numpy
pypi package · declared by 384 of 2,343 sampled repositories · graph computed 2026-08-24
Counted from the runtime dependencies public repositories declare — not the resolved tree. A transitive dependency is a consequence; a declared one is a choice. Development dependencies are excluded because they repeat across every project in a language regardless of what is being built.
Declared with
ranked by association, not by count| Declared with | Repositories | vs chance |
|---|---|---|
| pandas | 122 of 2,343 | 0.56 |
| tqdm | 110 of 2,343 | 0.52 |
| scipy | 76 of 2,343 | 0.52 |
| torch | 97 of 2,343 | 0.51 |
| scikit-learn | 66 of 2,343 | 0.48 |
| matplotlib | 67 of 2,343 | 0.45 |
| transformers | 81 of 2,343 | 0.44 |
| torchvision | 42 of 2,343 | 0.42 |
| huggingface-hub | 52 of 2,343 | 0.41 |
| einops | 37 of 2,343 | 0.41 |
| pillow | 81 of 2,343 | 0.41 |
| opencv-python | 32 of 2,343 | 0.40 |
| safetensors | 25 of 2,343 | 0.40 |
| pyarrow | 24 of 2,343 | 0.38 |
| accelerate | 43 of 2,343 | 0.37 |
| numba | 11 of 2,343 | 0.36 |
| statsmodels | 11 of 2,343 | 0.36 |
| seaborn | 16 of 2,343 | 0.36 |
| datasets | 41 of 2,343 | 0.35 |
| networkx | 27 of 2,343 | 0.34 |
Every pair above is counted from the same evidence: repo manifest.
Used instead
candidates · shares a neighbourhood and refuses to co-occurNo alternative measured. A pair qualifies only if it shares a neighbourhood and then fails to appear together against an expectation that it would — and almost everything that shares a neighbourhood does appear together. That is the test working, not a gap in the data: similarity alone would list this tool’s closest neighbours as alternatives, and most of them are things it is used with.