Install
pandas alternatives
3 tools to consider instead of pandas, shown against it.
| pandas | NumPy | JupyterHub | conda | |
|---|---|---|---|---|
| Vendor | pandas core team / NumFOCUS | NumPy developers / NumFOCUS | Project Jupyter / NumFOCUS | Anaconda, Inc. / conda-forge community |
| Pricing model | Open source + paid options | Open source + paid options | Open source + paid options | Open source + paid options |
| Free tier | Yes | Yes | Yes | Yes |
| Deployment | Self-hosted | Self-hosted | Cloud, Self-hosted | Self-hosted |
| Open source | Yes (BSD-3-Clause) | Yes (BSD-3-Clause) | Yes (BSD-3-Clause) | Yes (BSD-3-Clause) |
| Best for | Data wrangling and exploratory analysis in Python before modeling or visualization. | Any Python-based numerical or scientific computing workflow that needs fast array operations. | Institutions needing persistent, authenticated notebook access for many users at once. | Pinning exact package versions, including non-Python dependencies, so an analysis environment can be recreated later. |
| Pricing | Free and open source; fiscally sponsored by NumFOCUS with no paid tier. Pricing has not been verified yet — see the vendor's site. | Free and open source; fiscally sponsored by NumFOCUS with no paid tier. Pricing has not been verified yet — see the vendor's site. | Free and open source to self-host; managed hosting (e.g. 2i2c) is offered by third parties at their own rates. Pricing has not been verified yet — see the vendor's site. | Free and open source; Anaconda, Inc.'s default channel has separate commercial terms for large organizations, but conda and conda-forge are free. Pricing has not been verified yet — see the vendor's site. |
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