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Since these exchanges run 24/7, are the posted close prices (say if the chart shows 1 hour increments like on bitcoinwisdom.com) based on the last trade for that time frame? Or are they averaged over that time frame?

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They are the endpoints. You can easily see that because in a bar chart, the bars always align with either the top or the bottom of the previous bar.

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