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	<title>Big Data BBQ</title>
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	<link>http://bigdatabbq.com</link>
	<description>Thinking about big data, visualization and analytics</description>
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		<title>Chart of the Week: Gun Regulation by State</title>
		<link>http://bigdatabbq.com/chart-of-the-week-gun-regulation-by-state/</link>
		<comments>http://bigdatabbq.com/chart-of-the-week-gun-regulation-by-state/#comments</comments>
		<pubDate>Mon, 22 Apr 2013 02:32:04 +0000</pubDate>
		<dc:creator>Michael</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://bigdatabbq.com/?p=566</guid>
		<description><![CDATA[The UK Guardian newspaper recently published an interactive ring diagram showing gun regulation by US states. It’s an attractive diagram but makes so many elementary mistakes in charting that it fails to summarize the data in a meaningful way. Analysis: If the graph makes a single point, it’s that all states regulate whether a weapon [...]]]></description>
				<content:encoded><![CDATA[<p>The UK Guardian newspaper recently <a href="http://www.guardian.co.uk/world/us-news-blog/2013/jan/16/gun-laws-need-to-know">published an interactive ring diagram showing gun regulation by US states</a>. It’s an attractive diagram but makes so many elementary mistakes in charting that it fails to summarize the data in a meaningful way.</p>
<p><strong>Analysis</strong>: If the graph makes a single point, it’s that all states regulate whether a weapon is carried in public or not, but the Northeast is the most highly regulated area for guns, while Southeast is the least. Beyond that, it’s not clear what the point of the graph is — how does the user learn more by interacting with the graphic? What are the subtle points of understanding does the user get from the diagram?</p>
<p><a href="http://bigdatabbq.com/wp-content/uploads/2013/04/gunlaw.png"><img class="aligncenter size-medium wp-image-567" alt="US Gun Regulation (from The Guarrdian)" src="http://bigdatabbq.com/wp-content/uploads/2013/04/gunlaw-300x286.png" width="300" height="286" /></a></p>
<p> </p>
<p>Looking closer at the graphic, I find a lot of problems with the execution:</p>
<ul>
<li><strong>The categories are heterogeneous:</strong> carry in public is one type of regulation vs. what type of gun requires a permit vs. data points on what is regulated (missing firearms, locking devices and points of sales (gun shows, private sales). For regulation, these seem like a jumble of unrelated issues stuffed into one category. The categorization is the most sloppy part of this graph and does not add to the understanding of the issues.</li>
<li><strong>The underlying data is poorly documented</strong>, although there is a companion post as to <a href="http://www.guardian.co.uk/world/us-news-blog/2013/jan/16/gun-laws-need-to-know">how the creators struggled to summarize the data</a> (ie fit the data to the visualization they were attempting. There is also a lot missing to annotate methodology: when the graph is scaled by population, is the outermost ring proportional? or entire slice? what’s the relevance of “population”? Wouldn’t it have made more sense to have the slices proportional to gun owners? What is the time frame for the data? Is there a data table and a clear methodology?</li>
<li><strong>Color choice seems arbitrary and changes for each data category</strong>. Does red mean “unrestricted” when referring to regulation but “concealed carry” permitted?</li>
</ul>
<p><strong>How the chart could be improved:</strong></p>
<ul>
<li><strong>Clearly define what the point of the visualization is</strong>. Is it to show that there are geographic differences in gun laws? Show how gun regulation impacts states with higher populations? Show that states with fewer gun laws have more/less violent crimes committed with guns?</li>
<li><strong>Consistent categorization scheme and color scheme</strong>. a two tiered category of gun types (hand guns, rifles, etc) and channels (gun shows, gun shops, and private sales)  with a simple scale (white= unregulated, light blue = partial regulation, dark blue = full regulation)</li>
<li><strong>Add a data table and a clear description of methodology</strong> used for categorization and how the data fits the categories.</li>
</ul>
<p>Overall, I like the idea for this graph to display multiple dimensions, but think it is too muddled to provide any insights.</p>
<p> </p>
<p> </p>
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		<title>Chart of the week: Population Pyramids, Vases and Wedges</title>
		<link>http://bigdatabbq.com/chart-of-the-week-population-pyramids-blocks-and-wedges/</link>
		<comments>http://bigdatabbq.com/chart-of-the-week-population-pyramids-blocks-and-wedges/#comments</comments>
