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	<title>The DoubleThink &#187; data visualization</title>
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	<link>http://thedoublethink.com</link>
	<description>The Art &#38; Science of the New Marketing</description>
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		<title>Meeting Nicholas Felton</title>
		<link>http://thedoublethink.com/2010/04/meeting-nicholas-felton/</link>
		<comments>http://thedoublethink.com/2010/04/meeting-nicholas-felton/#comments</comments>
		<pubDate>Fri, 16 Apr 2010 01:10:51 +0000</pubDate>
		<dc:creator>Dimitri</dc:creator>
				<category><![CDATA[Data Visualization]]></category>
		<category><![CDATA[amazon turk]]></category>
		<category><![CDATA[data visualization]]></category>
		<category><![CDATA[feltron]]></category>
		<category><![CDATA[psfk]]></category>

		<guid isPermaLink="false">http://thedoublethink.com/?p=1138</guid>
		<description><![CDATA[ 
  

 
Last week at the PSFK conference I watched Nicholas Felton present his 2009 Feltron annual report.  He has been preparing annual reports about his life since 2005.  This involves him gathering enormous amounts of data about what he does every day.  He then visualizes that data in his annual reports which really are pieces of [...]]]></description>
			<content:encoded><![CDATA[<p><a href="http://thedoublethink.com/wp-content/uploads/2010/04/feltron.jpg"><img class="alignnone size-full wp-image-1140" title="feltron" src="http://thedoublethink.com/wp-content/uploads/2010/04/feltron.jpg" alt="" width="268" height="285" /></a> </p>
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<div><span style="font-family: Arial; mso-bidi-font-family: &amp;amp;amp;">Last week at the <a href="http://www.psfk.com/" target="_blank">PSFK</a> conference I watched Nicholas Felton present his 2009 Feltron annual report.  He has been preparing annual reports about his life since 2005.  This involves him gathering enormous amounts of data about what he does every day.  He then visualizes that data in his annual reports which really are pieces of data visualization art.  In his most recent annual report he outsourced the data collection to anyone he met during the year for more than 5 minutes.  He gave them little cards and asked them to fill out an online questionnaire about the encounter.</span></div>
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<div><span style="font-family: Arial; mso-bidi-font-family: &amp;amp;amp;">In one of the questions he asked people to describe his mood in one word.  This gave him a list of words describing his mood throughout the entire year.  He then translated this list of words into a happiness score by asking people on <a href="https://www.mturk.com/mturk/welcome" target="_blank">Amazon Mechanical Turk </a>to rate the words on a happiness scale of 1-10.  This allowed him to map happiness scores to the words in a way that allowed him to create an average happiness score for every day based on the words people used to describe his mood.  I found this a very ingenious way of outsourcing what would otherwise have been an almost impossible task of classifying every word.</span></div>
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<div><span style="font-family: Arial; mso-bidi-font-family: &amp;amp;amp;"> </span><span style="font-family: Arial; mso-bidi-font-family: &amp;amp;amp;">If you want to find out more about the feltron report you can watch this video.  </span></div>
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<div><span style="font-family: Arial; mso-bidi-font-family: &amp;amp;amp;"><object id="wsj_fp" classid="clsid:d27cdb6e-ae6d-11cf-96b8-444553540000" width="512" height="363" codebase="http://download.macromedia.com/pub/shockwave/cabs/flash/swflash.cab#version=6,0,40,0"><param name="allowFullScreen" value="true" /><param name="allowscriptaccess" value="always" /><param name="flashvars" value="videoGUID=E1CC553F-BE78-437E-AF72-635258A5BE59&amp;playerid=1000&amp;plyMediaEnabled=1&amp;configURL=http://wsj.vo.llnwd.net/o28/players/&amp;autoStart=false" /><param name="src" value="http://s.wsj.net/media/swf/main.swf" /><param name="name" value="flashPlayer" /><param name="bgcolor" value="#FFFFFF" /><param name="allowfullscreen" value="true" /><embed id="wsj_fp" type="application/x-shockwave-flash" width="512" height="363" src="http://s.wsj.net/media/swf/main.swf" flashvars="videoGUID=E1CC553F-BE78-437E-AF72-635258A5BE59&amp;playerid=1000&amp;plyMediaEnabled=1&amp;configURL=http://wsj.vo.llnwd.net/o28/players/&amp;autoStart=false" allowscriptaccess="always" allowfullscreen="true" bgcolor="#FFFFFF" name="flashPlayer"></embed></object></span></div>
