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Tom mentions in the beginning of the piece that after loading 10000 games and doing the analysis locally, that he gets a bit short on memory. As I was browsing the web and catching up on some sites I visit periodically, I found a cool article from Tom Hayden about using Amazon Elastic Map Reduce (EMR) and mrjob in order to compute some statistics on win/loss ratios for chess games he downloaded from the millionbase archive, and generally have fun with EMR. I used this to compile a set of 3.46GB of data, which is about twice what Tom used in his test. YSlow: YSlow analyzes web pages and suggests ways to improve their performance based on a set of rules for high performance web pages. There are not many rules at my job. But there are an awful lot of holes. The first thing to do is get a lot of game data. Get additional 5% off on all prepaid orders. Payment for US orders can be completed by Visa or Mastercard. This basic fact is what can offer such great speedups for simple non-IO-bound processing systems capable of running on a single machine. Intuitively it may seem that the above will sleep for 3 seconds and then print Hello world but in fact both steps are done at the same time.

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