Overview
| Package | Version | Released | Coverage | Coverage (strict) | Typables | py.typed | Stubs-only | Downloads |
|---|---|---|---|---|---|---|---|---|
| numpy | 2.4.3 | 2026-03-09 | 94.7% | 90.3% | 5,447 | 0 | ||
| pandas-stubs | 3.0.0.260204 | 2026-02-04 | 89.6% | 85.2% | 14,274 | 0 | third-party | |
| narwhals | 2.18.0 | 2026-03-10 | 99.8% | 91.7% | 1,873 | 0 | ||
| polars | 1.39.0 | 2026-03-12 | 99.2% | 96.8% | 5,426 | 0 | ||
| scipy-stubs | 1.17.1.2 | 2026-03-15 | 100.0% | 99.7% | 13,589 | 1 | third-party | |
| click | 8.3.1 | 2025-11-15 | 90.7% | 83.3% | 1,028 | 0 | ||
| pytest | 9.0.2 | 2025-12-06 | 86.0% | 84.5% | 1,370 | 0 | ||
| PyYAML | 6.0.3 | 2025-09-25 | 0.0% | 0.0% | 1,022 | 3 | ||
| types-PyYAML | 6.0.12.20250915 | 2025-09-15 | 63.1% | 50.4% | 1,127 | 0 | typeshed | |
| requests | 2.32.5 | 2025-08-18 | 0.2% | 0.2% | 609 | 3 | ||
| types-requests | 2.32.4.20260107 | 2026-01-07 | 81.4% | 77.1% | 1,316 | 0 | typeshed | |
| pytz | 2026.1.post1 | 2026-03-03 | 0.0% | 0.0% | 82 | 3 | ||
| types-pytz | 2026.1.1.20260304 | 2026-03-04 | 97.4% | 97.4% | 77 | 0 | typeshed | |
| tqdm | 4.67.3 | 2026-02-03 | 0.0% | 0.0% | 529 | 3 | ||
| types-tqdm | 4.67.3.20260303 | 2026-03-03 | 86.4% | 73.4% | 995 | 0 | typeshed | |
| fire | 0.7.1 | 2025-08-16 | 0.5% | 0.5% | 402 | 3 | ||
| trimesh | 4.11.3 | 2026-03-06 | 21.7% | 21.7% | 4,138 | 0 | ||
| Pillow | 12.1.1 | 2026-02-11 | 91.7% | 88.3% | 2,565 | 0 | ||
| psutil | 7.2.2 | 2026-01-28 | 0.0% | 0.0% | 179 | 3 | ||
| types-psutil | 7.2.2.20260130 | 2026-01-30 | 99.2% | 98.8% | 256 | 0 | typeshed | |
| jinja2 | 3.1.6 | 2025-03-05 | 90.8% | 79.2% | 2,283 | 0 | ||
| networkx | 3.6.1 | 2025-12-08 | 0.0% | 0.0% | 5,045 | 3 | ||
| types-networkx | 3.6.1.20260303 | 2026-03-03 | 73.5% | 71.3% | 5,141 | 0 | typeshed | |
| libcst | 1.8.6 | 2025-11-03 | 99.2% | 98.7% | 2,296 | 0 | ||
| imageio | 2.37.3 | 2026-03-09 | 40.8% | 40.6% | 1,053 | 0 | ||
| fsspec | 2026.2.0 | 2026-02-05 | 9.5% | 9.0% | 3,511 | 3 | ||
| aiohttp | 3.13.3 | 2026-01-03 | 95.2% | 89.2% | 3,063 | 0 | ||
| h5py | 3.16.0 | 2026-03-06 | 0.0% | 0.0% | 20 | 3 | ||
| matplotlib | 3.10.8 | 2025-12-10 | 71.5% | 70.6% | 10,600 | 0 | ||
| regex | 2026.2.28 | 2026-02-28 | 0.0% | 0.0% | 166 | 3 | ||
| types-regex | 2026.2.28.20260301 | 2026-03-01 | 100.0% | 92.6% | 190 | 0 | typeshed | |
| transformers | 5.3.0 | 2026-03-04 | 45.4% | 45.3% | 98,442 | 0 | ||
| seaborn | 0.13.2 | 2024-01-25 | 0.0% | 0.0% | 994 | 3 | ||
| types-seaborn | 0.13.2.20251221 | 2025-12-21 | 98.6% | 95.3% | 1,277 | 0 | typeshed | |
