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This page shows the Star History and the facts of 2 to 5 repositories in the Repository Index, side by side. You choose the repositories. The page does not rank them.
Facts
| Fact | narwhals-dev/narwhals Lightweight and extensible compatibility layer between dataframe libraries! | ibis-project/ibis the portable Python dataframe library | capitalone/datacompy Pandas, Polars, Spark, and Snowpark DataFrame comparison for humans and more! | hi-primus/optimus :truck: Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark | vertti/daffy Lightweight DataFrame validation decorators for Pandas, Polars, Modin, and PyArrow. No custom types required. |
|---|---|---|---|---|---|
| Stars | 1,747 | 6,695 | 665 | 1,535 | 60 |
| Net stars, last 30 days | +20 | +30 | +6 | +1 | +1 |
| Largest star day | +6 on Jun 7, 2026 | +5 on Jul 14, 2026 | +2 on May 7, 2026 | +1 on May 11, 2026 | +1 on Sep 9, 2026 |
| Milestone reached in the record | None | None | None | None | None |
| Forks | 263 | 786 | 176 | 230 | 5 |
| Language | Python | Python | Python | Python | Python |
| License | MIT | APACHE-2.0 | APACHE-2.0 | APACHE-2.0 | MIT |
| Created | Feb 19, 2024 | Apr 17, 2015 | Mar 23, 2018 | Jul 13, 2017 | Jan 31, 2021 |
| Last push | Nov 5, 2026 | Nov 5, 2026 | Oct 30, 2026 | Dec 2, 2024 | Oct 30, 2026 |
| Archived | No | No | No | No | No |
| Health facts: Maintenance | 2 of 4 checks (2 without data) | 2 of 4 checks (2 without data) | 2 of 4 checks (2 without data) | 1 of 4 checks (2 without data) | 2 of 4 checks (2 without data) |
| Health facts: Releases | 2 of 3 checks (1 without data) | 2 of 3 checks (1 without data) | 2 of 3 checks (1 without data) | 1 of 3 checks (1 without data) | 2 of 3 checks (1 without data) |
| Health facts: Security practice | 0 of 1 check (1 without data) | 0 of 1 check (1 without data) | 0 of 1 check (1 without data) | 0 of 1 check (1 without data) | 0 of 1 check (1 without data) |
| Health facts: Community files | 1 of 3 checks (2 without data) | 1 of 3 checks (2 without data) | 1 of 3 checks (2 without data) | 1 of 3 checks (2 without data) | 1 of 3 checks (2 without data) |
| Commits, last 13 weeks | No data | No data | No data | No data | No data |
| Weeks with commits, last 52 | No data | No data | No data | No data | No data |
| In the Repository Index since | Oct 22, 2026 | Oct 22, 2026 | Oct 22, 2026 | Oct 22, 2026 | Oct 22, 2026 |
The facts come from the Repository Host and from the Star History that AwesomeRepos records. A shared topic does not mean that one repository can replace another. Each Health Facts row is one dimension alone. AwesomeRepos does not add them into one score. How each check is defined