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pandas: A Powerful Python Data Analysis Toolkit by pandas-dev

Python BSD-3-Clause SECURITY.md 1 open advisories

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

data-analysispandasflexiblealignmentpythondata-science
Verdict 85/100 health $4.13/mo cheapest, hetzner 2/5 setup difficulty 1 open CVE Last release 1 months ago

Self-host pandas: A Powerful Python Data Analysis Toolkit on hetzner CAX11 for $4.13/mo.

Deploy pandas: A Powerful Python Data Analysis Toolkit on hetzner → View on GitHub
Health score
85 /100
6-dim composite
Self-hosts from
$4.13 /mo
hetzner · CAX11
Difficulty
2 /5
Docker + read README
GitHub stars
49k
20k forks

About pandas: A Powerful Python Data Analysis Toolkit

From the project's README at github.com/pandas-dev/pandas. Lightly cleaned for readability; for the full source see the upstream repo.

| Meta | [](https://numfocus.org) [](https://doi.org/10.5281/zenodo.3509134) [](https://github.com/pandas-dev/pandas/b

Health score breakdown

6-dimension composite. See methodology for formula and weights.

activity
100
maturity
100
community
89
security
85
sustainability
100
adoption
45

Adoption signals

Real-world usage data, pulled from each registry. The bigger the numbers, the more battle-tested the project.

SignalValueSource
GitHub stars 49k github.com/pandas-dev/pandas
GitHub forks 20k github.com/pandas-dev/pandas

Release & maintenance

Is this project actively maintained, or about to die? Check the recency of last commit and last release.

Project age15.7 yearssince Aug 2010
Last commit2 days agoMay 5, 2026
Releases shipped119last: 1 months ago
Security policySECURITY.mddeclared by maintainers
Funding links3declared by maintainers

Self-hosting cost across providers

Detected requirements: 4GB RAM, 40GB disk minimum. Cheapest plan per provider that meets the requirement.

ProviderPlanSpecsMonthly
hetzner CAX11 2c · 4GB · 40GB $4.13 USD Deploy →
vultr VC2 1c · 1GB · 25GB $5 USD Deploy →
linode Nanode 1GB 1c · 1GB · 25GB $5.12 USD Deploy →
digitalocean Basic Regular 1GB 1c · 1GB · 25GB $6 USD Deploy →

Security advisories

2 known advisories tracked via OSV.dev. 1 currently open without a documented fix. Most recent: CVE-2020-13091.

What people say on Hacker News

Ready to self-host pandas: A Powerful Python Data Analysis Toolkit?

Spin up a hetzner CAX11 (4GB RAM, 40GB disk) for $4.13/mo and follow the project's official install docs.

Deploy on hetzner → $4.13/mo Read install docs on GitHub

Data last refreshed May 7, 2026.

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Frequently asked questions

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