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