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Any set of figures needs adjusting before it can be usefully reported | Ben Goldacre | Comment is free Any set of figures needs adjusting before it can be usefully reported | Ben Goldacre | Comment is free Fox News was excited: "Unplanned children develop more slowly, study finds." The Telegraph was equally shrill in its headline ("IVF children have bigger vocabulary than unplanned children"). And the British Medical Journal press release drove it all: "Children born after an unwanted pregnancy are slower to develop." The last two, at least, made a good effort to explain that this effect disappeared when the researchers accounted for social and demographic factors. But was there ever any point in reporting the raw finding, from before this correction was made? I will now demonstrate, with a nerdy table illustration, how you correct for things such as social and demographic factors.
Data.gov.uk has become one of the finest national open data initiatives in the world - it now has more data than the mighty data.gov in the US, with 4,223 datasets, compared to 2,876 over the Atlantic. It's not perfect - far too many links take you to front pages on other sites, rather than the data itself. It could also do with more help for the less-experienced user, witness the multitude of downloads on the Treasury's Combined Online Information System (COINS) dataset (http://data.gov.uk/dataset/coins). But nevertheless, what a resource. And where it really comes into its own is in the publication of immense datasets previously kept within the confines of the civil service, many of which show highly local data. So, if I had to pick my top ten data.gov.uk datasets here is where I would start: My top ten data.gov.uk datasets - a guest post by Simon Rogers My top ten data.gov.uk datasets - a guest post by Simon Rogers
Marathon 2010 Marathon 2010 A 24-hour student data visualization competition Click here to download Visualizing Marathon 2010 Poster. Welcome Visualizing.org is proud to have held the inaugural Visualizing Marathon: a 24-hour student data visualization competition. Inspired by robotics competitions and science fairs, the Marathon was created to give design students an opportunity to collaborate and use design to help tackle real-world issues.
Let's Intersect!
Doctor Who: Every single journey through time detailed detailed by Information is Beautiful. As a spreadsheet | Television & radio Doctor Who: Every single journey through time detailed detailed by Information is Beautiful. As a spreadsheet | Television & radio Doctor Who time travels of the Doctor: Information is Beautiful gets the data - what can you do? Illustration: David McCandless for the Guardian Last year, I created a visualisation of Time travel in TV & Films. You know. Star Trek, Back To The Future, Planet Of The Apes etc.
A novel map of the internet created by Marián Boguñá and colleagues at the University of Barcelona, Spain, could help make network glitches a thing of the past. Boguñá squeezed the entire network into a disc using hyperbolic geometry, more familiar to us through the circular mosaic-like artworks of M. C. Escher-like internet map could speed online traffic - tech - 08 September 2010 Escher-like internet map could speed online traffic - tech - 08 September 2010
Research tips When watch­ing the TV news, or read­ing news­pa­per com­men­tary, I am fre­quently amazed at the attempts peo­ple make to inter­pret ran­dom noise. For exam­ple, the lat­est tiny fluc­tu­a­tion in the share price of a major com­pany is attrib­uted to the CEO being ill. When the exchange rate goes up, the TV finance com­men­ta­tor con­fi­dently announces that it is a reac­tion to Chi­nese build­ing con­tracts. No one ever says “The unem­ploy­ment rate has dropped by 0.1% for no appar­ent reason.” What is going on here is that the com­men­ta­tors are assum­ing we live in a noise-​​free world. Research tips
Statistics How To Statistics How To Looking for elementary statistics help? If you are visiting Statistics How To for the first time, you’ll find the STATISTICS TOPIC INDEX a great place to start. You’ll find a Statistics How To for just about every topic, from basic graphs and charts to working with Excel and SPSS for statistics. Know exactly what you’re looking for in elementary statistics?
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Statistical modeling, causal inference, and social science: Blog of Andrew Gelman's research group, featuring Bayesian statistics, multilevel modeling, causal inference, political science, decision theory, public health, sociology, economics, and literatu The pre-NYT David Brooks liked to make fun of the NYT. Here’s one from 1997: I’m not sure I’d like to be one of the people featured on the New York Times wedding page, but I know I’d like to be the father of one of them.

Statistical modeling, causal inference, and social science: Blog of Andrew Gelman's research group, featuring Bayesian statistics, multilevel modeling, causal inference, political science, decision theory, public health, sociology, economics, and literatu

How to visualize data with cartoonish faces ala Chernoff How to visualize data with cartoonish faces ala Chernoff FlowingData reader Chris asks: I was wondering, have you ever considered doing a Chernoff faces tutorial for R? I think Chernoff faces are pretty interesting and I haven't seen much about them on the web. This wasn't the first time someone's asked how to make Chernoff faces, so I did a quick search. Guess what.
Why visualise data? In the introduction to his classic text, The Visual Display of Quantitative Information, Edward Tufte answers this question in three words. “Graphics reveal data”. Why visualise data? | seeing data Why visualise data? | seeing data
Problem solving flowchart (slightly crass)
Stochastic comes from the Greek word στόχος, which means "aim". It also denotes a target stick; the pattern of arrows around a target stick stuck in a hillside is representative of what is stochastic. Mathematical theory[edit] The use of the term stochastic to mean based on the theory of probability goes back to a 1917 publication by Ladislaus Bortkiewicz (1868–1931).[3] Bortkiewicz used it in the sense of making conjectures that the Greek term has borne since the days of the ancient philosophers, and after the title of Ars Conjectandi that Jakob Bernoulli gave to his work (published in 1713) on probability theory.[4] Stochastic
Randomness There was a query on the SAS mailing list today - someone got inconsistent results for confidence intervals between Excel and SAS. In Excel, they were using the confidence() function, which I'd not come across before. And I'm glad about that. See, to calculate a confidence interval, you multiply the standard error of the distribution for the critical value from the t-distribution. You can find that value using (say) R, with the qt() function or Excel, with the tinv() function. The t-distribution approximates the normal distribution as the sample size increases - you need a sample size of infinity for them to be exactly the same, but if the same size is large enough, then it's close.
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