.0, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth satellite custom (sw)", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 150.0, "Weight_in_lbs": 4077, "Acceleration": 14.0, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "volvo 145e (sw)", "Miles_per_Gallon": 18.0, "Cylinders": 4, "Displacement": 121.0, "Horsepower": 112.0, "Weight_in_lbs": 2933, "Acceleration": 14.5, "Year": "1972-01-01T00:00:00", "Origin": "Europe"}, {"Name": "volkswagen 411 (sw)", "Miles_per_Gallon": 22.0, "Cylinders": 4, "Displacement": 121.0, "Horsepower": 76.0, "Weight_in_lbs": 2511, "Acceleration": 18.0, "Year": "1972-01-01T00:00:00", "Origin": "Europe"}, {"Name": "peugeot 504 (sw)", "Miles_per_Gallon": 21.0, "Cylinders": 4, "Displacement": 120.0, "Horsepower": 87.0, "Weight_in_lbs": 2979, "Acceleration": 19.5, "Year": "1972-01-01T00:00:00", "Origin": "Europe"}, {"Name": "renault 12 (sw)", "Miles_per_Gallon": 26.0, "Cylinders": 4, "Displacement": 96.0, "Horsepower": 69.0, "Weight_in_lbs": 2189, "Acceleration": 18.0, "Year": "1972-01-01T00:00:00", "Origin": "Europe"}, {"Name": "ford pinto (sw)", "Miles_per_Gallon": 22.0, "Cylinders": 4, "Displacement": 122.0, "Horsepower": 86.0, "Weight_in_lbs": 2395, "Acceleration": 16.0, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "datsun 510 (sw)", "Miles_per_Gallon": 28.0, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 92.0, "Weight_in_lbs": 2288, "Acceleration": 17.0, "Year": "1972-01-01T00:00:00", "Origin": "Japan"}, {"Name": "toyouta corona mark ii (sw)", "Miles_per_Gallon": 23.0, "Cylinders": 4, "Displacement": 120.0, "Horsepower": 97.0, "Weight_in_lbs": 2506, "Acceleration": 14.5, "Year": "1972-01-01T00:00:00", "Origin": "Japan"}, {"Name": "dodge colt (sw)", "Miles_per_Gallon": 28.0, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 80.0, "Weight_in_lbs": 2164, "Acceleration": 15.0, "Year": "1972-01-01T00:00:00", "Origin": "USA"}, {"Name": "toyota corolla 1600 (sw)", "Miles_per_Gallon": 27.0, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 88.0, "Weight_in_lbs": 2100, "Acceleration": 16.5, "Year": "1972-01-01T00:00:00", "Origin": "Japan"}, {"Name": "buick century 350", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 175.0, "Weight_in_lbs": 4100, "Acceleration": 13.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc matador", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 304.0, "Horsepower": 150.0, "Weight_in_lbs": 3672, "Acceleration": 11.5, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet malibu", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 145.0, "Weight_in_lbs": 3988, "Acceleration": 13.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford gran torino", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 302.0, "Horsepower": 137.0, "Weight_in_lbs": 4042, "Acceleration": 14.5, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge coronet custom", "Miles_per_Gallon": 15.0, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 150.0, "Weight_in_lbs": 3777, "Acceleration": 12.5, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "mercury marquis brougham", "Miles_per_Gallon": 12.0, "Cylinders": 8, "Displacement": 429.0, "Horsepower": 198.0, "Weight_in_lbs": 4952, "Acceleration": 11.5, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet caprice classic", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 400.0, "Horsepower": 150.0, "Weight_in_lbs": 4464, "Acceleration": 12.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford ltd", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 351.0, "Horsepower": 158.0, "Weight_in_lbs": 4363, "Acceleration": 13.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth fury gran sedan", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 150.0, "Weight_in_lbs": 4237, "Acceleration": 14.5, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "chrysler new yorker brougham", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 440.0, "Horsepower": 215.0, "Weight_in_lbs": 4735, "Acceleration": 11.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "buick electra 225 custom", "Miles_per_Gallon": 12.0, "Cylinders": 8, "Displacement": 455.0, "Horsepower": 225.0, "Weight_in_lbs": 4951, "Acceleration": 11.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc ambassador brougham", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 360.0, "Horsepower": 175.0, "Weight_in_lbs": 3821, "Acceleration": 11.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth valiant", "Miles_per_Gallon": 18.0, "Cylinders": 6, "Displacement": 225.0, "Horsepower": 105.0, "Weight_in_lbs": 3121, "Acceleration": 16.5, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet nova custom", "Miles_per_Gallon": 16.0, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 100.0, "Weight_in_lbs": 3278, "Acceleration": 18.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc hornet", "Miles_per_Gallon": 18.0, "Cylinders": 6, "Displacement": 232.0, "Horsepower": 100.0, "Weight_in_lbs": 2945, "Acceleration": 16.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford maverick", "Miles_per_Gallon": 18.0, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 88.0, "Weight_in_lbs": 3021, "Acceleration": 16.5, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth duster", "Miles_per_Gallon": 23.0, "Cylinders": 6, "Displacement": 198.0, "Horsepower": 95.0, "Weight_in_lbs": 2904, "Acceleration": 16.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "volkswagen super beetle", "Miles_per_Gallon": 26.0, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 46.0, "Weight_in_lbs": 1950, "Acceleration": 21.0, "Year": "1973-01-01T00:00:00", "Origin": "Europe"}, {"Name": "chevrolet impala", "Miles_per_Gallon": 11.0, "Cylinders": 8, "Displacement": 400.0, "Horsepower": 150.0, "Weight_in_lbs": 4997, "Acceleration": 14.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford country", "Miles_per_Gallon": 12.0, "Cylinders": 8, "Displacement": 400.0, "Horsepower": 167.0, "Weight_in_lbs": 4906, "Acceleration": 12.5, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth custom suburb", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 360.0, "Horsepower": 170.0, "Weight_in_lbs": 4654, "Acceleration": 13.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "oldsmobile vista cruiser", "Miles_per_Gallon": 12.0, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 180.0, "Weight_in_lbs": 4499, "Acceleration": 12.5, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc gremlin", "Miles_per_Gallon": 18.0, "Cylinders": 6, "Displacement": 232.0, "Horsepower": 100.0, "Weight_in_lbs": 2789, "Acceleration": 15.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "toyota carina", "Miles_per_Gallon": 20.0, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 88.0, "Weight_in_lbs": 2279, "Acceleration": 19.0, "Year": "1973-01-01T00:00:00", "Origin": "Japan"}, {"Name": "chevrolet vega", "Miles_per_Gallon": 21.0, "Cylinders": 4, "Displacement": 140.0, "Horsepower": 72.0, "Weight_in_lbs": 2401, "Acceleration": 19.5, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "datsun 610", "Miles_per_Gallon": 22.0, "Cylinders": 4, "Displacement": 108.0, "Horsepower": 94.0, "Weight_in_lbs": 2379, "Acceleration": 16.5, "Year": "1973-01-01T00:00:00", "Origin": "Japan"}, {"Name": "maxda rx3", "Miles_per_Gallon": 18.0, "Cylinders": 3, "Displacement": 70.0, "Horsepower": 90.0, "Weight_in_lbs": 2124, "Acceleration": 13.5, "Year": "1973-01-01T00:00:00", "Origin": "Japan"}, {"Name": "ford pinto", "Miles_per_Gallon": 19.0, "Cylinders": 4, "Displacement": 122.0, "Horsepower": 85.0, "Weight_in_lbs": 2310, "Acceleration": 18.5, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "mercury capri v6", "Miles_per_Gallon": 21.0, "Cylinders": 6, "Displacement": 155.0, "Horsepower": 107.0, "Weight_in_lbs": 2472, "Acceleration": 14.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "fiat 124 sport coupe", "Miles_per_Gallon": 26.0, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 90.0, "Weight_in_lbs": 2265, "Acceleration": 15.5, "Year": "1973-01-01T00:00:00", "Origin": "Europe"}, {"Name": "chevrolet monte carlo s", "Miles_per_Gallon": 15.0, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 145.0, "Weight_in_lbs": 4082, "Acceleration": 13.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "pontiac grand prix", "Miles_per_Gallon": 16.0, "Cylinders": 8, "Displacement": 400.0, "Horsepower": 230.0, "Weight_in_lbs": 4278, "Acceleration": 9.5, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "fiat 128", "Miles_per_Gallon": 29.0, "Cylinders": 4, "Displacement": 68.0, "Horsepower": 49.0, "Weight_in_lbs": 1867, "Acceleration": 19.5, "Year": "1973-01-01T00:00:00", "Origin": "Europe"}, {"Name": "opel manta", "Miles_per_Gallon": 24.0, "Cylinders": 4, "Displacement": 116.0, "Horsepower": 75.0, "Weight_in_lbs": 2158, "Acceleration": 15.5, "Year": "1973-01-01T00:00:00", "Origin": "Europe"}, {"Name": "audi 100ls", "Miles_per_Gallon": 20.0, "Cylinders": 4, "Displacement": 114.0, "Horsepower": 91.0, "Weight_in_lbs": 2582, "Acceleration": 14.0, "Year": "1973-01-01T00:00:00", "Origin": "Europe"}, {"Name": "volvo 144ea", "Miles_per_Gallon": 19.0, "Cylinders": 4, "Displacement": 121.0, "Horsepower": 112.0, "Weight_in_lbs": 2868, "Acceleration": 15.5, "Year": "1973-01-01T00:00:00", "Origin": "Europe"}, {"Name": "dodge dart custom", "Miles_per_Gallon": 15.0, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 150.0, "Weight_in_lbs": 3399, "Acceleration": 11.