Pandaral·lel

| Without parallelization | | | :----------------------: | ----------------------------------------------------------------------------------------------------------------- | | With parallelization | |

Pandaral.lel provides a simple way to parallelize your pandas operations on all your CPUs by changing only one line of code. It also displays progress bars.

⚠️ Pandaral·lel is looking for a maintainer! ⚠️

If you are interested, please contact me or open a GitHub issue.

Maintainers

• Manu NALEPA

Former maintainers (thanks a lot for your work!)

• till-m

Installation

pip install pandarallel [--upgrade] [--user]

Quickstart

from pandarallel import pandarallel

pandarallel.initialize(progress_bar=True)

# df.apply(func)
df.parallel_apply(func)

Usage

Be sure to check out the documentation.

Examples

An example of each available pandas API is available:

• For Mac & Linux
• For Windows