Name	Name	Last commit message	Last commit date
parent directory ..
data	data
.gitignore	.gitignore
README.md	README.md
create_csv_data.py	create_csv_data.py
create_csv_data.slurm	create_csv_data.slurm
patient_data.ipynb	patient_data.ipynb
polars_large_data_benchmark.ipynb	polars_large_data_benchmark.ipynb
polars_performance.ipynb	polars_performance.ipynb

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Polars

Polars is an alternative to pandas that is designed to have better performance.

What is it?

patient_data.ipynb: Jupyter notebook that explores functional differences between pandas and polars. It replicates the notebook in the pandas directory with the same name.
polars_large_data_benchmark.ipynb: Jupyter notebook that compares the performance of polars and pandas on large data sets.
create_csv_data.py: Python script to generate one or more large CSV files for benchmarking.
create_csv_data.slurm: Slurm script to run create_csv_data.py on a cluster.
polars_performance.ipynb: Jupyter notebook that compares the performance of polars and pandas on a variety of operations.
data: Directory containing the data used in the notebook.