wesm commented on issue #7338:
URL: https://github.com/apache/arrow/issues/7338#issuecomment-638329728


   We're actively working toward having a complete streaming query engine and a 
low-level data frame API that will permit analytics on filtered, memory-mapped 
data without having to materialize everything in memory. It has been discussed 
at length on the mailing list. In the meantime to read datasets into pandas 
requires materializing them. So I'll close this for now and refer you to 
further discussions over e-mail


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