Github user wzhfy commented on the issue:

    https://github.com/apache/spark/pull/15637
  
    Yes, in our design, equi-width histogram is a seq of single valued bins, 
which is used for columns with low cardinality, so that we can get accurate 
estimation. When cardinality is high, equi-height histogram is better than 
equi-width histogram (with some fixed width), especially in data skew scenario, 
where the skewed value would be hidden in a equi-width bin, while in 
equi-height histogram, it would occupies many contiguous bins.


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