Technology
pandas
Everything on this site involving pandas — projects, articles, research and tools.
Benchmarks
DuckDB vs pandas vs Polars on 50 Million Rows
A reproducible benchmark across six workload shapes, reporting memory as well as time — because memory is what actually stops the job.
BeginnerDifficulty: BeginnerDuckDB · Polars · pandas
Notebook
Modern Data Stack
DuckDB vs pandas vs Polars: When Each One Wins
A practical decision guide based on workload shape rather than benchmark scores — because the fastest tool depends on what you are actually doing.
BeginnerDifficulty: Beginner2 min readDuckDB · Polars · pandas