		<pubDate>Wed, 03 Apr 2013 03:52:41 +0000</pubDate>
		<dc:creator>Michael</dc:creator>
				<category><![CDATA[Chart of the Week]]></category>
		<category><![CDATA[Visualization]]></category>

		<guid isPermaLink="false">http://bigdatabbq.com/?p=550</guid>
		<description><![CDATA[Population pyramids show population data by gender and age group. They are effective in showing changes over time. This chart of Japan demographics through 2050 appeared in The Economist: This shows three pyramids: Male on left, right hand side females from 1950, 2005, and 2050.  (2050 is projection based on current trends). From 1950 to 2005, the [...]]]></description>
				<content:encoded><![CDATA[<p>Population pyramids show population data by gender and age group. They are effective in showing changes over time. This chart of Japan demographics through 2050 <a href="http://www.economist.com/blogs/dailychart/2010/11/japans_population">appeared in The Economist</a>:</p>
<p><a href="http://bigdatabbq.com/wp-content/uploads/2013/04/4-2-2013-5-05-31-PM.png"><img class="aligncenter size-full wp-image-551" alt="Population Pyramid: Japan" src="http://bigdatabbq.com/wp-content/uploads/2013/04/4-2-2013-5-05-31-PM.png" width="599" height="357" /></a></p>
<p>This shows three pyramids: Male on left, right hand side females from 1950, 2005, and 2050.  (2050 is projection based on current trends). From 1950 to 2005, the pyramid turned into a vase shape until 2050 when it is projected to be an inverted pyramid or wedge. What this visualizes is the aging of Japanese society — in a pyramid, the society has a large base of younger people. For the wedge, the base is inverted as the society ages, lives longer, and has lower fertility rates.</p>
<p>A variant of the chart was produced by the National Institute of Population and Social Security Research that shows three different population models for 2050, based on different fertility assumptions:</p>
<p><a href="http://bigdatabbq.com/wp-content/uploads/2013/04/2050e.png"><img class="aligncenter size-full wp-image-553" alt="2050 Population - Japan" src="http://bigdatabbq.com/wp-content/uploads/2013/04/2050e.png" width="826" height="539" /></a></p>
<p>A time-lapse view of the chart is <a href="http://www.ipss.go.jp/site-ad/TopPageData/Pyramid_ea.html">here</a>.</p>
<p>An interesting view of the patterns of population growth is in this diagram:</p>
<p><a href="http://bigdatabbq.com/wp-content/uploads/2013/04/growth-variants.gif"><img class="aligncenter size-full wp-image-559" alt="Patterns of Population Charts" src="http://bigdatabbq.com/wp-content/uploads/2013/04/growth-variants.gif" width="637" height="948" /></a></p>
<p>This series of patterns shows population growth, stasis and decline.</p>
<p>One way I can think of improving the charts is to add a horizontal axis to show the male/female percentages by age band and also indicate average number of children by parental age by a color/shading within te band.</p>
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		<title>Featured Chart: Tokyo Metro Train Departures by Week</title>
		<link>http://bigdatabbq.com/featured-chart-tokyo-metro-train-departures-by-week/</link>
		<comments>http://bigdatabbq.com/featured-chart-tokyo-metro-train-departures-by-week/#comments</comments>
		<pubDate>Sun, 10 Mar 2013 04:11:24 +0000</pubDate>
		<dc:creator>Michael</dc:creator>
				<category><![CDATA[Chart of the Week]]></category>
		<category><![CDATA[Data Tables]]></category>
		<category><![CDATA[Visualization]]></category>

		<guid isPermaLink="false">http://bigdatabbq.com/?p=535</guid>
		<description><![CDATA[Infographic at Ginza Station, Tokyo on the Hibya Line. Left hand side shows weekday departures by hour (5am through 12 midnight) by minute. Right hand side shows Saturday and Holiday departures. It’s an effective graphic that also shows that weekdays have more frequent service, especially in the mornings between 8-9am, and it tapers off after [...]]]></description>
				<content:encoded><![CDATA[<p>Infographic at Ginza Station, Tokyo on the Hibya Line. Left hand side shows weekday departures by hour (5am through 12 midnight) by minute. Right hand side shows Saturday and Holiday departures. It’s an effective graphic that also shows that weekdays have more frequent service, especially in the mornings between 8-9am, and it tapers off after 8 when most of the stores are closed.</p>
<div id="attachment_537" class="wp-caption aligncenter" style="width: 1115px"><a href="http://bigdatabbq.com/wp-content/uploads/2013/03/WP_20130302_0151.jpg"><img class="size-full wp-image-537" alt="Tokyo Metro , Ginza Station on the Hibya Line. This shows weekday vs. weekend train departures by hour and minute. " src="http://bigdatabbq.com/wp-content/uploads/2013/03/WP_20130302_0151.jpg" width="1105" height="644" /></a><p class="wp-caption-text">Tokyo Metro , Ginza Station on the Hibya Line. This shows weekday vs. weekend train departures by hour and minute.</p></div>
