tools / category
Dataframes and analytics
Dataframes, arrays and analytical engines
Top 5 compared
Share: each tool's slice of its category that week, as a percentage. Best for comparing tools. Raw: the source's actual weekly numbers, such as downloads or stars.
No data for this lens yet.
Pull requests the top tools opened as agents in public repositories, weekly. Agents differ in how they open pull requests, and only those that leave a recognisable trace are counted, so the counts compare trends better than tools. Not part of the scores.
Ranking latest complete week
| # | Tool | index | 1y |
|---|---|---|---|
| 1 |  NumPy |
+10.6 pts | |
| 2 |  pandas |
-12.4 pts | |
| 3 |  Polars |
+13.7 pts | |
| 4 |  DuckDB |
-6.7 pts | |
| 5 |  Apache Spark |
-5.2 pts |