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "saab 99le", "Miles_per_Gallon": 24.0, "Cylinders": 4, "Displacement": 121.0, "Horsepower": 110.0, "Weight_in_lbs": 2660, "Acceleration": 14.0, "Year": "1973-01-01T00:00:00", "Origin": "Europe"}, {"Name": "toyota mark ii", "Miles_per_Gallon": 20.0, "Cylinders": 6, "Displacement": 156.0, "Horsepower": 122.0, "Weight_in_lbs": 2807, "Acceleration": 13.5, "Year": "1973-01-01T00:00:00", "Origin": "Japan"}, {"Name": "oldsmobile omega", "Miles_per_Gallon": 11.0, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 180.0, "Weight_in_lbs": 3664, "Acceleration": 11.0, "Year": "1973-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth duster", "Miles_per_Gallon": 20.0, "Cylinders": 6, "Displacement": 198.0, "Horsepower": 95.0, "Weight_in_lbs": 3102, "Acceleration": 16.5, "Year": "1974-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford maverick", "Miles_per_Gallon": 21.0, "Cylinders": 6, "Displacement": 200.0, "Horsepower": null, "Weight_in_lbs": 2875, "Acceleration": 17.0, "Year": "1974-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc hornet", "Miles_per_Gallon": 19.0, "Cylinders": 6, "Displacement": 232.0, "Horsepower": 100.0, "Weight_in_lbs": 2901, "Acceleration": 16.0, "Year": "1974-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet nova", "Miles_per_Gallon": 15.0, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 100.0, "Weight_in_lbs": 3336, "Acceleration": 17.0, "Year": "1974-01-01T00:00:00", "Origin": "USA"}, {"Name": "datsun b210", "Miles_per_Gallon": 31.0, "Cylinders": 4, "Displacement": 79.0, "Horsepower": 67.0, "Weight_in_lbs": 1950, "Acceleration": 19.0, "Year": "1974-01-01T00:00:00", "Origin": "Japan"}, {"Name": "ford pinto", "Miles_per_Gallon": 26.0, "Cylinders": 4, "Displacement": 122.0, "Horsepower": 80.0, "Weight_in_lbs": 2451, "Acceleration": 16.5, "Year": "1974-01-01T00:00:00", "Origin": "USA"}, {"Name": "toyota corolla 1200", "Miles_per_Gallon": 32.0, "Cylinders": 4, "Displacement": 71.0, "Horsepower": 65.0, "Weight_in_lbs": 1836, "Acceleration": 21.0, "Year": "1974-01-01T00:00:00", "Origin": "Japan"}, {"Name": "chevrolet vega", "Miles_per_Gallon": 25.0, "Cylinders": 4, "Displacement": 140.0, "Horsepower": 75.0, "Weight_in_lbs": 2542, "Acceleration": 17.0, "Year": "1974-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet chevelle malibu classic", "Miles_per_Gallon": 16.0, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 100.0, "Weight_in_lbs": 3781, "Acceleration": 17.0, "Year": "1974-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc matador", "Miles_per_Gallon": 16.0, "Cylinders": 6, "Displacement": 258.0, "Horsepower": 110.0, "Weight_in_lbs": 3632, "Acceleration": 18.0, "Year": "1974-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth satellite sebring", "Miles_per_Gallon": 18.0, "Cylinders": 6, "Displacement": 225.0, "Horsepower": 105.0, "Weight_in_lbs": 3613, "Acceleration": 16.5, "Year": "1974-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford gran torino", "Miles_per_Gallon": 16.0, "Cylinders": 8, "Displacement": 302.0, "Horsepower": 140.0, "Weight_in_lbs": 4141, "Acceleration": 14.0, "Year": "1974-01-01T00:00:00", "Origin": "USA"}, {"Name": "buick century luxus (sw)", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 150.0, "Weight_in_lbs": 4699, "Acceleration": 14.5, "Year": "1974-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge coronet custom (sw)", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 150.0, "Weight_in_lbs": 4457, "Acceleration": 13.5, "Year": "1974-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford gran torino (sw)", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 302.0, "Horsepower": 140.0, "Weight_in_lbs": 4638, "Acceleration": 16.0, "Year": "1974-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc matador (sw)", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 304.0, "Horsepower": 150.0, "Weight_in_lbs": 4257, "Acceleration": 15.5, "Year": "1974-01-01T00:00:00", "Origin": "USA"}, {"Name": "audi fox", "Miles_per_Gallon": 29.0, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 83.0, "Weight_in_lbs": 2219, "Acceleration": 16.5, "Year": "1974-01-01T00:00:00", "Origin": "Europe"}, {"Name": "volkswagen dasher", "Miles_per_Gallon": 26.0, "Cylinders": 4, "Displacement": 79.0, "Horsepower": 67.0, "Weight_in_lbs": 1963, "Acceleration": 15.5, "Year": "1974-01-01T00:00:00", "Origin": "Europe"}, {"Name": "opel manta", "Miles_per_Gallon": 26.0, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 78.0, "Weight_in_lbs": 2300, "Acceleration": 14.5, "Year": "1974-01-01T00:00:00", "Origin": "Europe"}, {"Name": "toyota corona", "Miles_per_Gallon": 31.0, "Cylinders": 4, "Displacement": 76.0, "Horsepower": 52.0, "Weight_in_lbs": 1649, "Acceleration": 16.5, "Year": "1974-01-01T00:00:00", "Origin": "Japan"}, {"Name": "datsun 710", "Miles_per_Gallon": 32.0, "Cylinders": 4, "Displacement": 83.0, "Horsepower": 61.0, "Weight_in_lbs": 2003, "Acceleration": 19.0, "Year": "1974-01-01T00:00:00", "Origin": "Japan"}, {"Name": "dodge colt", "Miles_per_Gallon": 28.0, "Cylinders": 4, "Displacement": 90.0, "Horsepower": 75.0, "Weight_in_lbs": 2125, "Acceleration": 14.5, "Year": "1974-01-01T00:00:00", "Origin": "USA"}, {"Name": "fiat 128", "Miles_per_Gallon": 24.0, "Cylinders": 4, "Displacement": 90.0, "Horsepower": 75.0, "Weight_in_lbs": 2108, "Acceleration": 15.5, "Year": "1974-01-01T00:00:00", "Origin": "Europe"}, {"Name": "fiat 124 tc", "Miles_per_Gallon": 26.0, "Cylinders": 4, "Displacement": 116.0, "Horsepower": 75.0, "Weight_in_lbs": 2246, "Acceleration": 14.0, "Year": "1974-01-01T00:00:00", "Origin": "Europe"}, {"Name": "honda civic", "Miles_per_Gallon": 24.0, "Cylinders": 4, "Displacement": 120.0, "Horsepower": 97.0, "Weight_in_lbs": 2489, "Acceleration": 15.0, "Year": "1974-01-01T00:00:00", "Origin": "Japan"}, {"Name": "subaru", "Miles_per_Gallon": 26.0, "Cylinders": 4, "Displacement": 108.0, "Horsepower": 93.0, "Weight_in_lbs": 2391, "Acceleration": 15.5, "Year": "1974-01-01T00:00:00", "Origin": "Japan"}, {"Name": "fiat x1.9", "Miles_per_Gallon": 31.0, "Cylinders": 4, "Displacement": 79.0, "Horsepower": 67.0, "Weight_in_lbs": 2000, "Acceleration": 16.0, "Year": "1974-01-01T00:00:00", "Origin": "Europe"}, {"Name": "plymouth valiant custom", "Miles_per_Gallon": 19.0, "Cylinders": 6, "Displacement": 225.0, "Horsepower": 95.0, "Weight_in_lbs": 3264, "Acceleration": 16.0, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet nova", "Miles_per_Gallon": 18.0, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 105.0, "Weight_in_lbs": 3459, "Acceleration": 16.0, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "mercury monarch", "Miles_per_Gallon": 15.0, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 72.0, "Weight_in_lbs": 3432, "Acceleration": 21.0, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford maverick", "Miles_per_Gallon": 15.0, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 72.0, "Weight_in_lbs": 3158, "Acceleration": 19.5, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "pontiac catalina", "Miles_per_Gallon": 16.0, "Cylinders": 8, "Displacement": 400.0, "Horsepower": 170.0, "Weight_in_lbs": 4668, "Acceleration": 11.5, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet bel air", "Miles_per_Gallon": 15.0, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 145.0, "Weight_in_lbs": 4440, "Acceleration": 14.0, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth grand fury", "Miles_per_Gallon": 16.0, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 150.0, "Weight_in_lbs": 4498, "Acceleration": 14.5, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford ltd", "Miles_per_Gallon": 14.0, "Cylinders": 8, "Displacement": 351.0, "Horsepower": 148.0, "Weight_in_lbs": 4657, "Acceleration": 13.5, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "buick century", "Miles_per_Gallon": 17.0, "Cylinders": 6, "Displacement": 231.0, "Horsepower": 110.0, "Weight_in_lbs": 3907, "Acceleration": 21.0, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevroelt chevelle malibu", "Miles_per_Gallon": 16.0, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 105.0, "Weight_in_lbs": 3897, "Acceleration": 