Commit b23029c

- Numpy

- Pandas

- Vaex

- [Modin](https://modin.readthedocs.io/en/stable/)

- Ray

- Fugue

- Spark

- [Datatable](https://github.com/h2oai/datatable)

- [Polars](https://github.com/pola-rs/polars)

- Dask

|Library | Multiprocessing | Distributed | Workload Capacity | Documentation|

|---|----|------|-----|-----|

| Pandas | No | No | < 50 GB | [Docs](https://github.com/pandas-dev/pandas) |

| Numpy | No | No | < 200 GB | [Docs](https://github.com/numpy/numpy) |

| Modin | Yes | Yes | < 5000 GB | [Docs](https://modin.readthedocs.io/en/stable/) |

| Dask | Yes | Yes | < 50000 GB | [Docs](https://github.com/dask/dask) |

| Ray | Yes | Yes | < 2000 GB | [Docs](https://github.com/ray-project/ray) |

| PySpark | Yes | Yes | < 500000 GB | [Docs](https://github.com/apache/spark) |

| Vaex | Yes | No | < 2000 GB | [Docs](https://github.com/vaexio/vaex) |

| Datatable | Yes | No | < 200 GB | [Docs](https://github.com/h2oai/datatable) |

| Polars | Yes | No | < 200 GB | [Docs](https://github.com/pola-rs/polars) |

| cuDF | Yes | Yes | < 200 GB | [Docs](https://github.com/rapidsai/cudf) |

| Fugue | Yes | Yes | < 200 GB | [Docs](https://github.com/rapidsai/cudf) |

| Col1 | col2 | col3 | col4 | col5 |

|---|---|---|---|---|

| a | d | g | j | |

| b | e | h | k | |

| c | f | i | l | |

As always, take these with a grain of sand. They are specific test cases that may not generalize well.

- https://h2oai.github.io/db-benchmark/