NumFOCUS vs. pandas python
Side-by-side across both vendors’ full G2 portfolios — reviews, ratings and category coverage aggregated to the company, not a single product.
| Metric | NumFOCUS | pandas python |
|---|---|---|
| Avg. rating | 4.7 | 4.6 |
| Total reviews | 26 | 99 |
| Review growth (QoQ) | — | -100.0% |
| Products on G2 | 1 | 1 |
| Categories covered | 1 | 1 |
| Best category rank | #22 in Component Libraries | #9 in Component Libraries |
| Small Business | 36.0% | 28.9% |
| Mid-Market | 12.0% | 32.0% |
| Enterprise | 52.0% | 39.2% |