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<div><span style="font-family: Arial; mso-bidi-font-family: &amp;amp;amp;">I caught up with Nicholas over lunch and asked him what tools he uses to gather all the data.  He mentioned that he does it all manually through a diary and that he wouldn’t want to do it any other way.  He thinks the data collection is an integral part of creating the annual reports.  For him, part of the gratification seems to lie in the manual data collection.  I also asked him whether he found any utility in the annual reports.  Whether they affected the way he lived his life.  Apparently there was no utility at all … .</span></div>
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<div>If you want to collect data as well you can use <a href="http://daytum.com/feltron" target="_blank">Daytum</a> - a website Felton has created to help you do this.  Good luck.</div>
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		<title>Data Visualization, 1883</title>
		<link>http://thedoublethink.com/2010/01/967/</link>
		<comments>http://thedoublethink.com/2010/01/967/#comments</comments>
		<pubDate>Mon, 25 Jan 2010 21:43:34 +0000</pubDate>
		<dc:creator>colin</dc:creator>
				<category><![CDATA[About]]></category>
		<category><![CDATA[BibliOdyssesy]]></category>
		<category><![CDATA[data visualization]]></category>
		<category><![CDATA[David Rumsey]]></category>

		<guid isPermaLink="false">http://thedoublethink.com/?p=967</guid>
		<description><![CDATA[
Just to prove that the graphic presentation is new, take a look at this selection of images from  BibliOdyssesy, a blog devoted to “amazing archival images from the internet”.  (There’s a book too.)  The image above is titled, &#8220;A timetable indicating the differences in time between the principle cities of the world&#8221;, with their air [...]]]></description>
			<content:encoded><![CDATA[<p><a href="http://thedoublethink.com/wp-content/uploads/2010/01/VictorianInfographics_b2.jpg"><img class="alignnone size-medium wp-image-971" title="VictorianInfographics_b" src="http://thedoublethink.com/wp-content/uploads/2010/01/VictorianInfographics_b2-257x300.jpg" alt="" width="257" height="300" /></a></p>
<p>Just to prove that the graphic presentation is new, take a look at <a href="http://bibliodyssey.blogspot.com/2009/12/victorian-infographics.html">this selection of images from  BibliOdyssesy</a>, a blog devoted to “amazing archival images from the internet”.  (There’s a book too.)  The image above is titled, &#8220;A timetable indicating the differences in time between the principle cities of the world&#8221;, with their air line distances from Washington.  It was published in 1883, in Philadelphia by WM Bradley.</p>
<p>These images come from the <a href="http://www.davidrumsey.com/">David Rumsey map collection</a>.  This is the life’s work of a map collector who has created a virtual museum.  (This must surely be the future of curation.  Tom Campbell, the new Director of the Metropolitan Museum of Art, plans to put the Met&#8217;s entire collection online.)</p>
<p>My first reaction looking at these is “where’s the interactivity, man?”  We’re so used to things popping away in flash, that these look rather flat.   But when you look at them closely, there’s an intensity to the way every calculation is made, then drawn, by a human.</p>
<p>What’s interesting about them is that they have the same mixture of amateurism and fascination with new technology (in this case, printing technology) that has energized today’s data visualization revolution.</p>
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		<item>
		<title>Tufte&#8217;s principles</title>
		<link>http://thedoublethink.com/2009/08/tufte%e2%80%99s-principles-for-visualizing-quantitative-information/</link>
		<comments>http://thedoublethink.com/2009/08/tufte%e2%80%99s-principles-for-visualizing-quantitative-information/#comments</comments>
		<pubDate>Wed, 05 Aug 2009 12:00:22 +0000</pubDate>
		<dc:creator>Dimitri</dc:creator>
				<category><![CDATA[Data Visualization]]></category>
		<category><![CDATA[data visualization]]></category>
		<category><![CDATA[tufte]]></category>

		<guid isPermaLink="false">http://thedoublethink.com/?p=49</guid>
		<description><![CDATA[
 
 
 
Monday I wrote a post about a very annoying graph that keeps popping up in Keynote presentations.  Edward Tufte invented the concept of Chart Junk.  His most famous work &#8211; The Visual Display of Quantitative Information was published in 1983.  It is probably the most important book ever written on data visualization.  It made the [...]]]></description>
