Are You Still Using Pandas to Process Big Data in 2021?

Are You Still Using Pandas to Process Big Data in 2021?

Are You Still Using Pandas to Process Big Data in 2021? The answer is Pandas doesn’t handle well BigData.Can processing Big Data with Dask & Vaex really process bigger than memory datasets or is it all just a sales slogan?

Pandas doesn’t handle well Big Data. These two libraries do! Which one is better? Faster?

Irecently wrote two introductory articles about processing Big Data with Dask and Vaex — libraries for processing bigger than memory datasets. While writing, a question popped up in my mind:

Can these libraries really process bigger than memory datasets or is it all just a sales slogan?

This intrigued meto make a practical experiment with Dask and Vaex and try to process a bigger than memory dataset. The dataset was so big that you cannot even open it with pandas.

What do I mean by Big Data?

Are You Still Using Pandas to Process Big Data in 2021?Photo by ev on Unsplash

Big Data is a loosely defined term, which has as many definitions as there are hits on Google. In this article, I use the term to describe a dataset that is so big that we need specialized software to process it. With Big, I am referring to “bigger than the main memory on a single machine”.

big data & cloud big data dask pandas vaex

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