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Pandas df.values vs df.data.tolist() – performance?

When working with very large df dataframes – say 4-5 million rows – one often comes across sub-optimal execution time of
df.values

versus the common
df.data.tolist()

This post gives an example of the improved performance using the.values() method. However, this does not work on my machine and I am wondering what the reason could be. I am using Python 3.4.
EDIT: As suggested in the answer, I’m going to check out the memory usage of df.values.
EDIT2: Seems like the data is in memory as well, as pointed out below.

A:

I am not totally sure, but I would guess that the.data and.values are two separate data types, so.values would first decode the data type before operating on it.
Try df.values.view(‘d’)
I had similar issues with a 3G dataframe and this worked for me.

A:

It’s hard to explain why both do what they do without knowing the full underlying implementation.
The short answer, however, is that, for a DataFrame, one is in-memory, the other is a copy on disk (or possibly in the database).
The DataFrame.values is already in memory, whatever its implementation (C, Cython, or whatever). It only needs to be converted into a Python data-structure. Pandas itself implements this, and I assume it’s doing a direct translation of the C DataFrame structure. This shouldn’t be particularly hard (although it could be). The.data is another story.
Have you tried doing an in-memory memory-dump of your data, and running a benchmark on that? I’d be surprised if it was any different than.data.tolist().

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