18.5, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc matador", "Miles_per_Gallon": 15.0, "Cylinders": 6, "Displacement": 258.0, "Horsepower": 110.0, "Weight_in_lbs": 3730, "Acceleration": 19.0, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth fury", "Miles_per_Gallon": 18.0, "Cylinders": 6, "Displacement": 225.0, "Horsepower": 95.0, "Weight_in_lbs": 3785, "Acceleration": 19.0, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "buick skyhawk", "Miles_per_Gallon": 21.0, "Cylinders": 6, "Displacement": 231.0, "Horsepower": 110.0, "Weight_in_lbs": 3039, "Acceleration": 15.0, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet monza 2+2", "Miles_per_Gallon": 20.0, "Cylinders": 8, "Displacement": 262.0, "Horsepower": 110.0, "Weight_in_lbs": 3221, "Acceleration": 13.5, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford mustang ii", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 302.0, "Horsepower": 129.0, "Weight_in_lbs": 3169, "Acceleration": 12.0, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "toyota corolla", "Miles_per_Gallon": 29.0, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 75.0, "Weight_in_lbs": 2171, "Acceleration": 16.0, "Year": "1975-01-01T00:00:00", "Origin": "Japan"}, {"Name": "ford pinto", "Miles_per_Gallon": 23.0, "Cylinders": 4, "Displacement": 140.0, "Horsepower": 83.0, "Weight_in_lbs": 2639, "Acceleration": 17.0, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc gremlin", "Miles_per_Gallon": 20.0, "Cylinders": 6, "Displacement": 232.0, "Horsepower": 100.0, "Weight_in_lbs": 2914, "Acceleration": 16.0, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "pontiac astro", "Miles_per_Gallon": 23.0, "Cylinders": 4, "Displacement": 140.0, "Horsepower": 78.0, "Weight_in_lbs": 2592, "Acceleration": 18.5, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "toyota corona", "Miles_per_Gallon": 24.0, "Cylinders": 4, "Displacement": 134.0, "Horsepower": 96.0, "Weight_in_lbs": 2702, "Acceleration": 13.5, "Year": "1975-01-01T00:00:00", "Origin": "Japan"}, {"Name": "volkswagen dasher", "Miles_per_Gallon": 25.0, "Cylinders": 4, "Displacement": 90.0, "Horsepower": 71.0, "Weight_in_lbs": 2223, "Acceleration": 16.5, "Year": "1975-01-01T00:00:00", "Origin": "Europe"}, {"Name": "datsun 710", "Miles_per_Gallon": 24.0, "Cylinders": 4, "Displacement": 119.0, "Horsepower": 97.0, "Weight_in_lbs": 2545, "Acceleration": 17.0, "Year": "1975-01-01T00:00:00", "Origin": "Japan"}, {"Name": "ford pinto", "Miles_per_Gallon": 18.0, "Cylinders": 6, "Displacement": 171.0, "Horsepower": 97.0, "Weight_in_lbs": 2984, "Acceleration": 14.5, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "volkswagen rabbit", "Miles_per_Gallon": 29.0, "Cylinders": 4, "Displacement": 90.0, "Horsepower": 70.0, "Weight_in_lbs": 1937, "Acceleration": 14.0, "Year": "1975-01-01T00:00:00", "Origin": "Europe"}, {"Name": "amc pacer", "Miles_per_Gallon": 19.0, "Cylinders": 6, "Displacement": 232.0, "Horsepower": 90.0, "Weight_in_lbs": 3211, "Acceleration": 17.0, "Year": "1975-01-01T00:00:00", "Origin": "USA"}, {"Name": "audi 100ls", "Miles_per_Gallon": 23.0, "Cylinders": 4, "Displacement": 115.0, "Horsepower": 95.0, "Weight_in_lbs": 2694, "Acceleration": 15.0, "Year": "1975-01-01T00:00:00", "Origin": "Europe"}, {"Name": "peugeot 504", "Miles_per_Gallon": 23.0, "Cylinders": 4, "Displacement": 120.0, "Horsepower": 88.0, "Weight_in_lbs": 2957, "Acceleration": 17.0, "Year": "1975-01-01T00:00:00", "Origin": "Europe"}, {"Name": "volvo 244dl", "Miles_per_Gallon": 22.0, "Cylinders": 4, "Displacement": 121.0, "Horsepower": 98.0, "Weight_in_lbs": 2945, "Acceleration": 14.5, "Year": "1975-01-01T00:00:00", "Origin": "Europe"}, {"Name": "saab 99le", "Miles_per_Gallon": 25.0, "Cylinders": 4, "Displacement": 121.0, "Horsepower": 115.0, "Weight_in_lbs": 2671, "Acceleration": 13.5, "Year": "1975-01-01T00:00:00", "Origin": "Europe"}, {"Name": "honda civic cvcc", "Miles_per_Gallon": 33.0, "Cylinders": 4, "Displacement": 91.0, "Horsepower": 53.0, "Weight_in_lbs": 1795, "Acceleration": 17.5, "Year": "1975-01-01T00:00:00", "Origin": "Japan"}, {"Name": "fiat 131", "Miles_per_Gallon": 28.0, "Cylinders": 4, "Displacement": 107.0, "Horsepower": 86.0, "Weight_in_lbs": 2464, "Acceleration": 15.5, "Year": "1976-01-01T00:00:00", "Origin": "Europe"}, {"Name": "opel 1900", "Miles_per_Gallon": 25.0, "Cylinders": 4, "Displacement": 116.0, "Horsepower": 81.0, "Weight_in_lbs": 2220, "Acceleration": 16.9, "Year": "1976-01-01T00:00:00", "Origin": "Europe"}, {"Name": "capri ii", "Miles_per_Gallon": 25.0, "Cylinders": 4, "Displacement": 140.0, "Horsepower": 92.0, "Weight_in_lbs": 2572, "Acceleration": 14.9, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge colt", "Miles_per_Gallon": 26.0, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 79.0, "Weight_in_lbs": 2255, "Acceleration": 17.7, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "renault 12tl", "Miles_per_Gallon": 27.0, "Cylinders": 4, "Displacement": 101.0, "Horsepower": 83.0, "Weight_in_lbs": 2202, "Acceleration": 15.3, "Year": "1976-01-01T00:00:00", "Origin": "Europe"}, {"Name": "chevrolet chevelle malibu classic", "Miles_per_Gallon": 17.5, "Cylinders": 8, "Displacement": 305.0, "Horsepower": 140.0, "Weight_in_lbs": 4215, "Acceleration": 13.0, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge coronet brougham", "Miles_per_Gallon": 16.0, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 150.0, "Weight_in_lbs": 4190, "Acceleration": 13.0, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc matador", "Miles_per_Gallon": 15.5, "Cylinders": 8, "Displacement": 304.0, "Horsepower": 120.0, "Weight_in_lbs": 3962, "Acceleration": 13.9, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford gran torino", "Miles_per_Gallon": 14.5, "Cylinders": 8, "Displacement": 351.0, "Horsepower": 152.0, "Weight_in_lbs": 4215, "Acceleration": 12.8, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth valiant", "Miles_per_Gallon": 22.0, "Cylinders": 6, "Displacement": 225.0, "Horsepower": 100.0, "Weight_in_lbs": 3233, "Acceleration": 15.4, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet nova", "Miles_per_Gallon": 22.0, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 105.0, "Weight_in_lbs": 3353, "Acceleration": 14.5, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford maverick", "Miles_per_Gallon": 24.0, "Cylinders": 6, "Displacement": 200.0, "Horsepower": 81.0, "Weight_in_lbs": 3012, "Acceleration": 17.6, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc hornet", "Miles_per_Gallon": 22.5, "Cylinders": 6, "Displacement": 232.0, "Horsepower": 90.0, "Weight_in_lbs": 3085, "Acceleration": 17.6, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet chevette", "Miles_per_Gallon": 29.0, "Cylinders": 4, "Displacement": 85.0, "Horsepower": 52.0, "Weight_in_lbs": 2035, "Acceleration": 22.2, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet woody", "Miles_per_Gallon": 24.5, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 60.0, "Weight_in_lbs": 2164, "Acceleration": 22.1, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "vw rabbit", "Miles_per_Gallon": 29.0, "Cylinders": 4, "Displacement": 90.0, "Horsepower": 70.0, "Weight_in_lbs": 1937, "Acceleration": 14.2, "Year": "1976-01-01T00:00:00", "Origin": "Europe"}, {"Name": "honda civic", "Miles_per_Gallon": 33.0, "Cylinders": 4, "Displacement": 91.0, "Horsepower": 53.0, "Weight_in_lbs": 1795, "Acceleration": 17.4, "Year": "1976-01-01T00:00:00", "Origin": "Japan"}, {"Name": "dodge aspen se", "Miles_per_Gallon": 20.0, "Cylinders": 6, "Displacement": 225.0, "Horsepower": 100.0, "Weight_in_lbs": 3651, "Acceleration": 17.7, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford granada ghia", "Miles_per_Gallon": 18.0, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 78.0, "Weight_in_lbs": 3574, "Acceleration": 21.0, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "pontiac ventura sj", "Miles_per_Gallon": 18.5, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 110.0, "Weight_in_lbs": 3645, "Acceleration": 16.2, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc pacer d/l", "Miles_per_Gallon": 17.5, "Cylinders": 6, "Displacement": 258.0, "Horsepower": 95.0, "Weight_in_lbs": 3193, "Acceleration": 17.8, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "volkswagen rabbit", "Miles_per_Gallon": 29.5, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 71.0, "Weight_in_lbs": 1825, "Acceleration": 12.2, "Year": "1976-01-01T00:00:00", "Origin": "Europe"}, {"Name": "datsun b-210", "Miles_per_Gallon": 32.0, "Cylinders": 4, "Displacement": 85.0, "Horsepower": 70.0, "Weight_in_lbs": 1990, "Acceleration": 17.0, "Year": "1976-01-01T00:00:00", "Origin": "Japan"}, {"Name": "toyota corolla", "Miles_per_Gallon": 28.0, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 75.0, "Weight_in_lbs": 2155, "Acceleration": 