| boto3 | 1.42.68 | 2026-03-13 | 0.0% | 0.0% | 895 | 3 | ||
| boto3-stubs | 1.42.68 | 2026-03-13 | 99.1% | 87.4% | 793 | 0 | third-party | |
| boto3-stubs-lite | 1.42.68 | 2026-03-13 | 99.2% | 87.3% | 833 | 0 | third-party | |
| botocore | 1.42.68 | 2026-03-13 | 0.0% | 0.0% | 5,037 | 3 | ||
| botocore-stubs | 1.42.41 | 2026-02-03 | 99.4% | 83.3% | 4,321 | 0 | third-party | |
| aiofiles | 25.1.0 | 2025-10-09 | 0.0% | 0.0% | 130 | 3 | ||
| types-aiofiles | 25.1.0.20251011 | 2025-10-11 | 100.0% | 100.0% | 310 | 0 | typeshed | |
| soundfile | 0.13.1 | 2025-01-25 | 0.6% | 0.6% | 176 | 3 | ||
| munch | 4.0.0 | 2023-07-01 | 0.0% | 0.0% | 74 | 3 | ||
| msgpack | 1.1.2 | 2025-10-08 | 0.0% | 0.0% | 136 | 3 | ||
| sqlalchemy | 2.0.48 | 2026-03-02 | 57.6% | 50.1% | 23,928 | 0 | ||
| einops | 0.8.2 | 2026-01-26 | 56.1% | 53.5% | 230 | 0 | ||
| librosa | 0.11.0 | 2025-03-11 | 97.3% | 94.9% | 1,539 | 0 | ||
| cloudpickle | 3.1.2 | 2025-11-03 | 4.8% | 4.8% | 63 | 3 | ||
| jsonpickle | 4.1.1 | 2025-06-02 | 0.2% | 0.2% | 464 | 3 | ||
| torch | 2.10.0 | 2026-01-21 | 56.8% | 55.5% | 24,007 | 0 | ||
| torchmetrics | 1.9.0 | 2026-03-09 | 92.6% | 87.6% | 6,907 | 0 | ||
| vLLM | 0.17.1 | 2026-03-11 | 68.7% | 68.2% | 72,507 | 0 | ||
| tabulate | 0.10.0 | 2026-03-04 | 0.0% | 0.0% | 24 | 3 | ||
| types-tabulate | 0.10.0.20260308 | 2026-03-08 | 100.0% | 100.0% | 24 | 0 | typeshed | |
| paramiko | 4.0.0 | 2025-08-04 | 0.0% | 0.0% | 2,232 | 3 | ||
| types-paramiko | 4.0.0.20250822 | 2025-08-22 | 99.9% | 99.0% | 2,796 | 0 | typeshed | |
| asyncclick | 8.3.0.7 | 2025-10-11 | 90.6% | 83.1% | 1,038 | 0 | ||
| sympy | 1.14.0 | 2025-04-27 | 2.7% | 2.6% | 43,485 | 3 | ||
| joblib | 1.5.3 | 2025-12-15 | 0.3% | 0.3% | 1,028 | 3 | ||
| joblib-stubs | 1.5.3.1.20260117 | 2026-01-17 | 73.8% | 69.5% | 1,468 | 0 | third-party | |
| thrift | 0.22.0 | 2025-05-23 | 0.0% | 0.0% | 1,145 | 3 | ||
| flatbuffers | 25.12.19 | 2025-12-19 | 0.0% | 0.0% | 369 | 3 | ||
| decord | 0.6.0 | 2021-06-14 | 0.0% | 0.0% | 350 | 3 | ||
| wandb | 0.25.1 | 2026-03-10 | 75.4% | 73.1% | 10,055 | 0 | ||
| av | 17.0.0 | 2026-03-14 | 97.3% | 96.5% | 880 | 0 | ||
| asyncssh | 2.22.0 | 2025-12-21 | 94.0% | 93.6% | 4,927 | 0 | ||
| orjson | 3.11.7 | 2026-02-02 | 100.0% | 90.9% | 22 | 0 | ||
| simpy | 4.1.1 | 2023-11-13 | 77.8% | 76.2% | 311 | 0 | ||
| sqlparse | 0.5.5 | 2025-12-19 | 0.0% | 0.0% | 371 | 0 | ||
| ipywidgets | 8.1.8 | 2025-11-01 | 0.0% | 0.0% | 862 | 3 | ||
| nltk | 3.9.3 | 2026-02-24 | 1.9% | 1.9% | 12,970 | 3 | ||