]]></content:encoded>
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		<title>Grasping data through physical models</title>
		<link>http://bigdatabbq.com/grasping-data-through-physical-models/</link>
		<comments>http://bigdatabbq.com/grasping-data-through-physical-models/#comments</comments>
		<pubDate>Sun, 10 Mar 2013 01:18:48 +0000</pubDate>
		<dc:creator>Michael</dc:creator>
				<category><![CDATA[Book of the Week]]></category>
		<category><![CDATA[Techniques]]></category>
		<category><![CDATA[Visualization]]></category>

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		<description><![CDATA[Is it easier to glean insights from data using a physical model? Most of the advances in technology (data visualization, charting, interactive graphics) have made it much easier to get insights using on-screen imaging. By and large they have replaced physical construction and drawing of charts with rulers, compasses, and inks. But what if we [...]]]></description>
				<content:encoded><![CDATA[<p>Is it easier to glean insights from data using a physical model? Most of the advances in technology (data visualization, charting, interactive graphics) have made it much easier to get insights using on-screen imaging. By and large they have replaced physical construction and drawing of charts with rulers, compasses, and inks. But what if we used physical models to understand data better? I’ve been reading three books recently which make the case for a physical, real world models to help understand:</p>
<p>1) <a href="http://www.amazon.com/How-Round-Your-Circle-Engineering/dp/0691149925/ref=sr_1_1?ie=UTF8&amp;qid=1362876391&amp;sr=8-1&amp;keywords=how+round+is+your+circle">How Round isYour Circle (John Bryant and Chris Sangwin)</a> [<a href="http://web.mat.bham.ac.uk/C.J.Sangwin/howroundcom/front.html">website</a>] describes ways of physically representing mathematical equations. In one example, they model harmonic series divergence using stacks of dominoes which can be measured to show the proof. A harmonic series is 1+1/2+1/3+1/4+1/5.…</p>
<div id="attachment_530" class="wp-caption aligncenter" style="width: 205px"><a href="http://bigdatabbq.com/wp-content/uploads/2013/03/round.jpg"><img class="size-medium wp-image-530" alt="The Book, How round is Your Circle?, explores visualizing mathematical concepts using physical objects like dominoes, pantographs, and wooden models. " src="http://bigdatabbq.com/wp-content/uploads/2013/03/round-195x300.jpg" width="195" height="300" /></a><p class="wp-caption-text">The Book, How round is Your Circle?, explores visualizing mathematical concepts using physical objects like dominoes, pantographs, and wooden models.</p></div>
<div id="attachment_531" class="wp-caption aligncenter" style="width: 253px"><a href="http://bigdatabbq.com/wp-content/uploads/2013/03/dominoes_group.jpg"><img class="size-medium wp-image-531" alt="Dominoes can be used to model the divergence of the harmonic series . " src="http://bigdatabbq.com/wp-content/uploads/2013/03/dominoes_group-243x300.jpg" width="243" height="300" /></a><p class="wp-caption-text">Dominoes can be used to model the divergence of the harmonic series .</p></div>
<p> </p>
<p>2) <a href="http://www.amazon.com/Mathematical-Models-H-Martyn-Cundy/dp/0906212200">Mathematical Models </a>(<a href="http://www.independent.co.uk/news/obituaries/h-martyn-cundy-6150831.html">Condy</a> and Rollett) was a groundbreaking book in the early 1950s. Cundy in particular was instrumental in developing the “new math” curriculum in Britain in the 1960s. The book is filled with ideas on modeling mathematical concepts, including polyhedra, wire models, and quadratic surfaces. Bryant and Sangwin acknowledge the influence of this book on their work.</p>
<div id="attachment_533" class="wp-caption aligncenter" style="width: 310px"><a href="http://bigdatabbq.com/wp-content/uploads/2013/03/cundy.jpg"><img class="size-medium wp-image-533" alt="Polyhedra, from Cundy and Rollett's Mathematical Models. " src="http://bigdatabbq.com/wp-content/uploads/2013/03/cundy-300x222.jpg" width="300" height="222" /></a><p class="wp-caption-text">Polyhedra, from Cundy and Rollett’s Mathematical Models.</p></div>
<p>3) <a href="http://www.amazon.com/Model-Making-Architecture-Briefs-Werner/dp/1568988702/ref=sr_1_1?ie=UTF8&amp;qid=1362877934&amp;sr=8-1&amp;keywords=architectural+modeling+princeton">Architectural Models</a> (Megan Warner) describes materials and methods of creating architectural models. While not strictly data modeling, the methods can be used to create models of 3d graphs and charts.</p>
