FireDucks makes Pandas 125x Faster (changing one line of code) ๐ง Pandas has some major limitations: - Pandas only uses a single CPU core. - It often creates memory-heavy DataFrames. - Its eager (immediate) execution prevents global optimization of operation sequences. FireDucks is a highly optimized, drop-in replacement for Pandas with the same API. There are three ways to use it: 1) Load the extension: ↳ %๐ฅ๐จ๐๐_๐๐ฑ๐ญ ๐ณ๐ถ๐ฟ๐ฒ๐ฑ๐๐ฐ๐ธ๐.๐ฉ๐๐ง๐๐๐ฌ; ๐ถ๐บ๐ฝ๐ผ๐ฟ๐ ๐ฝ๐ฎ๐ป๐ฑ๐ฎ๐ ๐ฎ๐ ๐ฝ๐ฑ 2) Import FireDucks instead of Pandas: ↳ ๐ข๐ฆ๐ฉ๐จ๐ซ๐ญ ๐ณ๐ถ๐ฟ๐ฒ๐ฑ๐๐ฐ๐ธ๐.๐ฉ๐๐ง๐๐๐ฌ ๐๐ฌ ๐ฉ๐ 3) If you have a Python script, execute is as follows: ↳ ๐ฝ๐๐๐ต๐ผ๐ป3 -๐บ ๐ณ๐ถ๐ฟ๐ฒ๐ฑ๐๐ฐ๐ธ๐.๐ฝ๐ฎ๐ป๐ฑ๐ฎ๐ ๐ฐ๐ผ๐ฑ๐ฒ.๐ฝ๐ Done! ✔️ A performance comparison of FireDucks vs. DuckDB, Polars, and Pandas is shown in the video below. Official benchmarks indicate: ↳ Modin: ~1.0x faster than Pandas ↳ Polars: ~57x faster than Pandas ↳ FireDucks: ~125x faster than Pandas Credit- Ultan...
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