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Stephen Simmons

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Python at Massive ScalePyData London 20182018-04-26
Athena runs a mono repo of 35m LOC/150k modules served from a custom Hydra object DB with import hooks and continuous deployment, supporting about 1,600 active…
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Pandas from the Inside / "Big Pandas"PyData Berlin 20172017-06-23
Pandas internals get examined: DataFrames are blocks of homogeneous numpy arrays managed by a block manager, so pulling a Series is often microsecond-fast…
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Pandas from the InsidePyData DC 20162016-10-07
Slides and code dig into pandas internals using numpy arrays and real AFL game data and build a season ladder that matches the AFL website. Concrete claims…
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Pandas from the insidePyData London 20162016-05-06
Shows how DataFrames are implemented: data lives in numpy-backed block manager chunks, not as boxed Python objects, so single-column access is cheap —…
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