On 30 Jun 2014, at 04:56 pm, Nathaniel Smith <n...@pobox.com> wrote:

>> A real need, which had also been discussed at length, is a truly performant 
>> text IO
>> function (i.e. one using a compiled ASCII number parser, and optimally also 
>> a more
>> memory-efficient one), but unfortunately all people interested in 
>> implementing this
>> seem to have drifted away (not excluding myself from this)…
> 
> It's possible we could steal some code from Pandas for this. IIRC they
> have C/Cython text parsing routines. (It's also an interesting
> question whether they've fixed the unicode/binary issues, might be
> worth checking before rewriting from scratch...)

Good point, last time I was playing with Pandas it was not any faster, but now 
a 10x
speedup speaks for itself. Their C engine does not support generic whitespace 
separators,
but that could probably be addressed in a numpy implementation.

                                        Derek

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