16.4, "Year": "1976-01-01T00:00:00", "Origin": "Japan"}, {"Name": "ford pinto", "Miles_per_Gallon": 26.5, "Cylinders": 4, "Displacement": 140.0, "Horsepower": 72.0, "Weight_in_lbs": 2565, "Acceleration": 13.6, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "volvo 245", "Miles_per_Gallon": 20.0, "Cylinders": 4, "Displacement": 130.0, "Horsepower": 102.0, "Weight_in_lbs": 3150, "Acceleration": 15.7, "Year": "1976-01-01T00:00:00", "Origin": "Europe"}, {"Name": "plymouth volare premier v8", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 150.0, "Weight_in_lbs": 3940, "Acceleration": 13.2, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "peugeot 504", "Miles_per_Gallon": 19.0, "Cylinders": 4, "Displacement": 120.0, "Horsepower": 88.0, "Weight_in_lbs": 3270, "Acceleration": 21.9, "Year": "1976-01-01T00:00:00", "Origin": "Europe"}, {"Name": "toyota mark ii", "Miles_per_Gallon": 19.0, "Cylinders": 6, "Displacement": 156.0, "Horsepower": 108.0, "Weight_in_lbs": 2930, "Acceleration": 15.5, "Year": "1976-01-01T00:00:00", "Origin": "Japan"}, {"Name": "mercedes-benz 280s", "Miles_per_Gallon": 16.5, "Cylinders": 6, "Displacement": 168.0, "Horsepower": 120.0, "Weight_in_lbs": 3820, "Acceleration": 16.7, "Year": "1976-01-01T00:00:00", "Origin": "Europe"}, {"Name": "cadillac seville", "Miles_per_Gallon": 16.5, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 180.0, "Weight_in_lbs": 4380, "Acceleration": 12.1, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevy c10", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 145.0, "Weight_in_lbs": 4055, "Acceleration": 12.0, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford f108", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 302.0, "Horsepower": 130.0, "Weight_in_lbs": 3870, "Acceleration": 15.0, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge d100", "Miles_per_Gallon": 13.0, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 150.0, "Weight_in_lbs": 3755, "Acceleration": 14.0, "Year": "1976-01-01T00:00:00", "Origin": "USA"}, {"Name": "honda Accelerationord cvcc", "Miles_per_Gallon": 31.5, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 68.0, "Weight_in_lbs": 2045, "Acceleration": 18.5, "Year": "1977-01-01T00:00:00", "Origin": "Japan"}, {"Name": "buick opel isuzu deluxe", "Miles_per_Gallon": 30.0, "Cylinders": 4, "Displacement": 111.0, "Horsepower": 80.0, "Weight_in_lbs": 2155, "Acceleration": 14.8, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "renault 5 gtl", "Miles_per_Gallon": 36.0, "Cylinders": 4, "Displacement": 79.0, "Horsepower": 58.0, "Weight_in_lbs": 1825, "Acceleration": 18.6, "Year": "1977-01-01T00:00:00", "Origin": "Europe"}, {"Name": "plymouth arrow gs", "Miles_per_Gallon": 25.5, "Cylinders": 4, "Displacement": 122.0, "Horsepower": 96.0, "Weight_in_lbs": 2300, "Acceleration": 15.5, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "datsun f-10 hatchback", "Miles_per_Gallon": 33.5, "Cylinders": 4, "Displacement": 85.0, "Horsepower": 70.0, "Weight_in_lbs": 1945, "Acceleration": 16.8, "Year": "1977-01-01T00:00:00", "Origin": "Japan"}, {"Name": "chevrolet caprice classic", "Miles_per_Gallon": 17.5, "Cylinders": 8, "Displacement": 305.0, "Horsepower": 145.0, "Weight_in_lbs": 3880, "Acceleration": 12.5, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "oldsmobile cutlass supreme", "Miles_per_Gallon": 17.0, "Cylinders": 8, "Displacement": 260.0, "Horsepower": 110.0, "Weight_in_lbs": 4060, "Acceleration": 19.0, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge monaco brougham", "Miles_per_Gallon": 15.5, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 145.0, "Weight_in_lbs": 4140, "Acceleration": 13.7, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "mercury cougar brougham", "Miles_per_Gallon": 15.0, "Cylinders": 8, "Displacement": 302.0, "Horsepower": 130.0, "Weight_in_lbs": 4295, "Acceleration": 14.9, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet concours", "Miles_per_Gallon": 17.5, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 110.0, "Weight_in_lbs": 3520, "Acceleration": 16.4, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "buick skylark", "Miles_per_Gallon": 20.5, "Cylinders": 6, "Displacement": 231.0, "Horsepower": 105.0, "Weight_in_lbs": 3425, "Acceleration": 16.9, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth volare custom", "Miles_per_Gallon": 19.0, "Cylinders": 6, "Displacement": 225.0, "Horsepower": 100.0, "Weight_in_lbs": 3630, "Acceleration": 17.7, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford granada", "Miles_per_Gallon": 18.5, "Cylinders": 6, "Displacement": 250.0, "Horsepower": 98.0, "Weight_in_lbs": 3525, "Acceleration": 19.0, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "pontiac grand prix lj", "Miles_per_Gallon": 16.0, "Cylinders": 8, "Displacement": 400.0, "Horsepower": 180.0, "Weight_in_lbs": 4220, "Acceleration": 11.1, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet monte carlo landau", "Miles_per_Gallon": 15.5, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 170.0, "Weight_in_lbs": 4165, "Acceleration": 11.4, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "chrysler cordoba", "Miles_per_Gallon": 15.5, "Cylinders": 8, "Displacement": 400.0, "Horsepower": 190.0, "Weight_in_lbs": 4325, "Acceleration": 12.2, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford thunderbird", "Miles_per_Gallon": 16.0, "Cylinders": 8, "Displacement": 351.0, "Horsepower": 149.0, "Weight_in_lbs": 4335, "Acceleration": 14.5, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "volkswagen rabbit custom", "Miles_per_Gallon": 29.0, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 78.0, "Weight_in_lbs": 1940, "Acceleration": 14.5, "Year": "1977-01-01T00:00:00", "Origin": "Europe"}, {"Name": "pontiac sunbird coupe", "Miles_per_Gallon": 24.5, "Cylinders": 4, "Displacement": 151.0, "Horsepower": 88.0, "Weight_in_lbs": 2740, "Acceleration": 16.0, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "toyota corolla liftback", "Miles_per_Gallon": 26.0, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 75.0, "Weight_in_lbs": 2265, "Acceleration": 18.2, "Year": "1977-01-01T00:00:00", "Origin": "Japan"}, {"Name": "ford mustang ii 2+2", "Miles_per_Gallon": 25.5, "Cylinders": 4, "Displacement": 140.0, "Horsepower": 89.0, "Weight_in_lbs": 2755, "Acceleration": 15.8, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet chevette", "Miles_per_Gallon": 30.5, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 63.0, "Weight_in_lbs": 2051, "Acceleration": 17.0, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge colt m/m", "Miles_per_Gallon": 33.5, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 83.0, "Weight_in_lbs": 2075, "Acceleration": 15.9, "Year": "1977-01-01T00:00:00", "Origin": "USA"}, {"Name": "subaru dl", "Miles_per_Gallon": 30.0, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 67.0, "Weight_in_lbs": 1985, "Acceleration": 16.4, "Year": "1977-01-01T00:00:00", "Origin": "Japan"}, {"Name": "volkswagen dasher", "Miles_per_Gallon": 30.5, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 78.0, "Weight_in_lbs": 2190, "Acceleration": 14.1, "Year": "1977-01-01T00:00:00", "Origin": "Europe"}, {"Name": "datsun 810", "Miles_per_Gallon": 22.0, "Cylinders": 6, "Displacement": 146.0, "Horsepower": 97.0, "Weight_in_lbs": 2815, "Acceleration": 14.5, "Year": "1977-01-01T00:00:00", "Origin": "Japan"}, {"Name": "bmw 320i", "Miles_per_Gallon": 21.5, "Cylinders": 4, "Displacement": 121.0, "Horsepower": 110.0, "Weight_in_lbs": 2600, "Acceleration": 12.8, "Year": "1977-01-01T00:00:00", "Origin": "Europe"}, {"Name": "mazda rx-4", "Miles_per_Gallon": 21.5, "Cylinders": 3, "Displacement": 80.0, "Horsepower": 110.0, "Weight_in_lbs": 2720, "Acceleration": 13.5, "Year": "1977-01-01T00:00:00", "Origin": "Japan"}, {"Name": "volkswagen rabbit custom diesel", "Miles_per_Gallon": 43.1, "Cylinders": 4, "Displacement": 90.0, "Horsepower": 48.0, "Weight_in_lbs": 1985, "Acceleration": 21.5, "Year": "1978-01-01T00:00:00", "Origin": "Europe"}, {"Name": "ford fiesta", "Miles_per_Gallon": 36.1, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 66.0, "Weight_in_lbs": 1800, "Acceleration": 14.4, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "mazda glc deluxe", "Miles_per_Gallon": 32.8, "Cylinders": 4, "Displacement": 78.0, "Horsepower": 52.0, "Weight_in_lbs": 1985, "Acceleration": 19.4, "Year": "1978-01-01T00:00:00", "Origin": "Japan"}, {"Name": "datsun b210 gx", "Miles_per_Gallon": 39.4, "Cylinders": 4, "Displacement": 85.0, "Horsepower": 70.0, "Weight_in_lbs": 2070, "Acceleration": 18.6, "Year": "1978-01-01T00:00:00", "Origin": "Japan"}, {"Name": "honda civic cvcc", "Miles_per_Gallon": 36.1, "Cylinders": 4, "Displacement": 91.0, "Horsepower": 60.0, "Weight_in_lbs": 1800, "Acceleration": 16.4, "Year": "1978-01-01T00:00:00", "Origin": "Japan"}, {"Name": "oldsmobile