			<content:encoded><![CDATA[<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;"><a rel="attachment wp-att-245" href="http://thedoublethink.com/2009/08/tufte%e2%80%99s-principles-for-visualizing-quantitative-information/tufte-book/"><img class="alignnone size-full wp-image-245" title="tufte-book" src="http://thedoublethink.com/wp-content/uploads/2009/04/tufte-book.jpg" alt="tufte-book" width="236" height="286" /></a></span></span></p>
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<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">Monday I wrote a post about a <a href="http://thedoublethink.com/2009/08/keynote-chart-junkkeynote-chart-junk/" target="_blank">very annoying graph</a> that keeps popping up in Keynote presentations.  Edward Tufte invented the concept of Chart Junk.  His most famous work &#8211; <em style="mso-bidi-font-style: normal;">The Visual Display of Quantitative Information was </em>published in 1983.<span style="mso-spacerun: yes;">  </span>It is probably the most important book ever written on data visualization.<span style="mso-spacerun: yes;">  I</span>t made the top 100 non-fiction books of the 20<sup>th</sup> century on Amazon.com.  It is packed with examples of best and worst practices in the history of data visualization.<span style="mso-spacerun: yes;">  </span>Even the book itself is designed beautifully.<span style="mso-spacerun: yes;">  </span>Tufte wanted its design to follow the principles it put forward.<span style="mso-spacerun: yes;">  </span>He therefore decided to publish it himself, having to take a 2<sup>nd</sup> mortgage to finance it.<span style="mso-spacerun: yes;">  </span>You have to admire the man’s determination!<span style="mso-spacerun: yes;">  </span>In this book Tufte laid out his key data visualization principles.<span style="mso-spacerun: yes;">  </span></span></span><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;"> </span></span></p>
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<p class="MsoNormal" style="margin: 0in 0in 0pt;"><strong style="mso-bidi-font-weight: normal;"><span style="text-decoration: underline;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">Graphical Integrity</span></span></span></strong></p>
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<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">Visual representations of data must tell the truth.<span style="mso-spacerun: yes;">  </span>Tufte shows a whole range of graphs that either over or under represent the effects in the data.<span style="mso-spacerun: yes;">  </span>He does this by calculating a graph’s Lie Factor which can be calculated by dividing the size of the effect shown in the graphic by the size of the effect in the data.<span style="mso-spacerun: yes;">  </span>If the Lie Factor is greater than 1 the graph overstates the effect.<span style="mso-spacerun: yes;">  </span>Tufte goes on to list the following 6 principles of graphical integrity : </span></span></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">1. </span></span><span style="font-family: Arial; mso-fareast-font-family: Arial;"><span style="mso-list: Ignore;"><span style="font: 7pt &quot;Times New Roman&quot;;"> </span></span></span><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">The representation of numbers, as physically measured on the surface of the graph itself, should be directly proportional to the numerical quantities represented</span></span></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">2. Clear, detailed and thorough labeling should be used to defeat graphical distortion and ambiguity.<span style="mso-spacerun: yes;">  </span>Write out explanations of the data on the graph itself.<span style="mso-spacerun: yes;">  </span>Label important events in the data.</span></span></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">3. Show data variation, not design variation.</span></span></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">4. In time-series displays of money, deflated and standardized units of monetary measurement are nearly always better than nominal units.</span></span></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">5. The number of information carrying (variable) dimensions depicted should not exceed the number of dimensions in the data.</span></span></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">Graphics must not quote data out of context.</span></span></p>
