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Marco Edward Gorelli

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The Polars vs SQL differences nobody is talking aboutPyData London 20262026-06-05
Polars treats data as named, same-length columns so row order preserved unless explicitly changed, allows column-wise operations that can produce…
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How Narwhals brings Polars, DuckDB, PyArrow, & pandas togetherPyData London 20252025-06-06
Narwhals is a lightweight compatibility layer that makes code accept and return Polars DuckDB PyArrow pandas and cuDF without forcing conversion to pandas…
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How Narwhals is silently bringing pandas, Polars, DuckDB, PyArrow, and more togetherPyCon DE & PyData 20252025-04-23
Narwhals provides a lightweight compatibility layer that lets libraries use pandas, Polars, PyArrow, DuckDB and more without adding dependencies, claiming zero…
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Polars Plugins: how you (yes, you!) can extend Polars DataframesPyData Paris 20242024-09-25
Claim: writing a Polars plugin is practical and yields real speedups. Workflow uses a cookiecutter template, Polars plus maturin, Rust for the UDF…
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Understanding Polars Expressions when you're used to pandasPyData Amsterdam 20242024-09-18
Polars expressions are presented as a function from DataFrame to Series that enables lazy execution and optimizer-driven reuse (e.g., shared pl.col().shift(1)…
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How you (yes, you!) can write a Polars PluginPyData London 20242024-06-14
Claims no prior Rust needed and reproduces a Python numeric map in minutes; workflow uses the cookie cutter template, pip install polars and maturin, write a…
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How you can write a dataframe-agnostic libraryPyCon Italia 20242024-05-22
Demonstrates a concrete path to accept pandas, Polars and others without forcing conversion by using the DataFrame Interchange Protocol and a lightweight…
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Polars and time zones: everything you need to knowPyData Global 20232023-12-06
Claim: never handle time zones manually; use Polars and let it do the hard work. Shows concrete tools: dt.offset_by(4H) to add four hours and get 00:00 → 05:00…
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and time zones: everything you need to knowPyData Eindhoven 20232023-11-30
Polars gives concrete answers: it parses CSVs with parse_dates=True, converts offset-aware strings to UTC, and requires an explicit timezone dtype when local…
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