<div id="attachment_532" class="wp-caption aligncenter" style="width: 257px"><a href="http://bigdatabbq.com/wp-content/uploads/2013/03/Model-Making-Werner-Megan-9781568988702.jpg"><img class="size-medium wp-image-532" alt="Model Making by Megn Werner gives methods an dmaterials for creating architectural models. " src="http://bigdatabbq.com/wp-content/uploads/2013/03/Model-Making-Werner-Megan-9781568988702-247x300.jpg" width="247" height="300" /></a><p class="wp-caption-text">Model Making by Megn Werner gives methods an dmaterials for creating architectural models.</p></div>
<p>In a later post, I will create some Venn diagram models using both 2d and physical models as an experiment.</p>
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		<title>Using Flow Maps to show derivative products</title>
		<link>http://bigdatabbq.com/using-flow-maps-to-show-derivative-products/</link>
		<comments>http://bigdatabbq.com/using-flow-maps-to-show-derivative-products/#comments</comments>
		<pubDate>Sat, 09 Mar 2013 06:17:48 +0000</pubDate>
		<dc:creator>Michael</dc:creator>
				<category><![CDATA[Chart of the Week]]></category>
		<category><![CDATA[Maps and Cartograms]]></category>
		<category><![CDATA[Tools]]></category>
		<category><![CDATA[Visualization]]></category>

		<guid isPermaLink="false">http://bigdatabbq.com/?p=522</guid>
		<description><![CDATA[Flow maps show branches of data which form part of a whole and are often used to show derivative products made from a single source.  These were quite popular in the early 20th Century to show shipping traffic from ports. In this example it shows the components that contribute to the 3M stock price. Post-its [...]]]></description>
				<content:encoded><![CDATA[<p>Flow maps show branches of data which form part of a whole and are often used to show derivative products made from a single source.  These were quite popular in the early 20th Century to show shipping traffic from ports. In this example it shows the components that contribute <a href="http://www.trefis.com/company?hm=MMM.trefis#/MMM/n-0608/0490?c=top&amp;from=rhs">to the 3M stock price</a>. Post-its and office produces are 12% of the stock price, while Industrial Adesies and medical supplies are much larger.</p>
<p>In this interactive graphic from Trefis it asl shows market size and share (on the right). <img class="aligncenter size-full wp-image-523" alt="2-22-2013 7-37-08 AM" src="http://bigdatabbq.com/wp-content/uploads/2013/03/2-22-2013-7-37-08-AM.png" width="982" height="504" /></p>
<p>Flow maps are also called <a href="http://en.wikipedia.org/wiki/Sankey_diagram">Sankey Diagrams</a> and there <a href="http://www.sankey-diagrams.com/">is a site exploring visualizations </a>.</p>
<p> </p>
<dl class="wp-caption aligncenter" id="attachment_524" style="width: 1264px;">
<dt class="wp-caption-dt"></dt>
<dd class="wp-caption-dd">Example Sankey diagram showing palm oil manufacture and derivative products</dd>
</dl>
<div id="attachment_524" class="wp-caption aligncenter" style="width: 550px"><a href="http://bigdatabbq.com/wp-content/uploads/2013/03/sankey.jpg"><img class="size-large wp-image-524" alt="Example Sankey diagram showing palm oil manufacture and derivative products" src="http://bigdatabbq.com/wp-content/uploads/2013/03/sankey-1024x522.jpg" width="540" height="275" /></a><p class="wp-caption-text">Example Sankey diagram showing palm oil manufacture and derivative products</p></div>
<p>Free tools:</p>
<p><a href="http://sankeydiagrammaker.blogspot.de/2012/04/free-download-and-free-application-of.html">Sankey Maker</a> (includes a Sankey blog).</p>
<p><a href="http://csiss.ncgia.ucsb.edu/clearinghouse/FlowMapper/">Flow Map Maker </a></p>
<p><a href="http://graphics.stanford.edu/papers/flow_map_layout/">Flow map tool and paper</a></p>
<p> </p>
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		<title>Chart of the Week: Timeline+Segmentation+ Scatterplot</title>
		<link>http://bigdatabbq.com/chart-of-the-week-timelin/</link>
		<comments>http://bigdatabbq.com/chart-of-the-week-timelin/#comments</comments>
		<pubDate>Fri, 15 Feb 2013 05:22:49 +0000</pubDate>
		<dc:creator>Michael</dc:creator>
				<category><![CDATA[Cartography]]></category>
		<category><![CDATA[Chart of the Week]]></category>
		<category><![CDATA[Maps and Cartograms]]></category>
		<category><![CDATA[Uncategorized]]></category>
		<category><![CDATA[Visualization]]></category>

		<guid isPermaLink="false">http://bigdatabbq.com/?p=503</guid>
		<description><![CDATA[Information-dense charts show multiple relationships in data in a single, chart. They take more time to read/review, but provide deeper insights. This week’s example from R.W Brunskill’Illustrated Handbook of Vernacular Architecture shows the evolution of “vernacular architecture”. Vernacular architecture ” will have been designed by an amateur, probably of the occupier of the intended building and [...]]]></description>
