I know this is an old question, but I have some ideas that I would add to the next search engine, which finds this thread in the hope of speeding up loading time on Amazon EMR.
For some time I was wondering why my clusters took so long to enter, usually about 15 minutes. This takes a fairly large chunk of time for work, which usually completes in less than 1 hour. Sometimes it repels work in 1 hour, but I think that, fortunately, AWS does not charge for a full load.
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