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Graphs on Multiple Slides

PowerPoint presentations with multiple sequential graphs, such as monthly results each on a separate slide, tax viewers' short-term memory, preventing them from absorbing the results. Beth Lisberg...

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Another Misleading Graph of Romney's Tax Plan

Fox News published another misleading graph of Romney's tax plan.

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Some Useful Statistical Blogs

A group of statistical bloggers had lunch together at the Joint Statistical Meetings in San Diego. I’ll post links to their blogs for those of you interested in resources in statistics. The luncheon...

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Must Zero Be Included on Scales of Graphs? Another Look at Fox News' Graph...

Many graph experts disagree with Darryl Huff’s argument that the scales of all graphs must begin at zero. I discuss why the rule for bar graphs may differ from that for line graphs.

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Bill Clinton's Speech in Misleading Graphs

Misleading graphs detract from Sarah Kliff's otherwise interesting post on the length of President Bill Clinton's speech at the Democratic National Convention.

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How To Exaggerate Trends in Graphs

Literature about graphs includes many discussions about whether zero needs to be included on all scales. We demonstrate that a graph designer can mislead just as much by changing the aspect ratio. The...

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Misleading Groups of Charts

When drawing charts and graphs it is important that the individual charts be clear, concise, and easy to understand. In addition, we must consider consistency in groups of charts to make sure that we...

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Choosing Colors for Graphs that are Accessible to Most Viewers

Red and green do cause problems for those with some forms of color vision deficiencies, especially if they have similar levels of lightness and saturation. We see that orange and green are also...

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When Swapping Axes Improves Graph Design

Good Magazine along with Other Means published an interactive graphic discussing if America can be energy independent. A static view of it appears in Figure 1. Immediately you'll notice that the labels...

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Two Opinions on the Usefulness of Pictographs

This post presents two opposing views on the usefulness of pictograms and asks you to comment with your opinion.

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Conflicting Polls in a Flawed Graph

How many problems do you see in this graph of conflicting poll results?

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NYC Data Week

This week is NYC Data Week, co-produced by the City of New York's Department of Information Technology & Telecommunications (DoITT) and O'Reilly Media's Strata + Hadoop World Conference. Multiple...

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Always Count Your Pills

Your pharmacy may not give you the number of pills your doctor prescribed. Always count your pills.

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Public Speaking Mistakes to Avoid

While not a public speaking professional, I know how I react as a member of the audience. This post lists some of my pet peeves at conferences.

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Graph Makeover Contest

In this post I am going to present a graph and a table and ask you, the reader, to present the alternatives. You can makeover just one or both. It’s up to you.

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Looking Back on My First Year of Blogging

Today's post summarizes my first year of blogging and places the posts into categories.

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Alternatives to the Pie/Donut Chart in the Graph Makeover Contest

The Graph Makeover Contest makes it clear that there are multiple ways to plot a data set with no one way being best. This post shows alternatives to a pair of donut charts.

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Visualizing the Table of the Graph Makeover Contest

Eight ways to visualize a table of consumer expenditures are shown out of 28 entries submitted. No one way is best as different presentations emphasize different comparisons and different aspects of...

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Line Charts Are Not Always the Best Way to Show Time Series

We often hear that we should use line plots for trends over time. This post shows an example where a line (or area) chart doesn't work and once again suggests thinking about your data and the story...

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Deceptive Donut Chart

A deceptive donut chart is shown; the values are not drawn to scale.

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Parallel Coordinate Plots: Another Alternative for the Consumer's...

Alfred Inselberg provided parallel coordinates plots as alternatives to the table of the expenditures data in the Graph Makeover Contest.

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Before and After Expenditures Figures from Carlos Ortega

Carlos Ortega redrew his entry to the Graph Makeover Contest to make use of some of the reviewers’ comments. Both versions are shown in this post.

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An Example Where Circles are Useful in Graphs

Circles are an effective way to show distances from a point making this application an exception to my usual criticism of circles and bubbles in graphs.

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Before and After Expenditures Figures from Kristian Pedersen

Kristian Pedersen redrew his entry to the Graph Makeover Contest using some of the reviewers’ comments. Both versions are shown in this post.

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Misleading Newspaper Graph

Newspapers are expected to check facts and report accurately. Why, then, should they not also be expected to check their charts and graphs and ensure that they are accurate. Figure 1 appears on page 13...

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Before and After Expenditures Figures from Ramon Martinez

Ramon Martinez redrew his entry to the Graph Makeover Contest to make use of some of the reviewers’ comments. Both versions are shown in this post.

