🛠️ See code and methodology here: https://github.com/lolpack/type_coverage_py
| Ranking | Package Name | Download Count | Has Typeshed | Has Stubs Package | Has py.typed File | Non-Typeshed Stubs | Pyright Known Types | Pyright Ambiguous Types | Pyright Unknown Types | Pyright Coverage | Parameter Type Coverage | Return Type Coverage | Parameter Coverage w/ Typeshed | Return Type Coverage w/ Typeshed | Typeshed-stats Parameter Type Coverage | Typeshed-stats Return Type Coverage | Typeshed-stats Completeness Level | Typeshed-stats Stubtest Strictness |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | requests | 576,250,793 | Yes | No | No | N/A | 52 | 27 | 279 | 14.53% | 1.27% | 0.44% | 50.79% | 53.28% | 67.50% | 74.32% | COMPLETE | ERROR_ON_MISSING_STUB |
| 2 | numpy | 381,826,344 | No | No | Yes | N/A | 5280 | 355 | 3922 | 95.51% | 68.78% | 65.84% | 68.78% | 65.84% | N/A | N/A | N/A | N/A |
| 3 | pandas | 278,848,477 | No | No | No | pandas-stubs | 9456 | 558 | 15254 | 60.41% | 69.47% | 70.98% | 73.57% | 74.43% | N/A | N/A | N/A | N/A |
| 4 | click | 247,497,543 | No | No | Yes | N/A | 638 | 0 | 0 | 100.00% | 100.00% | 100.00% | 100.00% | 100.00% | N/A | N/A | N/A | N/A |
| 5 | pytest | 167,688,126 | No | No | Yes | N/A | 83 | 3 | 0 | 96.51% | 79.16% | 79.31% | 79.16% | 79.31% | N/A | N/A | N/A | N/A |
| 6 | pyarrow | 155,525,406 | No | No | No | pyarrow-stubs | 1288 | 136 | 2241 | 35.14% | 6.92% | 8.50% | 79.04% | 81.15% | N/A | N/A | N/A | N/A |
| 7 | scipy | 124,452,573 | No | No | Yes | scipy-stubs | 0 | 0 | 0 | 0.00% | 5.57% | 10.64% | 48.53% | 42.43% | N/A | N/A | N/A | N/A |
| 8 | transformers | 48,296,869 | No | No | Yes | N/A | 32901 | 22660 | 74009 | 25.39% | 60.58% | 38.66% | 60.58% | 38.66% | N/A | N/A | N/A | N/A |
| 9 | torch | 39,746,242 | No | No | No | N/A | 6075 | 811 | 9111 | 37.98% | -1.00% | -1.00% | -1.00% | -1.00% | N/A | N/A | N/A | N/A |
| 10 | sphinx | 26,206,237 | No | No | Yes | N/A | 3658 | 1362 | 53 | 72.11% | 99.07% | 99.13% | 99.07% | 99.13% | N/A | N/A | N/A | N/A |
| 11 | plotly | 19,644,470 | No | No | No | plotly-stubs | 540 | 15 | 538 | 49.41% | 0.24% | 3.91% | 33.01% | 17.44% | N/A | N/A | N/A | N/A |
| 12 | ujson | 14,331,194 | Yes | No | No | N/A | 0 | 0 | 0 | 0.00% | 96.15% | 85.71% | 98.21% | 92.31% | N/A | N/A | COMPLETE | ERROR_ON_MISSING_STUB |
| 13 | ansible | 5,961,860 | No | No | Yes | ansible-stubs | 0 | 0 | 0 | 0.00% | 7.79% | 5.46% | 7.79% | 5.46% | N/A | N/A | N/A | N/A |
| 14 | pyopengl | 939,749 | No | No | No | N/A | 0 | 0 | 0 | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | N/A | N/A | N/A | N/A |
| 15 | pyarrow-stubs | 477,537 | No | No | No | N/A | 1358 | 0 | 0 | 100.00% | 95.03% | 96.76% | 95.03% | 96.76% | N/A | N/A | N/A | N/A |
| 16 | wagtail | 304,244 | No | No | No | N/A | 2455 | 1199 | 19375 | 10.66% | 3.18% | 1.65% | 3.18% | 1.65% | N/A | N/A | N/A | N/A |
| 17 | kivy | 282,614 | No | No | No | N/A | 778 | 1362 | 4173 | 12.32% | 0.03% | 0.18% | 0.03% | 0.18% | N/A | N/A | N/A | N/A |
| 18 | ixnetwork-restpy | 181,369 | No | No | No | N/A | 0 | 0 | 0 | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | N/A | N/A | N/A | N/A |
| 19 | scipy-stubs | 91,030 | No | No | No | N/A | 4039 | 0 | 0 | 100.00% | 99.87% | 100.00% | 99.87% | 100.00% | N/A | N/A | N/A | N/A |