				<content:encoded><![CDATA[<div id="attachment_509" class="wp-caption aligncenter" style="width: 548px"><a href="http://bigdatabbq.com/wp-content/uploads/2013/02/vernacular0.png"><img class="size-full wp-image-509" alt="Vernacular vs. Polite Architecture (from Brunskill, 1971)" src="http://bigdatabbq.com/wp-content/uploads/2013/02/vernacular0.png" width="538" height="269" /></a><p class="wp-caption-text">Vernacular vs. Polite Architecture (from Brunskill, 1971)</p></div>
<p>Information-dense charts show multiple relationships in data in a single, chart. They take more time to read/review, but provide deeper insights. This week’s example from R.W Brunskill’<a href="http://www.amazon.com/Illustrated-Handbook-Vernacular-Architecture-BRUNSKILL/dp/B00172SVUQ">Illustrated Handbook of Vernacular Architecture</a> shows the evolution of “vernacular architecture”. Vernacular architecture ” will have been designed by an amateur, probably of the occupier of the intended building and one without training in design; he will have been guided by a series of conventions in his locality, paying little attention to what will have been fashionable on an international scale”.</p>
<p><strong>This chart  shows multiple dimensions of data:</strong></p>
<ul>
<li>Vernacular vs. Polite buildings over time (top chart line shows demarcation between vernaular and polite architecture)</li>
<li>Proportion of Vernacular vs. Polite (Professioned ) over time</li>
<li>Survival of vernacular buildings over time and size (lower line on chart)</li>
<li>Number of vernacular buildings by suze and time period (century) (dots)</li>
</ul>
<p><strong>What can we learn from the chart?</strong></p>
<ul>
<li>Most of the surviving buildings surveyed are are from 1700 — 1900 and small or large houses.  Great houses were built mainly before 1500</li>
<li>By 1700, all the great houses were created by professional architects (“polite architecture”), after 1800, most large houses were done by professional architects also.</li>
<li>Few cottages survive before 1800; in general there are few existing at all</li>
<li>By 1900, most houses were built by architects and not vernacular architecture.</li>
<li>The results need to be taken carefully as it is based on the surveys taken — how complete they are, what was missing or no  longer extant would impact the chart.</li>
<li>The author modified the two curves , flattening the top (vernacular vs. polite) curve based on scholarly research available, even if the entire houses were not in existence. He deails them with the chart:</li>
</ul>
<p><strong>How could we improve the chart?</strong></p>
<ol>
<li>Add better definitions of the terms “polite”, “vernacular”, along with the criteria for the sizes (what is a great house). These are covered in the bo0k but a summary for the chart woul dbe useful</li>
<li>Add a data table with cross reference to identify which are the specific houses shown (if interactive, with mouseover, it could show the house information)</li>
<li>Better data labels on sections of the chart to make it self-evident.</li>
</ol>
<p>Here’s an improved version:</p>
<p><a href="http://bigdatabbq.com/wp-content/uploads/2013/02/bbq_vernacular.png"><img class="aligncenter size-full wp-image-512" alt="bbq_vernacular" src="http://bigdatabbq.com/wp-content/uploads/2013/02/bbq_vernacular.png" width="1089" height="592" /></a><strong>Brief Take:<br />
</strong>This chart combines a timeline, grouped scatterplot and trend line, and data table. It’s useful for showing how data segments change over time</p>
<p> </p>
<p> </p>
<p> </p>
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		<title>your.Flowing Data: Capturing your life data</title>
		<link>http://bigdatabbq.com/flowing-data-capturing-your-life-data/</link>
		<comments>http://bigdatabbq.com/flowing-data-capturing-your-life-data/#comments</comments>
		<pubDate>Wed, 06 Feb 2013 05:38:07 +0000</pubDate>
		<dc:creator>Michael</dc:creator>
				<category><![CDATA[Tools]]></category>
		<category><![CDATA[Visualization]]></category>

		<guid isPermaLink="false">http://bigdatabbq.com/?p=495</guid>
		<description><![CDATA[New web service: your.flowingdata enables you to capture events and activities in your life, track and visualize them. The goal is to understand life choices better. It’s an experimental project from Nathan Yao who runs the excellent data visualization site Flowing Data . Perhaps there will evolve into a  journal similar to My Life in Graphs]]></description>
				<content:encoded><![CDATA[<p>New web service: <a href="http://your.flowingdata.com/">your.flowingdata</a> enables you to capture events and activities in your life, track and visualize them. The goal is to understand life choices better. It’s an experimental project from Nathan Yao who runs the excellent data visualization site <a href="http://flowingdata.com">Flowing Data</a> . Perhaps there will evolve into a  journal similar to <a title="Gifts for Data Geeks: My Life in Graphs" href="http://bigdatabbq.com/gifts-for-data-geeks-my-life-in-graphs/">My Life in Graphs</a></p>