cutlass salon brougham", "Miles_per_Gallon": 19.9, "Cylinders": 8, "Displacement": 260.0, "Horsepower": 110.0, "Weight_in_lbs": 3365, "Acceleration": 15.5, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge diplomat", "Miles_per_Gallon": 19.4, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 140.0, "Weight_in_lbs": 3735, "Acceleration": 13.2, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "mercury monarch ghia", "Miles_per_Gallon": 20.2, "Cylinders": 8, "Displacement": 302.0, "Horsepower": 139.0, "Weight_in_lbs": 3570, "Acceleration": 12.8, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "pontiac phoenix lj", "Miles_per_Gallon": 19.2, "Cylinders": 6, "Displacement": 231.0, "Horsepower": 105.0, "Weight_in_lbs": 3535, "Acceleration": 19.2, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet malibu", "Miles_per_Gallon": 20.5, "Cylinders": 6, "Displacement": 200.0, "Horsepower": 95.0, "Weight_in_lbs": 3155, "Acceleration": 18.2, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford fairmont (auto)", "Miles_per_Gallon": 20.2, "Cylinders": 6, "Displacement": 200.0, "Horsepower": 85.0, "Weight_in_lbs": 2965, "Acceleration": 15.8, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford fairmont (man)", "Miles_per_Gallon": 25.1, "Cylinders": 4, "Displacement": 140.0, "Horsepower": 88.0, "Weight_in_lbs": 2720, "Acceleration": 15.4, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth volare", "Miles_per_Gallon": 20.5, "Cylinders": 6, "Displacement": 225.0, "Horsepower": 100.0, "Weight_in_lbs": 3430, "Acceleration": 17.2, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc concord", "Miles_per_Gallon": 19.4, "Cylinders": 6, "Displacement": 232.0, "Horsepower": 90.0, "Weight_in_lbs": 3210, "Acceleration": 17.2, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "buick century special", "Miles_per_Gallon": 20.6, "Cylinders": 6, "Displacement": 231.0, "Horsepower": 105.0, "Weight_in_lbs": 3380, "Acceleration": 15.8, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "mercury zephyr", "Miles_per_Gallon": 20.8, "Cylinders": 6, "Displacement": 200.0, "Horsepower": 85.0, "Weight_in_lbs": 3070, "Acceleration": 16.7, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge aspen", "Miles_per_Gallon": 18.6, "Cylinders": 6, "Displacement": 225.0, "Horsepower": 110.0, "Weight_in_lbs": 3620, "Acceleration": 18.7, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc concord d/l", "Miles_per_Gallon": 18.1, "Cylinders": 6, "Displacement": 258.0, "Horsepower": 120.0, "Weight_in_lbs": 3410, "Acceleration": 15.1, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet monte carlo landau", "Miles_per_Gallon": 19.2, "Cylinders": 8, "Displacement": 305.0, "Horsepower": 145.0, "Weight_in_lbs": 3425, "Acceleration": 13.2, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "buick regal sport coupe (turbo)", "Miles_per_Gallon": 17.7, "Cylinders": 6, "Displacement": 231.0, "Horsepower": 165.0, "Weight_in_lbs": 3445, "Acceleration": 13.4, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford futura", "Miles_per_Gallon": 18.1, "Cylinders": 8, "Displacement": 302.0, "Horsepower": 139.0, "Weight_in_lbs": 3205, "Acceleration": 11.2, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge magnum xe", "Miles_per_Gallon": 17.5, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 140.0, "Weight_in_lbs": 4080, "Acceleration": 13.7, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet chevette", "Miles_per_Gallon": 30.0, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 68.0, "Weight_in_lbs": 2155, "Acceleration": 16.5, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "toyota corona", "Miles_per_Gallon": 27.5, "Cylinders": 4, "Displacement": 134.0, "Horsepower": 95.0, "Weight_in_lbs": 2560, "Acceleration": 14.2, "Year": "1978-01-01T00:00:00", "Origin": "Japan"}, {"Name": "datsun 510", "Miles_per_Gallon": 27.2, "Cylinders": 4, "Displacement": 119.0, "Horsepower": 97.0, "Weight_in_lbs": 2300, "Acceleration": 14.7, "Year": "1978-01-01T00:00:00", "Origin": "Japan"}, {"Name": "dodge omni", "Miles_per_Gallon": 30.9, "Cylinders": 4, "Displacement": 105.0, "Horsepower": 75.0, "Weight_in_lbs": 2230, "Acceleration": 14.5, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "toyota celica gt liftback", "Miles_per_Gallon": 21.1, "Cylinders": 4, "Displacement": 134.0, "Horsepower": 95.0, "Weight_in_lbs": 2515, "Acceleration": 14.8, "Year": "1978-01-01T00:00:00", "Origin": "Japan"}, {"Name": "plymouth sapporo", "Miles_per_Gallon": 23.2, "Cylinders": 4, "Displacement": 156.0, "Horsepower": 105.0, "Weight_in_lbs": 2745, "Acceleration": 16.7, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "oldsmobile starfire sx", "Miles_per_Gallon": 23.8, "Cylinders": 4, "Displacement": 151.0, "Horsepower": 85.0, "Weight_in_lbs": 2855, "Acceleration": 17.6, "Year": "1978-01-01T00:00:00", "Origin": "USA"}, {"Name": "datsun 200-sx", "Miles_per_Gallon": 23.9, "Cylinders": 4, "Displacement": 119.0, "Horsepower": 97.0, "Weight_in_lbs": 2405, "Acceleration": 14.9, "Year": "1978-01-01T00:00:00", "Origin": "Japan"}, {"Name": "audi 5000", "Miles_per_Gallon": 20.3, "Cylinders": 5, "Displacement": 131.0, "Horsepower": 103.0, "Weight_in_lbs": 2830, "Acceleration": 15.9, "Year": "1978-01-01T00:00:00", "Origin": "Europe"}, {"Name": "volvo 264gl", "Miles_per_Gallon": 17.0, "Cylinders": 6, "Displacement": 163.0, "Horsepower": 125.0, "Weight_in_lbs": 3140, "Acceleration": 13.6, "Year": "1978-01-01T00:00:00", "Origin": "Europe"}, {"Name": "saab 99gle", "Miles_per_Gallon": 21.6, "Cylinders": 4, "Displacement": 121.0, "Horsepower": 115.0, "Weight_in_lbs": 2795, "Acceleration": 15.7, "Year": "1978-01-01T00:00:00", "Origin": "Europe"}, {"Name": "peugeot 604sl", "Miles_per_Gallon": 16.2, "Cylinders": 6, "Displacement": 163.0, "Horsepower": 133.0, "Weight_in_lbs": 3410, "Acceleration": 15.8, "Year": "1978-01-01T00:00:00", "Origin": "Europe"}, {"Name": "volkswagen scirocco", "Miles_per_Gallon": 31.5, "Cylinders": 4, "Displacement": 89.0, "Horsepower": 71.0, "Weight_in_lbs": 1990, "Acceleration": 14.9, "Year": "1978-01-01T00:00:00", "Origin": "Europe"}, {"Name": "honda Accelerationord lx", "Miles_per_Gallon": 29.5, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 68.0, "Weight_in_lbs": 2135, "Acceleration": 16.6, "Year": "1978-01-01T00:00:00", "Origin": "Japan"}, {"Name": "pontiac lemans v6", "Miles_per_Gallon": 21.5, "Cylinders": 6, "Displacement": 231.0, "Horsepower": 115.0, "Weight_in_lbs": 3245, "Acceleration": 15.4, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "mercury zephyr 6", "Miles_per_Gallon": 19.8, "Cylinders": 6, "Displacement": 200.0, "Horsepower": 85.0, "Weight_in_lbs": 2990, "Acceleration": 18.2, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford fairmont 4", "Miles_per_Gallon": 22.3, "Cylinders": 4, "Displacement": 140.0, "Horsepower": 88.0, "Weight_in_lbs": 2890, "Acceleration": 17.3, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc concord dl 6", "Miles_per_Gallon": 20.2, "Cylinders": 6, "Displacement": 232.0, "Horsepower": 90.0, "Weight_in_lbs": 3265, "Acceleration": 18.2, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge aspen 6", "Miles_per_Gallon": 20.6, "Cylinders": 6, "Displacement": 225.0, "Horsepower": 110.0, "Weight_in_lbs": 3360, "Acceleration": 16.6, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet caprice classic", "Miles_per_Gallon": 17.0, "Cylinders": 8, "Displacement": 305.0, "Horsepower": 130.0, "Weight_in_lbs": 3840, "Acceleration": 15.4, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford ltd landau", "Miles_per_Gallon": 17.6, "Cylinders": 8, "Displacement": 302.0, "Horsepower": 129.0, "Weight_in_lbs": 3725, "Acceleration": 13.4, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "mercury grand marquis", "Miles_per_Gallon": 16.5, "Cylinders": 8, "Displacement": 351.0, "Horsepower": 138.0, "Weight_in_lbs": 3955, "Acceleration": 13.2, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge st. regis", "Miles_per_Gallon": 18.2, "Cylinders": 8, "Displacement": 318.0, "Horsepower": 135.0, "Weight_in_lbs": 3830, "Acceleration": 15.2, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "buick estate wagon (sw)", "Miles_per_Gallon": 16.9, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 155.0, "Weight_in_lbs": 4360, "Acceleration": 14.9, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford country squire (sw)", "Miles_per_Gallon": 15.5, "Cylinders": 8, "Displacement": 351.0, "Horsepower": 142.0, "Weight_in_lbs": 4054, "Acceleration": 14.3, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet malibu classic (sw)", "Miles_per_Gallon": 19.2, "Cylinders": 8, "Displacement": 267.0, "Horsepower": 125.0, "Weight_in_lbs": 3605, "Acceleration": 15.0, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "chrysler lebaron town @ country (sw)", "Miles_per_Gallon": 18.5, "Cylinders": 