Github user HyukjinKwon commented on the issue:

    https://github.com/apache/spark/pull/21107
  
    @viirya, @ueshin, @BryanCutler, @holdenk, @felixcheung, @cloud-fan, 
@JoshRosen, @yhuai and @bersprockets. It's actually about SPARK-23300. WDYT?
    
    There was an actual issue, SPARK-23300, and we fixed this by manually 
checking if the package is installed. This way needed duplicated codes and 
could only check dependencies. There are many conditions, for example, Python 
version specific or other packages like NumPy.  I think this is something we 
should fix.
    
    `unittest` module already prints out the skipped messages but these were 
swallowed so far in our own testing script. This PR prints out the messages 
below after sorted.
    
    I will double check and make this clean up with a JIRA but just wonder if 
you guys like this way. See the Jenkins logs for the actual format.  


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