Github user HyukjinKwon commented on the issue:

    https://github.com/apache/spark/pull/20465
  
    Yup, explicitly logging sounds fine for now so that we can easily check.
    
    >  I do prefer to have these conditional skips removed because sometimes it 
is hard to tell if everything passed or was just skipped
    
    To be clear, I think it's more because our own testing script doesn't show 
the skipped tests output from unittests in the console.
    
    Also, I think it's more because we couldn't make sure Pandas and Arrow were 
installed properly in testing env, Jenkins but not because we skip tests 
related with extra dependencies when they are not installed. Making them as 
required dependencies is a big deal IMHO.
    
    FYI, I tried to install PyArrow with PyPy last time and I failed. I wonder 
if we can easily install it.


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