| timm | 1.0.25 | 2026-02-23 | 49.3% | 49.2% | 12,288 | 0 | ||
| xgboost | 3.2.0 | 2026-02-10 | 92.6% | 88.7% | 2,018 | 0 | ||
| dill | 0.4.1 | 2026-01-19 | 7.0% | 7.0% | 185 | 3 | ||
| kornia | 0.8.2 | 2025-11-08 | 87.1% | 85.8% | 10,326 | 0 | ||
| mercantile | 1.2.1 | 2021-04-21 | 0.0% | 0.0% | 99 | 3 | ||
| urllib3 | 2.6.3 | 2026-01-07 | 90.1% | 88.2% | 1,142 | 0 | ||
| ipython | 9.11.0 | 2026-03-05 | 25.6% | 24.1% | 4,458 | 0 | ||
| ipdb | 0.13.13 | 2023-03-09 | 0.0% | 0.0% | 8 | 3 | ||
| lmdb | 1.8.1 | 2026-03-12 | 0.0% | 0.0% | 293 | 3 | ||
| pexpect | 4.9.0 | 2023-11-25 | 0.4% | 0.4% | 674 | 3 | ||
| types-pexpect | 4.9.0.20260127 | 2026-01-27 | 78.9% | 75.9% | 783 | 0 | typeshed | |
| lpips | 0.1.4 | 2021-08-25 | 0.0% | 0.0% | 237 | 3 | ||
| more-itertools | 10.8.0 | 2025-09-02 | 100.0% | 98.8% | 590 | 0 | ||
| gitpython | 3.1.46 | 2026-01-01 | 92.3% | 85.5% | 1,556 | 0 | ||
| shapely | 2.1.2 | 2025-09-24 | 0.8% | 0.8% | 911 | 3 | ||
| types-shapely | 2.1.0.20250917 | 2025-09-17 | 91.1% | 90.6% | 1,196 | 0 | typeshed | |
| parameterized | 0.9.0 | 2023-03-27 | 0.0% | 0.0% | 234 | 3 | ||
| datasets | 4.7.0 | 2026-03-09 | 57.2% | 56.8% | 4,484 | 3 | ||
| hypothesis | 6.151.9 | 2026-02-16 | 76.1% | 74.5% | 2,642 | 0 | ||
| prettytable | 3.17.0 | 2025-11-14 | 72.6% | 72.3% | 405 | 0 | ||
| aioitertools | 0.13.0 | 2025-11-06 | 99.3% | 98.5% | 134 | 0 | ||
| pydot | 4.0.1 | 2025-06-17 | 85.7% | 70.7% | 321 | 0 | ||
| jsonschema | 4.26.0 | 2026-01-07 | 38.9% | 38.9% | 113 | 3 | ||
| types-jsonschema | 4.26.0.20260202 | 2026-02-02 | 77.5% | 69.7% | 142 | 0 | typeshed | |
| pyzmq | 27.1.0 | 2025-09-08 | 64.6% | 60.8% | 1,165 | 0 | ||
| zstandard | 0.25.0 | 2025-09-14 | 40.7% | 40.7% | 826 | 0 | ||
| sacrebleu | 2.6.0 | 2026-01-12 | 51.2% | 50.1% | 535 | 0 | ||
| graphviz | 0.21 | 2025-06-15 | 71.5% | 71.5% | 375 | 3 | ||
| simplejson | 3.20.2 | 2025-09-26 | 0.5% | 0.5% | 201 | 3 | ||
| types-simplejson | 3.20.0.20250822 | 2025-08-22 | 89.4% | 83.9% | 292 | 0 | typeshed | |
| colorama | 0.4.6 | 2022-10-25 | 0.0% | 0.0% | 163 | 3 | ||
| types-colorama | 0.4.15.20250801 | 2025-08-01 | 98.9% | 96.8% | 285 | 0 | typeshed | |
| click-log | 0.4.0 | 2022-03-13 | 0.0% | 0.0% | 11 | 3 | ||
| types-click-log | 0.4.0.20250413 | 2025-04-13 | 100.0% | 92.6% | 27 | 0 | typeshed | |
| plotly | 6.6.0 | 2026-03-02 | 2.4% | 2.4% | 2,997 | 3 | ||
| plotly-stubs | 0.1.2 | 2025-12-23 | 79.7% | 78.0% | 14,107 | 0 | third-party | |
| spacy | 3.8.11 | 2025-11-17 | 74.9% | 73.8% | 4,357 | 0 | ||
| numba | 0.64.0 | 2026-02-18 | 0.7% | 0.7% | 23,007 | 3 | ||
