How do I install Hadoop on Windows 8.1?

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Hadoop is installed on Linux base systems and not on windows. For windows you can use virtual machine provided by cloudera. This will be a standalone machine for practice purpose only.
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Should Cloudera or MapR be used for Hadoop distribution?
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