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How to Position Y-Axis Labels in Graphs

We discuss a comment on a previous post stating that the text of labels on the vertical axis of graphs must be horizontal by discussing the pros and cons of four possible positions for these labels.

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Consider Readers with Color Vision Deficiencies

A very informative map for those with normal color vision is difficult to interpret for those with color vision deficiencies. It's easy to use a color vision simulator to prevent this problem.

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Misleading Healthcare Graph

An example from healthcare is used to show that a single graph can be acceptable by itself but confusing or even misleading when placed in a group of graphs.

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Color Problems With Figures From The Jerusalem Post

Multiple pie charts are not the only problem with figures from the Jerusalem Post. Two mistakes with using color are pointed out.

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Finding Examples of Misleading and Deceptive Graphs

Searching for the terms examples of misleading graphs or deceptive graphs is rarely the best way to find examples. A better way is to become familiar with graphical problems that cause a figure to...

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Misleading Graphs: Departing from Convention

Departing from conventions on designing and reading graphs can cause your graphs to mislead. One convention is that values increase from left to right. If you must depart from this convention,...

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Visualizing Stop-and-Frisk and Murder Rates in New York City

Double panel, dual axis and indexed graphs were drawn to examine the relationship of NYC Police Department stop and frisks to the number of murders in NYC. All of the graphs clearly show that the...

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Gelman's Click-through Compromise for Statistical Graphics and Data Art

Artists and statisticians have different goals in creating visualizations. Andrew Gelman said that artists want visualizations to be creative, grabby and innovative while these characteristics are not...

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Misleading Pie Chart from the IRS

Since it is tax day I chose a chart from the IRS for my comments today. Figure 1 shows the chart with the labels cropped out. The wedges of a pie chart add to 100%. Please estimate the percentage of...

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Teaching Graphs to Preschoolers

Preschool children create a bar graph and talk about square numbers to the surprise of their parents.

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Graph Redesign: Male and Female Publishing Disparities

Pie charts are rarely the best way to show data and multiple pie charts are even worse. A back-to-back bar chart presents the percentage of male and female reviewers in literary magazines collected by...

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Another Misleading Graph Not Drawn to Scale

Graphs that are not drawn to scale mislead the reader. This post shows another example of a graph where the visual representation of the numbers is not proportional to the numbers themselves.

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Bad Graph Contest: What Software Produces the Worst Graph?

A staggering number of really bad graphs are drawn daily. Some are the fault of the designers but often the software used to produce the graph is to blame. Use the comment area or email me at naomi at...

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Linked Micromaps for Geographically Referenced Data

Linked micromaps are collections of small maps linked to corresponding plots. They were developed by Dan Carr and are an extremely useful tool that belongs in the toolbox of anyone who plots...

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Data Visualizations Skills Needed at PDF:Applied Hackathon

A hackathon, PDF:Applied, will take place in NYC on June 9-10 preceding the Personal Democracy Forum (PDF) conference. Those with data visualization skills are encouraged to participate.

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Winner of the Bad Graph Contest Announced

The finalists and the winner of the bad graph contest are announced. All of the entries had serious problems so choosing a winner was difficult.

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Trellis Plot Alternative to Three-Dimensional Bar Charts

Graph designers often try to put too much information in one plot resulting in confusing plots that are difficult to read. Trellis plots often provide the solution to displaying the data clearly.

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Conflicting Advice on Data Visualization

Writers offer conflicting advice on data visualization in blogs and books. I present an example where an alternative figure has at least as many problems as the figure being criticized.

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Thinking Outside the Chart Menu: Part 2

One of my earliest posts was Thinking Outside the Chart Menu. In it I mentioned that while menus and chart-choosers might be very useful to novices at graphing data, there were three things worth...

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Arrow Charts and Other Alternatives to Multiple Pie Charts

Arrow charts and slope charts are alternatives to multiple pie charts when the data consist of the values or the percentage breakdown of several categories for two time periods.

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Should I Shade Alternate Rows in My Tables?

This post cautions about blindly applying style guides without thinking. The preferred way to delineate rows or columns in tables is with white space. However, there may be times when the available...

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Consider Your Message When Choosing What Chart to Use

Different chart types emphasize different aspects of the data. Three figures show the same data but have different messages. Think about the story you want to tell before picking a chart type.

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Comments on Ezra Klein's "Romney's and Obama's tax plans, in one chart"

I present an alternative to Ezra Klein’s chart showing Romney’s and Obama’s tax plans in one chart so that equal intervals on the axis represent equal amounts.

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Is the Word "Data" Singular or Plural?

Do you say “data is” or “data are”? Let’s see what a grammar expert says about this issue.

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