8, "Displacement": 360.0, "Horsepower": 150.0, "Weight_in_lbs": 3940, "Acceleration": 13.0, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "vw rabbit custom", "Miles_per_Gallon": 31.9, "Cylinders": 4, "Displacement": 89.0, "Horsepower": 71.0, "Weight_in_lbs": 1925, "Acceleration": 14.0, "Year": "1979-01-01T00:00:00", "Origin": "Europe"}, {"Name": "maxda glc deluxe", "Miles_per_Gallon": 34.1, "Cylinders": 4, "Displacement": 86.0, "Horsepower": 65.0, "Weight_in_lbs": 1975, "Acceleration": 15.2, "Year": "1979-01-01T00:00:00", "Origin": "Japan"}, {"Name": "dodge colt hatchback custom", "Miles_per_Gallon": 35.7, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 80.0, "Weight_in_lbs": 1915, "Acceleration": 14.4, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc spirit dl", "Miles_per_Gallon": 27.4, "Cylinders": 4, "Displacement": 121.0, "Horsepower": 80.0, "Weight_in_lbs": 2670, "Acceleration": 15.0, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "mercedes benz 300d", "Miles_per_Gallon": 25.4, "Cylinders": 5, "Displacement": 183.0, "Horsepower": 77.0, "Weight_in_lbs": 3530, "Acceleration": 20.1, "Year": "1979-01-01T00:00:00", "Origin": "Europe"}, {"Name": "cadillac eldorado", "Miles_per_Gallon": 23.0, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 125.0, "Weight_in_lbs": 3900, "Acceleration": 17.4, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "peugeot 504", "Miles_per_Gallon": 27.2, "Cylinders": 4, "Displacement": 141.0, "Horsepower": 71.0, "Weight_in_lbs": 3190, "Acceleration": 24.8, "Year": "1979-01-01T00:00:00", "Origin": "Europe"}, {"Name": "oldsmobile cutlass salon brougham", "Miles_per_Gallon": 23.9, "Cylinders": 8, "Displacement": 260.0, "Horsepower": 90.0, "Weight_in_lbs": 3420, "Acceleration": 22.2, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth horizon", "Miles_per_Gallon": 34.2, "Cylinders": 4, "Displacement": 105.0, "Horsepower": 70.0, "Weight_in_lbs": 2200, "Acceleration": 13.2, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth horizon tc3", "Miles_per_Gallon": 34.5, "Cylinders": 4, "Displacement": 105.0, "Horsepower": 70.0, "Weight_in_lbs": 2150, "Acceleration": 14.9, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "datsun 210", "Miles_per_Gallon": 31.8, "Cylinders": 4, "Displacement": 85.0, "Horsepower": 65.0, "Weight_in_lbs": 2020, "Acceleration": 19.2, "Year": "1979-01-01T00:00:00", "Origin": "Japan"}, {"Name": "fiat strada custom", "Miles_per_Gallon": 37.3, "Cylinders": 4, "Displacement": 91.0, "Horsepower": 69.0, "Weight_in_lbs": 2130, "Acceleration": 14.7, "Year": "1979-01-01T00:00:00", "Origin": "Europe"}, {"Name": "buick skylark limited", "Miles_per_Gallon": 28.4, "Cylinders": 4, "Displacement": 151.0, "Horsepower": 90.0, "Weight_in_lbs": 2670, "Acceleration": 16.0, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet citation", "Miles_per_Gallon": 28.8, "Cylinders": 6, "Displacement": 173.0, "Horsepower": 115.0, "Weight_in_lbs": 2595, "Acceleration": 11.3, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "oldsmobile omega brougham", "Miles_per_Gallon": 26.8, "Cylinders": 6, "Displacement": 173.0, "Horsepower": 115.0, "Weight_in_lbs": 2700, "Acceleration": 12.9, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "pontiac phoenix", "Miles_per_Gallon": 33.5, "Cylinders": 4, "Displacement": 151.0, "Horsepower": 90.0, "Weight_in_lbs": 2556, "Acceleration": 13.2, "Year": "1979-01-01T00:00:00", "Origin": "USA"}, {"Name": "vw rabbit", "Miles_per_Gallon": 41.5, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 76.0, "Weight_in_lbs": 2144, "Acceleration": 14.7, "Year": "1980-01-01T00:00:00", "Origin": "Europe"}, {"Name": "toyota corolla tercel", "Miles_per_Gallon": 38.1, "Cylinders": 4, "Displacement": 89.0, "Horsepower": 60.0, "Weight_in_lbs": 1968, "Acceleration": 18.8, "Year": "1980-01-01T00:00:00", "Origin": "Japan"}, {"Name": "chevrolet chevette", "Miles_per_Gallon": 32.1, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 70.0, "Weight_in_lbs": 2120, "Acceleration": 15.5, "Year": "1980-01-01T00:00:00", "Origin": "USA"}, {"Name": "datsun 310", "Miles_per_Gallon": 37.2, "Cylinders": 4, "Displacement": 86.0, "Horsepower": 65.0, "Weight_in_lbs": 2019, "Acceleration": 16.4, "Year": "1980-01-01T00:00:00", "Origin": "Japan"}, {"Name": "chevrolet citation", "Miles_per_Gallon": 28.0, "Cylinders": 4, "Displacement": 151.0, "Horsepower": 90.0, "Weight_in_lbs": 2678, "Acceleration": 16.5, "Year": "1980-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford fairmont", "Miles_per_Gallon": 26.4, "Cylinders": 4, "Displacement": 140.0, "Horsepower": 88.0, "Weight_in_lbs": 2870, "Acceleration": 18.1, "Year": "1980-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc concord", "Miles_per_Gallon": 24.3, "Cylinders": 4, "Displacement": 151.0, "Horsepower": 90.0, "Weight_in_lbs": 3003, "Acceleration": 20.1, "Year": "1980-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge aspen", "Miles_per_Gallon": 19.1, "Cylinders": 6, "Displacement": 225.0, "Horsepower": 90.0, "Weight_in_lbs": 3381, "Acceleration": 18.7, "Year": "1980-01-01T00:00:00", "Origin": "USA"}, {"Name": "audi 4000", "Miles_per_Gallon": 34.3, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 78.0, "Weight_in_lbs": 2188, "Acceleration": 15.8, "Year": "1980-01-01T00:00:00", "Origin": "Europe"}, {"Name": "toyota corona liftback", "Miles_per_Gallon": 29.8, "Cylinders": 4, "Displacement": 134.0, "Horsepower": 90.0, "Weight_in_lbs": 2711, "Acceleration": 15.5, "Year": "1980-01-01T00:00:00", "Origin": "Japan"}, {"Name": "mazda 626", "Miles_per_Gallon": 31.3, "Cylinders": 4, "Displacement": 120.0, "Horsepower": 75.0, "Weight_in_lbs": 2542, "Acceleration": 17.5, "Year": "1980-01-01T00:00:00", "Origin": "Japan"}, {"Name": "datsun 510 hatchback", "Miles_per_Gallon": 37.0, "Cylinders": 4, "Displacement": 119.0, "Horsepower": 92.0, "Weight_in_lbs": 2434, "Acceleration": 15.0, "Year": "1980-01-01T00:00:00", "Origin": "Japan"}, {"Name": "toyota corolla", "Miles_per_Gallon": 32.2, "Cylinders": 4, "Displacement": 108.0, "Horsepower": 75.0, "Weight_in_lbs": 2265, "Acceleration": 15.2, "Year": "1980-01-01T00:00:00", "Origin": "Japan"}, {"Name": "mazda glc", "Miles_per_Gallon": 46.6, "Cylinders": 4, "Displacement": 86.0, "Horsepower": 65.0, "Weight_in_lbs": 2110, "Acceleration": 17.9, "Year": "1980-01-01T00:00:00", "Origin": "Japan"}, {"Name": "dodge colt", "Miles_per_Gallon": 27.9, "Cylinders": 4, "Displacement": 156.0, "Horsepower": 105.0, "Weight_in_lbs": 2800, "Acceleration": 14.4, "Year": "1980-01-01T00:00:00", "Origin": "USA"}, {"Name": "datsun 210", "Miles_per_Gallon": 40.8, "Cylinders": 4, "Displacement": 85.0, "Horsepower": 65.0, "Weight_in_lbs": 2110, "Acceleration": 19.2, "Year": "1980-01-01T00:00:00", "Origin": "Japan"}, {"Name": "vw rabbit c (diesel)", "Miles_per_Gallon": 44.3, "Cylinders": 4, "Displacement": 90.0, "Horsepower": 48.0, "Weight_in_lbs": 2085, "Acceleration": 21.7, "Year": "1980-01-01T00:00:00", "Origin": "Europe"}, {"Name": "vw dasher (diesel)", "Miles_per_Gallon": 43.4, "Cylinders": 4, "Displacement": 90.0, "Horsepower": 48.0, "Weight_in_lbs": 2335, "Acceleration": 23.7, "Year": "1980-01-01T00:00:00", "Origin": "Europe"}, {"Name": "audi 5000s (diesel)", "Miles_per_Gallon": 36.4, "Cylinders": 5, "Displacement": 121.0, "Horsepower": 67.0, "Weight_in_lbs": 2950, "Acceleration": 19.9, "Year": "1980-01-01T00:00:00", "Origin": "Europe"}, {"Name": "mercedes-benz 240d", "Miles_per_Gallon": 30.0, "Cylinders": 4, "Displacement": 146.0, "Horsepower": 67.0, "Weight_in_lbs": 3250, "Acceleration": 21.8, "Year": "1980-01-01T00:00:00", "Origin": "Europe"}, {"Name": "honda civic 1500 gl", "Miles_per_Gallon": 44.6, "Cylinders": 4, "Displacement": 91.0, "Horsepower": 67.0, "Weight_in_lbs": 1850, "Acceleration": 13.8, "Year": "1980-01-01T00:00:00", "Origin": "Japan"}, {"Name": "renault lecar deluxe", "Miles_per_Gallon": 40.9, "Cylinders": 4, "Displacement": 85.0, "Horsepower": null, "Weight_in_lbs": 1835, "Acceleration": 17.3, "Year": "1980-01-01T00:00:00", "Origin": "Europe"}, {"Name": "subaru dl", "Miles_per_Gallon": 33.8, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 67.0, "Weight_in_lbs": 2145, "Acceleration": 18.0, "Year": "1980-01-01T00:00:00", "Origin": "Japan"}, {"Name": "vokswagen rabbit", "Miles_per_Gallon": 29.8, "Cylinders": 4, "Displacement": 89.0, "Horsepower": 62.0, "Weight_in_lbs": 1845, "Acceleration": 15.3, "Year": "1980-01-01T00:00:00", "Origin": "Europe"}, {"Name": "datsun 280-zx", "Miles_per_Gallon": 32.7, "Cylinders": 6, "Displacement": 168.0, "Horsepower": 132.0, "Weight_in_lbs": 2910, "Acceleration": 11.4, "Year": "1980-01-01T00:00:00", "Origin": "Japan"}, {"Name": "mazda rx-7 gs", "Miles_per_Gallon": 23.7, "Cylinders": 3, "Displacement": 70.0, "Horsepower": 100.0, "Weight_in_lbs": 2420, "Acceleration": 12.5, "Year": "1980-01-01T00:00:00", "Origin": "Japan"}, {"Name": "triumph