Polars, written in Rust and based on Apache Arrow, is known for its speed and security. While its backend architecture differs from pandas, the Python API is similar, making migration easier for pandas users.
Polars utilizes a lazy API, executing intermediate steps only when needed, saving memory. It can leverage concurrency efficiently due to being written in Rust, unlike pandas in Python.
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