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<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">Here is one of Tufte’s examples of a graph with low graphical integrity.<span style="mso-spacerun: yes;">  </span>According to Tufte the Lie Factor of this graph is 14.8.<span style="mso-spacerun: yes;">  </span>A numerical change of 53% is represented by a graphical change (size of horizontal lines) of 783%.</span></span></p>
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<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;"><a rel="attachment wp-att-50" href="http://thedoublethink.com/2009/08/tufte%e2%80%99s-principles-for-visualizing-quantitative-information/integrity/"><img class="alignnone size-medium wp-image-50" title="integrity" src="http://thedoublethink.com/wp-content/uploads/2009/04/integrity-300x164.jpg" alt="integrity" width="337" height="174" /></a></span></span></p>
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<p class="MsoNormal" style="margin: 0in 0in 0pt;"><strong style="mso-bidi-font-weight: normal;"><span style="text-decoration: underline;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">Data-Ink</span></span></span></strong></p>
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<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">Data Ink is the ink on a graph that represents data.<span style="mso-spacerun: yes;">  </span>Tufte claims that good graphical representations maximize data-ink and erase as much non-data-ink as possible.<span style="mso-spacerun: yes;">  </span>He put forward the data-ink ratio which is calculated by 1 minus the proportion of the graph that can be erased without loss of data-information.<span style="mso-spacerun: yes;">  </span>He puts forward the following 5 principles related to data ink : </span></span></p>
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<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">1. Above all else show data.</span></span></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">2. Maximize the data-ink ratio.</span></span></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">3. Erase non-data-ink.</span></span></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">4. Erase redundant data-ink.</span></span></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">5. Revise and edit</span></span></p>
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<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">Tufte tests these principles on a whole range of examples to come up with a wide range of fresh designs that dramatically improve the legibility of the graphs.<span style="mso-spacerun: yes;">  </span>Here is an example with a very high data-ink ratio.<span style="mso-spacerun: yes;">  </span>It’s an electroencephalogram – a graph that records the electrical activity from the brain.<span style="mso-spacerun: yes;">  </span>This graph would have a data-ink ratio of 1.</span></span></p>
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<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;"><a rel="attachment wp-att-51" href="http://thedoublethink.com/2009/08/tufte%e2%80%99s-principles-for-visualizing-quantitative-information/data-ink/"><img class="alignnone size-medium wp-image-51" title="data-ink" src="http://thedoublethink.com/wp-content/uploads/2009/04/data-ink-300x252.jpg" alt="data-ink" width="300" height="252" /></a></span></span></p>
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<p class="MsoNormal" style="margin: 0in 0in 0pt;"><strong style="mso-bidi-font-weight: normal;"><span style="text-decoration: underline;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">Chartjunk</span></span></span></strong></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><strong style="mso-bidi-font-weight: normal;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;"> </span></span></strong></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">Tufte has a whole chapter dedicated to what he calls Chartjunk – the excessive and unnecessary use of graphical effects in graphs.<span style="mso-spacerun: yes;">  </span>He calls out moiré vibration, heavy grids and self-promoting graphs that are used to demonstrate the graphic ability of the designer rather than display the data.<span style="mso-spacerun: yes;">  </span>This is according to Tufte possibly the worst graph ever : “<em style="mso-bidi-font-style: normal;">A series of weird three-dimensional displays appearing in the magazine of American Education in the 1970’s delighted the connoisseurs of the graphically preposterous.<span style="mso-spacerun: yes;">  </span>Here five colors report, almost by happenstance, only 5 pieces of data (since the division within each adds to 100%).