<div id="attachment_500" class="wp-caption alignleft" style="width: 310px"><a href="http://bigdatabbq.com/flowing-data-capturing-your-life-data/flowingdata/" rel="attachment wp-att-500"><img class="size-medium wp-image-500" alt="yourflowingdata.com" src="http://bigdatabbq.com/wp-content/uploads/2013/02/flowingdata-300x145.png" width="300" height="145" /></a><p class="wp-caption-text">yourflowingdata.com</p></div>
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		<title>Chart of the Week: Visualizing Multi-select survey questions</title>
		<link>http://bigdatabbq.com/chart-of-the-week-visualizing-multi-select-survey-questions/</link>
		<comments>http://bigdatabbq.com/chart-of-the-week-visualizing-multi-select-survey-questions/#comments</comments>
		<pubDate>Sun, 03 Feb 2013 22:50:26 +0000</pubDate>
		<dc:creator>Michael</dc:creator>
				<category><![CDATA[Chart of the Week]]></category>
		<category><![CDATA[Visualization]]></category>

		<guid isPermaLink="false">http://bigdatabbq.com/?p=482</guid>
		<description><![CDATA[Visualizing multi-select survey questions (where the respondents can provide multiple answers) is challenging to summarize since pie charts and 100% bar charts do not work well since the parts can add up to be more than 100%. In the book Picturing the Uncertain World: How to Understand, Communicate, and Control Uncertainty through Graphical Display, the [...]]]></description>
				<content:encoded><![CDATA[<p>Visualizing multi-select survey questions (where the respondents can provide multiple answers) is challenging to summarize since pie charts and 100% bar charts do not work well since the parts can add up to be more than 100%. In the book <a href="http://www.amazon.com/Picturing-Uncertain-World-Communicate-Uncertainty/dp/0691152675/ref=sr_1_1?s=books&amp;ie=UTF8&amp;qid=1359930622&amp;sr=1-1&amp;keywords=wainerhttp://www.amazon.com/Picturing-Uncertain-World-Communicate-Uncertainty/dp/0691152675/ref=sr_1_1?s=books&amp;ie=UTF8&amp;qid=1359930622&amp;sr=1-1&amp;keywords=wainer">Picturing the Uncertain World: How to Understand,<br />
Communicate, and Control Uncertainty through Graphical Display</a>, the author gives the example of a survey of sermon topics, and uses a variant of <a href="http://dd.dynamicdiagrams.com/2008/01/nightingales-rose/">Nightingale– rose</a> (also called a <a href="http://www.economist.com/node/10278643">polar area chart</a> or “coxcomb”) to display the survey results:</p>
<div id="attachment_483" class="wp-caption alignleft" style="width: 239px"><a href="http://bigdatabbq.com/chart-of-the-week-visualizing-multi-select-survey-questions/wainer1/" rel="attachment wp-att-483"><img class="size-medium wp-image-483" alt="Visualization using a modified polar area diagram in H. Wainer's Understanding Unvertainty." src="http://bigdatabbq.com/wp-content/uploads/2013/02/wainer1-229x300.png" width="229" height="300" /></a><p class="wp-caption-text">Visualization using a modified polar area diagram in H. Wainer’s Understanding Unvertainty.</p></div>
<p>The author, Howard Wainer, comments that this chart has a flaw — while the length of the filaments is proportional to the size, there’s an implication that the reader is interpreting it as an area chart (as would be in the Nightingale rose which would use solid shapes, rather than filaments). Here each data point uses 9 filaments of varying lengths.       Here’s an alternative way to visualize the information using a simple bar chart:</p>
<div id="attachment_485" class="wp-caption alignleft" style="width: 310px"><a href="http://bigdatabbq.com/chart-of-the-week-visualizing-multi-select-survey-questions/wainer2b/" rel="attachment wp-att-485"><img class="size-medium wp-image-485" alt="Bar chart of sermon topics" src="http://bigdatabbq.com/wp-content/uploads/2013/02/wainer2b-300x188.png" width="300" height="188" /></a><p class="wp-caption-text">Bar chart of sermon topics</p></div>
<p>Finally, a matrix view. Since I didn’t have the original data, I added 10 groups of respondents and also rounded to the nearest 10%. The rows contan the same data points as the original, but the columns show, for example, a group A which only preaches on two of the topics, while group B preaches on seven /10 topics. These lend themselves to additional grouping and insight. Perhaps goups B and C emphasize more social issues in their sermons, while group A focuses on other types of topics. This matrix view is more information dense (presents more data) and can yield more insights depending on the survey.<a href="http://bigdatabbq.com/chart-of-the-week-visualizing-multi-select-survey-questions/wainer2/" rel="attachment wp-att-484"><img class="alignleft size-medium wp-image-484" alt="wainer2" src="http://bigdatabbq.com/wp-content/uploads/2013/02/wainer2-300x101.png" width="300" height="101" /></a></p>