tr7 coupe", "Miles_per_Gallon": 35.0, "Cylinders": 4, "Displacement": 122.0, "Horsepower": 88.0, "Weight_in_lbs": 2500, "Acceleration": 15.1, "Year": "1980-01-01T00:00:00", "Origin": "Europe"}, {"Name": "ford mustang cobra", "Miles_per_Gallon": 23.6, "Cylinders": 4, "Displacement": 140.0, "Horsepower": null, "Weight_in_lbs": 2905, "Acceleration": 14.3, "Year": "1980-01-01T00:00:00", "Origin": "USA"}, {"Name": "honda Accelerationord", "Miles_per_Gallon": 32.4, "Cylinders": 4, "Displacement": 107.0, "Horsepower": 72.0, "Weight_in_lbs": 2290, "Acceleration": 17.0, "Year": "1980-01-01T00:00:00", "Origin": "Japan"}, {"Name": "plymouth reliant", "Miles_per_Gallon": 27.2, "Cylinders": 4, "Displacement": 135.0, "Horsepower": 84.0, "Weight_in_lbs": 2490, "Acceleration": 15.7, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "buick skylark", "Miles_per_Gallon": 26.6, "Cylinders": 4, "Displacement": 151.0, "Horsepower": 84.0, "Weight_in_lbs": 2635, "Acceleration": 16.4, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge aries wagon (sw)", "Miles_per_Gallon": 25.8, "Cylinders": 4, "Displacement": 156.0, "Horsepower": 92.0, "Weight_in_lbs": 2620, "Acceleration": 14.4, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet citation", "Miles_per_Gallon": 23.5, "Cylinders": 6, "Displacement": 173.0, "Horsepower": 110.0, "Weight_in_lbs": 2725, "Acceleration": 12.6, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "plymouth reliant", "Miles_per_Gallon": 30.0, "Cylinders": 4, "Displacement": 135.0, "Horsepower": 84.0, "Weight_in_lbs": 2385, "Acceleration": 12.9, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "toyota starlet", "Miles_per_Gallon": 39.1, "Cylinders": 4, "Displacement": 79.0, "Horsepower": 58.0, "Weight_in_lbs": 1755, "Acceleration": 16.9, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "plymouth champ", "Miles_per_Gallon": 39.0, "Cylinders": 4, "Displacement": 86.0, "Horsepower": 64.0, "Weight_in_lbs": 1875, "Acceleration": 16.4, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "honda civic 1300", "Miles_per_Gallon": 35.1, "Cylinders": 4, "Displacement": 81.0, "Horsepower": 60.0, "Weight_in_lbs": 1760, "Acceleration": 16.1, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "subaru", "Miles_per_Gallon": 32.3, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 67.0, "Weight_in_lbs": 2065, "Acceleration": 17.8, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "datsun 210", "Miles_per_Gallon": 37.0, "Cylinders": 4, "Displacement": 85.0, "Horsepower": 65.0, "Weight_in_lbs": 1975, "Acceleration": 19.4, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "toyota tercel", "Miles_per_Gallon": 37.7, "Cylinders": 4, "Displacement": 89.0, "Horsepower": 62.0, "Weight_in_lbs": 2050, "Acceleration": 17.3, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "mazda glc 4", "Miles_per_Gallon": 34.1, "Cylinders": 4, "Displacement": 91.0, "Horsepower": 68.0, "Weight_in_lbs": 1985, "Acceleration": 16.0, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "plymouth horizon 4", "Miles_per_Gallon": 34.7, "Cylinders": 4, "Displacement": 105.0, "Horsepower": 63.0, "Weight_in_lbs": 2215, "Acceleration": 14.9, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford escort 4w", "Miles_per_Gallon": 34.4, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 65.0, "Weight_in_lbs": 2045, "Acceleration": 16.2, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford escort 2h", "Miles_per_Gallon": 29.9, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 65.0, "Weight_in_lbs": 2380, "Acceleration": 20.7, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "volkswagen jetta", "Miles_per_Gallon": 33.0, "Cylinders": 4, "Displacement": 105.0, "Horsepower": 74.0, "Weight_in_lbs": 2190, "Acceleration": 14.2, "Year": "1982-01-01T00:00:00", "Origin": "Europe"}, {"Name": "renault 18i", "Miles_per_Gallon": 34.5, "Cylinders": 4, "Displacement": 100.0, "Horsepower": null, "Weight_in_lbs": 2320, "Acceleration": 15.8, "Year": "1982-01-01T00:00:00", "Origin": "Europe"}, {"Name": "honda prelude", "Miles_per_Gallon": 33.7, "Cylinders": 4, "Displacement": 107.0, "Horsepower": 75.0, "Weight_in_lbs": 2210, "Acceleration": 14.4, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "toyota corolla", "Miles_per_Gallon": 32.4, "Cylinders": 4, "Displacement": 108.0, "Horsepower": 75.0, "Weight_in_lbs": 2350, "Acceleration": 16.8, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "datsun 200sx", "Miles_per_Gallon": 32.9, "Cylinders": 4, "Displacement": 119.0, "Horsepower": 100.0, "Weight_in_lbs": 2615, "Acceleration": 14.8, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "mazda 626", "Miles_per_Gallon": 31.6, "Cylinders": 4, "Displacement": 120.0, "Horsepower": 74.0, "Weight_in_lbs": 2635, "Acceleration": 18.3, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "peugeot 505s turbo diesel", "Miles_per_Gallon": 28.1, "Cylinders": 4, "Displacement": 141.0, "Horsepower": 80.0, "Weight_in_lbs": 3230, "Acceleration": 20.4, "Year": "1982-01-01T00:00:00", "Origin": "Europe"}, {"Name": "saab 900s", "Miles_per_Gallon": null, "Cylinders": 4, "Displacement": 121.0, "Horsepower": 110.0, "Weight_in_lbs": 2800, "Acceleration": 15.4, "Year": "1982-01-01T00:00:00", "Origin": "Europe"}, {"Name": "volvo diesel", "Miles_per_Gallon": 30.7, "Cylinders": 6, "Displacement": 145.0, "Horsepower": 76.0, "Weight_in_lbs": 3160, "Acceleration": 19.6, "Year": "1982-01-01T00:00:00", "Origin": "Europe"}, {"Name": "toyota cressida", "Miles_per_Gallon": 25.4, "Cylinders": 6, "Displacement": 168.0, "Horsepower": 116.0, "Weight_in_lbs": 2900, "Acceleration": 12.6, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "datsun 810 maxima", "Miles_per_Gallon": 24.2, "Cylinders": 6, "Displacement": 146.0, "Horsepower": 120.0, "Weight_in_lbs": 2930, "Acceleration": 13.8, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "buick century", "Miles_per_Gallon": 22.4, "Cylinders": 6, "Displacement": 231.0, "Horsepower": 110.0, "Weight_in_lbs": 3415, "Acceleration": 15.8, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "oldsmobile cutlass ls", "Miles_per_Gallon": 26.6, "Cylinders": 8, "Displacement": 350.0, "Horsepower": 105.0, "Weight_in_lbs": 3725, "Acceleration": 19.0, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford granada gl", "Miles_per_Gallon": 20.2, "Cylinders": 6, "Displacement": 200.0, "Horsepower": 88.0, "Weight_in_lbs": 3060, "Acceleration": 17.1, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "chrysler lebaron salon", "Miles_per_Gallon": 17.6, "Cylinders": 6, "Displacement": 225.0, "Horsepower": 85.0, "Weight_in_lbs": 3465, "Acceleration": 16.6, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet cavalier", "Miles_per_Gallon": 28.0, "Cylinders": 4, "Displacement": 112.0, "Horsepower": 88.0, "Weight_in_lbs": 2605, "Acceleration": 19.6, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet cavalier wagon", "Miles_per_Gallon": 27.0, "Cylinders": 4, "Displacement": 112.0, "Horsepower": 88.0, "Weight_in_lbs": 2640, "Acceleration": 18.6, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet cavalier 2-door", "Miles_per_Gallon": 34.0, "Cylinders": 4, "Displacement": 112.0, "Horsepower": 88.0, "Weight_in_lbs": 2395, "Acceleration": 18.0, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "pontiac j2000 se hatchback", "Miles_per_Gallon": 31.0, "Cylinders": 4, "Displacement": 112.0, "Horsepower": 85.0, "Weight_in_lbs": 2575, "Acceleration": 16.2, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "dodge aries se", "Miles_per_Gallon": 29.0, "Cylinders": 4, "Displacement": 135.0, "Horsepower": 84.0, "Weight_in_lbs": 2525, "Acceleration": 16.0, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "pontiac phoenix", "Miles_per_Gallon": 27.0, "Cylinders": 4, "Displacement": 151.0, "Horsepower": 90.0, "Weight_in_lbs": 2735, "Acceleration": 18.0, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford fairmont futura", "Miles_per_Gallon": 24.0, "Cylinders": 4, "Displacement": 140.0, "Horsepower": 92.0, "Weight_in_lbs": 2865, "Acceleration": 16.4, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "amc concord dl", "Miles_per_Gallon": 23.0, "Cylinders": 4, "Displacement": 151.0, "Horsepower": null, "Weight_in_lbs": 3035, "Acceleration": 20.5, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "volkswagen rabbit l", "Miles_per_Gallon": 36.0, "Cylinders": 4, "Displacement": 105.0, "Horsepower": 74.0, "Weight_in_lbs": 1980, "Acceleration": 15.3, "Year": "1982-01-01T00:00:00", "Origin": "Europe"}, {"Name": "mazda glc custom l", "Miles_per_Gallon": 37.0, "Cylinders": 4, "Displacement": 91.0, "Horsepower": 68.0, "Weight_in_lbs": 2025, "Acceleration": 18.2, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "mazda glc custom", "Miles_per_Gallon": 31.0, "Cylinders": 4, "Displacement": 91.0, "Horsepower": 