<span style="mso-spacerun: yes;">  </span>This may well be the worst graphic ever to find its way into print.”</em></span></span></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;"> <a rel="attachment wp-att-56" href="http://thedoublethink.com/2009/08/tufte%e2%80%99s-principles-for-visualizing-quantitative-information/worst-graph/"><img class="alignnone size-full wp-image-56" title="worst-graph" src="http://thedoublethink.com/wp-content/uploads/2009/04/worst-graph.jpg" alt="worst-graph" width="300" height="514" /></a></span></span></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"> </p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;"> </span></span></p>
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<p class="MsoNormal" style="margin: 0in 0in 0pt;"><strong style="mso-bidi-font-weight: normal;"><span style="text-decoration: underline;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">Data Density</span></span></span></strong></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><strong style="mso-bidi-font-weight: normal;"></strong> </p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">The data density of a graph is the proportion of the total size of the graph that is dedicated displaying data.<span style="mso-spacerun: yes;">  </span>Tufte prefers high data density graphs.<span style="mso-spacerun: yes;">  </span>He wants us to maximize data density and the size of the data matrix within reason.<span style="mso-spacerun: yes;">  </span>One way of achieving this he claims is through the Shrink Principle.<span style="mso-spacerun: yes;">  </span>He claims that most graphs can be shrunk way down without losing legibility or information.</span></span></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;"> </span></span></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"> </p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><strong style="mso-bidi-font-weight: normal;"><span style="text-decoration: underline;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">Small Multiples</span></span></span></strong></p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><strong style="mso-bidi-font-weight: normal;"></strong> </p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"> </p>
<p class="MsoNormal" style="margin: 0in 0in 0pt;"><span style="font-family: Arial; mso-bidi-font-family: 'Times New Roman';"><span style="font-size: small;">Small multiples are series of the same small graph repeated in one visual.<span style="mso-spacerun: yes;">  </span>Tufte says that small multiples are a great tool to visualize large quantities of data and with a high number of dimensions.<span style="mso-spacerun: yes;">  </span>Below is an example that usesTufte’s sparklines to create a graph of small multiples.<span style="mso-spacerun: yes;">  </span>According to Tufte sparklines are data-intense, design-simple, word-sized graphics.<span style="mso-spacerun: yes;">  </span>Here is an example of how they are use to show movement in stocks.<span style="mso-spacerun: yes;">  </span>This graph has pretty high data density as well. </span></span></p>
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<p class="MsoNormal" style="margin: 0in 0in 0pt;"><a rel="attachment wp-att-57" href="http://thedoublethink.com/2009/08/tufte%e2%80%99s-principles-for-visualizing-quantitative-information/sparklines/"><img class="alignnone size-full wp-image-57" title="sparklines" src="http://thedoublethink.com/wp-content/uploads/2009/04/sparklines.jpg" alt="sparklines" width="559" height="361" /></a></p>
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		<title>Visualizing the Flu</title>
		<link>http://thedoublethink.com/2009/04/visualizing-the-flu/</link>
		<comments>http://thedoublethink.com/2009/04/visualizing-the-flu/#comments</comments>
		<pubDate>Thu, 30 Apr 2009 12:00:40 +0000</pubDate>
		<dc:creator>Dimitri</dc:creator>
				<category><![CDATA[Data Visualization]]></category>
		<category><![CDATA[broad street]]></category>
		<category><![CDATA[cholera]]></category>
		<category><![CDATA[data visualization]]></category>
		<category><![CDATA[flu]]></category>
		<category><![CDATA[john snow]]></category>
		<category><![CDATA[london]]></category>
		<category><![CDATA[soho]]></category>
		<category><![CDATA[swine flu]]></category>
		<category><![CDATA[visualization]]></category>

		<guid isPermaLink="false">http://thedoublethink.com/?p=270</guid>
		<description><![CDATA[ 
 
 
The New York Times created an interactive map that shows where the outbreaks of the Swine Flue are located.  