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		<title>Book of the Week: The Periodic Table: Its Story and Significance</title>
		<link>http://bigdatabbq.com/book-of-the-week-the-periodic-table-its-story-and-significance/</link>
		<comments>http://bigdatabbq.com/book-of-the-week-the-periodic-table-its-story-and-significance/#comments</comments>
		<pubDate>Sun, 03 Feb 2013 18:47:38 +0000</pubDate>
		<dc:creator>Michael</dc:creator>
				<category><![CDATA[Book of the Week]]></category>
		<category><![CDATA[Categorization]]></category>
		<category><![CDATA[Visualization]]></category>

		<guid isPermaLink="false">http://bigdatabbq.com/?p=475</guid>
		<description><![CDATA[Organizing the chemical elements into regularly recuring categories was a major step in the history of chemisty. The Russian chemist Mendeleev played an important role in creating the modern periodic table, and looking at how he got there provides some ideas for organizing, classifying, and analyzing large data sets. First, the ideas around periodicity evolved [...]]]></description>
				<content:encoded><![CDATA[<p>Organizing the chemical elements into regularly recuring categories was a major step in the history of chemisty. The Russian chemist Mendeleev played an important role in creating the modern periodic table, and looking at how he got there provides some ideas for organizing, classifying, and analyzing large data sets.</p>
<div id="attachment_476" class="wp-caption alignleft" style="width: 196px"><a href="http://bigdatabbq.com/book-of-the-week-the-periodic-table-its-story-and-significance/periodictable/" rel="attachment wp-att-476"><img class="size-medium wp-image-476" alt="The Periodic Table, Eric Scerri, Oxford University Press 2007. " src="http://bigdatabbq.com/wp-content/uploads/2013/02/periodictable-186x300.jpg" width="186" height="300" /></a><p class="wp-caption-text">The Periodic Table, Eric Scerri, Oxford University Press 2007.</p></div>
<p>First, the ideas around periodicity evolved over time. Scientists like Lavoisier, John Dalton, Prout, and Dobereiner contributed ideas around the elements and their proerties. Dobereiner discovered that certain groups of elements — eg strontium oxide had approximately the same weight as the average of the weights of barium oxide and calcium oxide.</p>
<p>In formula:</p>
<p>SrO = CaO + BaO/2107 =  (59   +  155)/2</p>
<p>The three element groups (Sr, Ca, Ba) are called triads. Others are Br, Cl, I (Bromium, Clorine, Iodine). The German scientist Johann Gmelin developed an arrangement of elements by triads as follows:</p>
<div id="attachment_477" class="wp-caption alignleft" style="width: 310px"><a href="http://bigdatabbq.com/book-of-the-week-the-periodic-table-its-story-and-significance/gmelin/" rel="attachment wp-att-477"><img class="size-medium wp-image-477" alt="Johann Gmelin's arrangement of chemical elements based on triads." src="http://bigdatabbq.com/wp-content/uploads/2013/02/gmelin-300x132.png" width="300" height="132" /></a><p class="wp-caption-text">Johann Gmelin’s arrangement of chemical elements based on triads.</p></div>
<p>A key factor in developing the periodic table was good data. In 1860, <a href="http://en.wikipedia.org/wiki/Stanislao_Cannizzaro">Stanislao Cannizzaro</a> published a paper with a consistent table of atomic weights of the then known elements for the <a href="http://en.wikipedia.org/wiki/Karlsruhe_Congress">Karlsruhe Conference</a>, the first worldwide conference on chemisty. The availability of good data (and a predictive method for new elements) facilitated the arrangement by periods.Meneleev’s creation of the periodic table has traditionally been ascribed to having written element and atomic weight on small cards (like index cards) that he arranged on  a desktop into periods. In 1869, he wrote a version of the periodic table on the back of an envelope, which he later refined.Looking at the process, having a physical manipulative (cards) and a physically written organization (diagram on the back of an envelope), facilitated discovering the order in the periodic table.At one point in my career I used to publish an annual data book with charts, data tables ‚and analysis around cloud services. To do it I created a prototype page and cut up each data table, graph, summary, and analysis section. We sat and reorganized the paper cutouts unti we found a pattern that told the story behind the data and uncovered the most insights. Something about shuffling paper and marking it up worked better than trying to do everything on the screen.</p>
<ul>