| openai | 2.28.0 | 2026-03-13 | 93.6% | 93.6% | 10,112 | 0 | ||
| uvloop | 0.22.1 | 2025-10-16 | 100.0% | 86.3% | 182 | 0 | ||
| streamlit | 1.55.0 | 2026-03-03 | 99.0% | 96.9% | 9,636 | 0 | ||
| gym | 0.26.2 | 2022-10-04 | 28.0% | 27.8% | 2,090 | 0 | ||
| msgspec | 0.20.0 | 2025-11-24 | 99.1% | 88.7% | 319 | 0 | ||
| cachetools | 7.0.5 | 2026-03-09 | 0.0% | 0.0% | 190 | 3 | ||
| types-cachetools | 6.2.0.20251022 | 2025-10-22 | 100.0% | 100.0% | 80 | 0 | typeshed | |
| pint | 0.25.2 | 2025-11-06 | 67.2% | 63.9% | 1,649 | 0 | ||
| humanfriendly | 10.0 | 2021-09-17 | 0.0% | 0.0% | 406 | 3 | ||
| rich | 14.3.3 | 2026-02-19 | 85.0% | 83.6% | 2,635 | 0 | ||
| openpyxl | 3.1.5 | 2024-06-28 | 0.3% | 0.3% | 7,142 | 3 | ||
| types-openpyxl | 3.1.5.20260316 | 2026-03-16 | 93.3% | 88.9% | 8,294 | 0 | typeshed | |
| shap | 0.51.0 | 2026-03-04 | 51.6% | 41.5% | 1,374 | 3 | ||
| gradio | 6.9.0 | 2026-03-06 | 80.3% | 78.9% | 10,296 | 0 | ||
| toolz | 1.1.0 | 2025-10-17 | 0.0% | 0.0% | 335 | 3 | ||
| yappi | 1.7.3 | 2025-10-24 | 0.0% | 0.0% | 21 | 3 | ||
| httplib2 | 0.31.2 | 2026-01-23 | 0.0% | 0.0% | 120 | 3 | ||
| types-httplib2 | 0.31.2.20260125 | 2026-01-25 | 72.0% | 57.0% | 107 | 0 | typeshed | |
| progressbar2 | 4.5.0 | 2024-08-28 | 48.3% | 46.5% | 1,168 | 0 | ||
| dacite | 1.9.2 | 2025-02-05 | 78.1% | 74.3% | 105 | 0 | ||
| argcomplete | 3.6.3 | 2025-10-20 | 18.8% | 18.8% | 133 | 0 | ||
| grpcio | 1.78.0 | 2026-02-06 | 29.3% | 29.2% | 1,008 | 3 | ||
| types-grpcio | 1.0.0.20251009 | 2025-10-09 | 57.3% | 57.2% | 1,002 | 2 | typeshed | |
| pyserial | 3.5 | 2020-11-23 | 0.1% | 0.1% | 862 | 3 | ||
| types-pyserial | 3.5.0.20251001 | 2025-10-01 | 96.8% | 96.2% | 1,006 | 0 | typeshed | |
| folium | 0.20.0 | 2025-06-16 | 38.5% | 37.0% | 1,239 | 0 | ||
| structlog | 25.5.0 | 2025-10-27 | 94.3% | 76.0% | 700 | 0 | ||
| deepspeed | 0.18.8 | 2026-03-13 | 17.9% | 17.7% | 16,906 | 3 | ||
| openexr | 3.4.7 | 2026-03-15 | 0.0% | 0.0% | 130 | 3 | ||
| shortuuid | 1.0.13 | 2024-03-11 | 92.7% | 85.4% | 41 | 0 | ||
| pyrender | 0.1.45 | 2021-02-18 | 0.1% | 0.1% | 873 | 3 | ||
| backoff | 2.2.1 | 2022-10-05 | 100.0% | 93.2% | 44 | 0 | ||
| nbformat | 5.10.4 | 2024-04-04 | 2.7% | 2.2% | 596 | 0 | ||
| emoji | 2.15.0 | 2025-09-21 | 85.7% | 85.7% | 77 | 0 | ||
| mpmath | 1.4.1 | 2026-03-15 | 0.0% | 0.0% | 3,912 | 3 | ||
| ldap3 | 2.9.1 | 2021-07-18 | 0.0% | 0.0% | 2,622 | 3 | ||
| types-ldap3 | 2.9.13.20251121 | 2025-11-21 | 51.1% | 36.3% | 3,333 | 0 | typeshed | |
| typing-inspect | 0.9.0 | 2023-05-24 | 0.0% | 0.0% | 45 | 3 | ||