 
These types of epidemiological maps have been around for a while.  In fact, they were the very first examples of geographic representations of data.  Probably the most famous example is John Snow’s map of the 1854 Cholera outbreak in [...]]]></description>
			<content:encoded><![CDATA[<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"> </p>
<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"><span style="font-size: small;"><a href="http://www.nytimes.com/interactive/2009/04/27/us/20090427-flu-update-graphic.html"><img class="alignnone size-full wp-image-271" title="nyt-swine-flu" src="http://thedoublethink.com/wp-content/uploads/2009/04/nyt-swine-flu.jpg" alt="nyt-swine-flu" width="344" height="274" /></a> </span></span></p>
<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"> </p>
<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"><span style="font-size: small;">The New York Times created an <a href="http://www.nytimes.com/interactive/2009/04/27/us/20090427-flu-update-graphic.html" target="_blank">interactive map</a></span></span><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"> </span><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"><span style="font-size: small;">that shows where the outbreaks of the Swine Flue are located. <span style="mso-spacerun: yes"> </span></span></span></p>
<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"><span style="font-size: small;"> </span></span></p>
<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"><span style="font-size: small;">These types of epidemiological maps have been around for a while. <span style="mso-spacerun: yes"> </span>In fact, they were the very first examples of geographic representations of data. <span style="mso-spacerun: yes"> </span>Probably the most famous example is John Snow’s map of the 1854 Cholera outbreak in London.<span style="mso-spacerun: yes">  </span></span></span></p>
<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"><span style="font-size: small;"> </span></span></p>
<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"><span style="font-size: small;">Snow plotted the cholera cases on a map of Soho in London and he marked the water pumps with a cross.<span style="mso-spacerun: yes">  </span>This showed that there was a high concentration of cholera cases around a water pump on Broad Street.<span style="mso-spacerun: yes">  </span></span></span></p>
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<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"><span style="font-size: small;"><span style="mso-spacerun: yes"><a href="http://www.ph.ucla.edu/epi/snow/highressnowmap.html"><img class="alignnone size-full wp-image-272" title="643px-snow-cholera-map-1" src="http://thedoublethink.com/wp-content/uploads/2009/04/643px-snow-cholera-map-1.jpg" alt="643px-snow-cholera-map-1" width="428" height="405" /></a></span></span></span></p>
<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"><span style="font-size: small;"><em>Click on the map to download high resolution maps</em></span></span></p>
<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"><span style="font-size: small;"> </span></span></p>
<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"><span style="font-size: small;"> </span></span></p>
<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"><span style="font-size: small;">This evidence prompted the local authorities to investigate the pump.<span style="mso-spacerun: yes">  </span>They found that it was contaminated and they replaced its handle.<span style="mso-spacerun: yes">  </span>This is a great example of the power of data visualization.<span style="mso-spacerun: yes">  </span>Finding the cause of the local epidemic could have been achieved through statistical analysis but here a visual representation of the data on a map was far more efficient.<span style="mso-spacerun: yes">  </span></span></span></p>
<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"><span style="font-size: small;"> </span></span></p>
<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"><span style="font-size: small;">John Snow was thanked for his contribution to the fight against cholera with a commemorative pump on the exact location of the old contaminated one.<span style="mso-spacerun: yes">  </span>The pub on the corner was also named after him.<span style="mso-spacerun: yes">  </span>John Snow however was a teetotaler – he only drank boiled water … .</span></span></p>
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<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"><span style="font-size: small;"> </span></span></p>
<p class="MsoNormal" style="MARGIN: 0in 0in 0pt"><span style="FONT-FAMILY: Arial; mso-bidi-font-family: 'Times New Roman'"><span style="font-size: small;"> <img class="alignnone size-full wp-image-273" title="450px-john_snow_memorial_and_pub" src="http://thedoublethink.com/wp-content/uploads/2009/04/450px-john_snow_memorial_and_pub.jpg" alt="450px-john_snow_memorial_and_pub" width="450" height="600" /></span></span></p>
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