<li><strong><a href="http://www.amazon.com/The-Periodic-Table-Story-Significance/dp/0195305736/ref=sr_1_1?ie=UTF8&amp;qid=1359916408&amp;sr=8-1&amp;keywords=eric+scerri+periodic+table">The Periodic Table: It’s Story and Significance</a>, </strong>Eric Scerri, Oxford University Press 2007.<em>Eric Scerri’s book is a great summary of how the periodic table was created and what accelerated its development.</em></li>
<li><a href="http://www.amazon.com/Graphic-Representations-Periodic-System-Dur/dp/0817332006/ref=sr_1_fkmr1_1?ie=UTF8&amp;qid=1359916810&amp;sr=8-1-fkmr1&amp;keywords=mazurs+periodic+tables">Graphic Representations of the Periodic Table over 100 years</a>, E.G. Mazurs, University of Alabama Press, 1974. <em>Professor Mazur’s excellent collection of periodic table visualizations. Hard to find book — try a large university library.</em></li>
</ul>
<p>Web Links:</p>
<ul>
<li>W<a href="http://elementsunearthed.files.wordpress.com/2009/08/wooden_table-s.jpg">ooden “manipulative” version</a>  created <em> by Edward Mazurs.</em></li>
<li><a href="http://www.chemheritage.org/discover/collections/collection-items/archives/edward-g.-mazurs-collection-of-periodic-systems.aspx">Chemical Heritage Museum</a>  <em>Mazurs’ collection of periodic tables. (Philadelphia PA)</em></li>
<li><a href="http://www.meta-synthesis.com/webbook/35_pt/pt_database.php?Button=pre-1900+Formulations">Periodic Table Catalog</a>. <em>Online collection of visualizations of the periodic table (circular, lemniscate, etc) organized by date.</em></li>
<li><a href="http://allperiodictables.com/aptpages/gridlink/grid22_inventors.htm">All Periodic Tables</a> <em>Great resource site with pictures of various periodic tables.</em></li>
</ul>
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		<title>Area Proportional Venn Diagrams</title>
		<link>http://bigdatabbq.com/area-proportional-venn-diagrams/</link>
		<comments>http://bigdatabbq.com/area-proportional-venn-diagrams/#comments</comments>
		<pubDate>Fri, 01 Feb 2013 06:28:25 +0000</pubDate>
		<dc:creator>Michael</dc:creator>
				<category><![CDATA[Maps and Cartograms]]></category>
		<category><![CDATA[Visualization]]></category>

		<guid isPermaLink="false">http://bigdatabbq.com/?p=451</guid>
		<description><![CDATA[Venn diagrams are great for understanding how sets intersect and relate to each other, but most don’t indicate quantity. So if you have a set that shows pet ownership (some own dogs, some dogs and fish,etc): With a proportional Venn diagram, you add the dimension of size or count. For example, People who own a [...]]]></description>
				<content:encoded><![CDATA[<p>Venn diagrams are great for understanding how sets intersect and relate to each other, but most don’t indicate quantity. So if you have a set that shows pet ownership (some own dogs, some dogs and fish,etc):</p>
<p><img class="aligncenter size-medium wp-image-458" alt="venn3" src="http://bigdatabbq.com/wp-content/uploads/2013/01/venn3-228x300.png" width="228" height="300" /></p>
<p>With a proportional Venn diagram, you add the dimension of size or count. For example, People who own a dog+cats (ab) would be much bigger than those owning a dog and fish (ac). Here are three examples using circles, ellipses, and rectangles to show proportional relationships:</p>
<p>Here’s an example of a proportional Venn Diagram using circles:</p>
<p><a href="http://bigdatabbq.com/area-proportional-venn-diagrams/venncircle/" rel="attachment wp-att-459"><img class="aligncenter size-medium wp-image-459" style="width: 341px; height: 330px;" alt="venncircle" src="http://bigdatabbq.com/wp-content/uploads/2013/01/venncircle-296x300.png" width="296" height="300" /></a></p>
<p>Here’s an example using Ellipses:</p>
<p><a href="http://bigdatabbq.com/area-proportional-venn-diagrams/vennellipse/" rel="attachment wp-att-460"><img class="aligncenter size-medium wp-image-460" style="width: 333px; height: 338px;" alt="vennellipse" src="http://bigdatabbq.com/wp-content/uploads/2013/01/vennellipse-291x300.png" width="291" height="300" /></a></p>
<p>Here is a proportional Venn diagram with rectangles. To me it seems much easier to perceive relative proportions — note how easy it is to see the difference between AB and AC:<a href="http://bigdatabbq.com/area-proportional-venn-diagrams/rectanglevenn-2/" rel="attachment wp-att-467"><img class="aligncenter size-full wp-image-467" alt="rectanglevenn" src="http://bigdatabbq.com/wp-content/uploads/2013/01/rectanglevenn1.png" width="772" height="351" /></a></p>
<p><strong>Tools:</strong></p>
<ul>
<li><a href="http://www.eulerdiagrams.org/eulerAPE/">Euler APE</a>  can produce both circles and ellipses.</li>
<li>D<a href="http://apollo.cs.uvic.ca/euler/DrawVenn/index.html">raw Venn</a> produces rectangles</li>
<li><a href="http://www.cmbi.ru.nl/cdd/biovenn/">BioVenn</a>  cicles — optimized for biological (genetic) series.</li>
</ul>
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