68.0, "Weight_in_lbs": 1970, "Acceleration": 17.6, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "plymouth horizon miser", "Miles_per_Gallon": 38.0, "Cylinders": 4, "Displacement": 105.0, "Horsepower": 63.0, "Weight_in_lbs": 2125, "Acceleration": 14.7, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "mercury lynx l", "Miles_per_Gallon": 36.0, "Cylinders": 4, "Displacement": 98.0, "Horsepower": 70.0, "Weight_in_lbs": 2125, "Acceleration": 17.3, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "nissan stanza xe", "Miles_per_Gallon": 36.0, "Cylinders": 4, "Displacement": 120.0, "Horsepower": 88.0, "Weight_in_lbs": 2160, "Acceleration": 14.5, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "honda Accelerationord", "Miles_per_Gallon": 36.0, "Cylinders": 4, "Displacement": 107.0, "Horsepower": 75.0, "Weight_in_lbs": 2205, "Acceleration": 14.5, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "toyota corolla", "Miles_per_Gallon": 34.0, "Cylinders": 4, "Displacement": 108.0, "Horsepower": 70.0, "Weight_in_lbs": 2245, "Acceleration": 16.9, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "honda civic", "Miles_per_Gallon": 38.0, "Cylinders": 4, "Displacement": 91.0, "Horsepower": 67.0, "Weight_in_lbs": 1965, "Acceleration": 15.0, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "honda civic (auto)", "Miles_per_Gallon": 32.0, "Cylinders": 4, "Displacement": 91.0, "Horsepower": 67.0, "Weight_in_lbs": 1965, "Acceleration": 15.7, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "datsun 310 gx", "Miles_per_Gallon": 38.0, "Cylinders": 4, "Displacement": 91.0, "Horsepower": 67.0, "Weight_in_lbs": 1995, "Acceleration": 16.2, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "buick century limited", "Miles_per_Gallon": 25.0, "Cylinders": 6, "Displacement": 181.0, "Horsepower": 110.0, "Weight_in_lbs": 2945, "Acceleration": 16.4, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "oldsmobile cutlass ciera (diesel)", "Miles_per_Gallon": 38.0, "Cylinders": 6, "Displacement": 262.0, "Horsepower": 85.0, "Weight_in_lbs": 3015, "Acceleration": 17.0, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "chrysler lebaron medallion", "Miles_per_Gallon": 26.0, "Cylinders": 4, "Displacement": 156.0, "Horsepower": 92.0, "Weight_in_lbs": 2585, "Acceleration": 14.5, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford granada l", "Miles_per_Gallon": 22.0, "Cylinders": 6, "Displacement": 232.0, "Horsepower": 112.0, "Weight_in_lbs": 2835, "Acceleration": 14.7, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "toyota celica gt", "Miles_per_Gallon": 32.0, "Cylinders": 4, "Displacement": 144.0, "Horsepower": 96.0, "Weight_in_lbs": 2665, "Acceleration": 13.9, "Year": "1982-01-01T00:00:00", "Origin": "Japan"}, {"Name": "dodge charger 2.2", "Miles_per_Gallon": 36.0, "Cylinders": 4, "Displacement": 135.0, "Horsepower": 84.0, "Weight_in_lbs": 2370, "Acceleration": 13.0, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevrolet camaro", "Miles_per_Gallon": 27.0, "Cylinders": 4, "Displacement": 151.0, "Horsepower": 90.0, "Weight_in_lbs": 2950, "Acceleration": 17.3, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford mustang gl", "Miles_per_Gallon": 27.0, "Cylinders": 4, "Displacement": 140.0, "Horsepower": 86.0, "Weight_in_lbs": 2790, "Acceleration": 15.6, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "vw pickup", "Miles_per_Gallon": 44.0, "Cylinders": 4, "Displacement": 97.0, "Horsepower": 52.0, "Weight_in_lbs": 2130, "Acceleration": 24.6, "Year": "1982-01-01T00:00:00", "Origin": "Europe"}, {"Name": "dodge rampage", "Miles_per_Gallon": 32.0, "Cylinders": 4, "Displacement": 135.0, "Horsepower": 84.0, "Weight_in_lbs": 2295, "Acceleration": 11.6, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "ford ranger", "Miles_per_Gallon": 28.0, "Cylinders": 4, "Displacement": 120.0, "Horsepower": 79.0, "Weight_in_lbs": 2625, "Acceleration": 18.6, "Year": "1982-01-01T00:00:00", "Origin": "USA"}, {"Name": "chevy s-10", "Miles_per_Gallon": 31.0, "Cylinders": 4, "Displacement": 119.0, "Horsepower": 82.0, "Weight_in_lbs": 2720, "Acceleration": 19.4, "Year": "1982-01-01T00:00:00", "Origin": "USA"}]}}, {"mode": "vega-lite"});
</script>Suresh Shanmugamsuresh.shanmugam@icloud.comFaceted Scatter Plot with Linked BrushingBook Review - In the Service of Republic2020-05-21T00:00:00+00:002020-05-21T00:00:00+00:00https://sureshshanmugam.com/articles/service-republic-review<h2 id="here-are-some-interesting-parallels-between-business--politics">Here are some interesting parallels between business & politics</h2>
<p>I’ve been reading this great book on why India fails to get policy decisions often wrong and how to go about building that capacity at various levels of public institutions.</p>
<p>This advice is crystallised for me in the comparison between an enterprise and a political party.</p>
<blockquote>
<p>In the world of business, there is a balance between building a great product and selling it on the market. An extreme emphasis on a sales and advertising team can yield a brief surge of customer interest, but this doesn’t translate into sustained success if the product is not of high quality and the machinery of production and distribution is not in place. In other words, a firm needs not just sales and advertising, it also needs research, design and operations management. It needs a great product and the capability to produce and distribute the product, on top of which the sales and advertising offensive is essential.</p>
</blockquote>
<p>While politics is about elections, the parallel between overt focus on growth is the very problem that is taking a toll on technology companies and political parties in India.</p>
<blockquote>
<p>There is an analogy with the world of politics, running an election campaign is analogous to the sales and advertising problem. Political parties need to prepare to govern, alongside campaigning to get elected. Once the election results are in, everyday lost in establishing the team and kicking off a portfolio of reforms is a costly delay.</p>
</blockquote>
<p>This book has interesting analytical clarity - especially when looking at topics on education, healthcare and financial industry.</p>
<h2 id="here-is-the-link-to-book-on-amazon">Here is the link to book on Amazon</h2>
<p><a target="_blank" href="https://www.amazon.in/gp/product/0670093327/ref=as_li_tl?ie=UTF8&camp=3638&creative=24630&creativeASIN=0670093327&linkCode=as2&tag=propellabs-21&linkId=b2ce662dce1d4e921770813faef3193a"><img border="0" src="//ws-in.amazon-adsystem.com/widgets/q?_encoding=UTF8&MarketPlace=IN&ASIN=0670093327&ServiceVersion=20070822&ID=AsinImage&WS=1&Format=_SL250_&tag=propellabs-21" />Book</a></p>
<p><img src="//ir-in.amazon-adsystem.com/e/ir?t=propellabs-21&l=am2&o=31&a=0670093327" width="1" height="1" border="0" alt="" style="border:none !important; margin:0px !important;" /></p>
<p><em>this is an affiliate link and would lead me to earn commissions.</em></p>Suresh Shanmugamsuresh.shanmugam@icloud.comHere are some interesting parallels between business & politicsPublishing Jupyter Notebooks on Github Pages2020-05-20T00:00:00+00:002020-05-20T00:00:00+00:00https://sureshshanmugam.com/articles/publish-jupyter-notebooks<h2 id="publishing-jupyter-notebooks-on-github">Publishing Jupyter Notebooks on GitHub</h2>
<h3 id="converting-jupyter-notebooks-into-markdown">Converting Jupyter notebooks into markdown</h3>
<p>I’ve been looking for ways to publish Jupyter notebook based analysis into this blog. This post explains a process that I’ve come to use in creating these blog posts.</p>
<p>This method allows inclusion of styled cell input and output, including graphs. Whe you have completed your iPython notebook (sample_notebook.ipynb in this case), run the following command in your terminal to convert your notebook file into markdown.</p>
<div class="language-sh highlighter-rouge"><div class="highlight"><pre class="highlight"><code><table class="rouge-table"><tbody><tr><td class="rouge-gutter gl"><pre class="lineno">1
</pre></td><td class="rouge-code"><pre><span class="nv">$ </span>jupyter nbconvert sample_notebook.ipynb <span class="nt">--to</span> markdown
</pre></td></tr></tbody></table></code></pre></div></div>
<h3 id="add-markdown-to-jekyll">Add markdown to Jekyll</h3>
<p>For notebooks with text and code this approach works fine. There are couple more steps to get images and plots incorporated into these posts. The Markdown doc expects these PNGs so be in the same folder as the doc, but Jekyll works with a separate /assets/… folder, as is more common for websites. It would need a some scripting to fix this path difference. I also do like the Jupyter Notebook style, so it would be nice not to go through Markdown and lose all that.</p>Suresh Shanmugamsuresh.shanmugam@icloud.comPublishing Jupyter Notebooks on GitHub