What is the correct procedure for downloading a  spark 1.2.X release for
use with hadoop2.4?

The existing download page has a link for hadoop 2.4+. However when using
that with hadoop 2.4 an exception is thrown NoSuchMethodError for
Statistics.getThreadStatistics.

Upon brief investigation:   The SparkHadoopUtil class invokes the hadoop
FileSystem.Statistics.getThreadStatistics which exists in  hadoop 2.5+

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