Scaling Pandas: Dask vs Ray vs Modin vs Vaex vs RAPIDS.

Sivasai Yadav Mudugandla
Analytics Vidhya
Published in
8 min readAug 29, 2020

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Python and its most popular data wrangling library, Pandas, are soaring in popularity. Compared to competitors like Java, Python and Pandas make data exploration and transformation simple.

But both Python and Pandas are known to have issues around scalability and efficiency.

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Sivasai Yadav Mudugandla
Analytics Vidhya

Sr. Data Analyst at CITI Bank| London | Ex — Data scientist | Post Graduate in AI & ML | Pythonista | https://www.linkedin.com/in/sivasai-mudugandla-89a156104/