| astroid | 4.1.1 | 2026-02-23 | 81.5% | 79.1% | 3,231 | 3 | ||
| pandera | 0.29.0 | 2026-01-29 | 68.7% | 62.8% | 3,611 | 0 | ||
| xmltodict | 1.0.4 | 2026-02-22 | 4.5% | 4.5% | 22 | 3 | ||
| types-xmltodict | 1.0.1.20260113 | 2026-01-13 | 88.4% | 86.0% | 43 | 0 | typeshed | |
| pyproj | 3.7.2 | 2025-08-14 | 89.6% | 79.7% | 575 | 0 | ||
| aiogoogle | 5.17.0 | 2025-08-26 | 15.6% | 15.2% | 533 | 0 | ||
| sh | 2.2.2 | 2025-02-24 | 0.7% | 0.7% | 442 | 3 | ||
| nevergrad | 1.0.12 | 2025-04-23 | 65.8% | 64.7% | 4,530 | 3 | ||
| prophet | 1.3.0 | 2026-01-27 | 12.6% | 12.6% | 468 | 3 | ||
| simple-parsing | 0.1.8 | 2026-01-20 | 77.6% | 73.4% | 983 | 0 | ||
| aiosqlite | 0.22.1 | 2025-12-23 | 78.0% | 75.8% | 132 | 0 | ||
| Deprecated | 1.3.1 | 2025-10-30 | 0.0% | 0.0% | 65 | 3 | ||
| types-Deprecated | 1.3.1.20260130 | 2026-01-30 | 100.0% | 97.5% | 81 | 0 | typeshed | |
| msgpack-numpy | 0.4.8 | 2022-06-09 | 0.0% | 0.0% | 40 | 3 | ||
| chevron | 0.14.0 | 2021-01-02 | 0.0% | 0.0% | 38 | 3 | ||
| types-chevron | 0.14.2.20250103 | 2025-01-03 | 100.0% | 96.5% | 57 | 0 | typeshed | |
| levenshtein | 0.27.3 | 2025-11-01 | 78.3% | 78.3% | 92 | 0 | ||
| types-toml | 0.10.8.20240310 | 2024-03-10 | 97.1% | 91.8% | 170 | 1 | typeshed | |
| json-tricks | 3.17.3 | 2023-08-19 | 0.0% | 0.0% | 210 | 3 | ||
| websockets | 16.0 | 2026-01-10 | 88.0% | 85.7% | 1,006 | 0 | ||
| geopandas | 1.1.3 | 2026-03-09 | 19.3% | 19.2% | 1,019 | 3 | ||
| types-geopandas | 1.1.3.20260311 | 2026-03-11 | 93.4% | 93.2% | 1,402 | 0 | typeshed | |
| dash | 4.0.0 | 2026-02-03 | 72.2% | 71.8% | 5,231 | 2 | ||
| click-option-group | 0.5.9 | 2025-10-09 | 97.3% | 94.5% | 73 | 0 | ||
| pystache | 0.6.8 | 2025-03-18 | 0.0% | 0.0% | 209 | 3 | ||
| dnspython | 2.8.0 | 2025-09-07 | 43.0% | 41.4% | 4,861 | 0 | ||
| pyjwt | 2.12.1 | 2026-03-13 | 94.4% | 90.6% | 372 | 0 | ||
| rawpy | 0.26.1 | 2026-02-09 | 0.0% | 0.0% | 22 | 3 | ||
| beautifulsoup4 | 4.14.3 | 2025-11-30 | 91.9% | 89.7% | 970 | 0 | ||
| k-diffusion | 0.1.1.post1 | 2023-12-07 | 0.0% | 0.0% | 1,156 | 3 | ||
| pydantic | 2.12.5 | 2025-11-26 | 93.8% | 85.8% | 3,142 | 0 | ||
| pudb | 2025.1.5 | 2025-12-06 | 36.3% | 36.2% | 752 | 3 | ||
| xlsxwriter | 3.2.9 | 2025-09-16 | 55.7% | 55.7% | 2,766 | 3 | ||
| semver | 3.0.4 | 2025-01-24 | 62.6% | 62.6% | 131 | 0 | ||
| omegaconf | 2.3.0 | 2022-12-08 | 77.7% | 60.0% | 1,233 | 0 | ||
| jax | 0.9.1 | 2026-03-02 | 67.6% | 65.3% | 12,091 | 0 | ||
| dask | 2026.1.2 | 2026-01-30 | 8.1% | 7.7% | 7,420 | 0 | ||
| optuna | 4.8.0 | 2026-03-16 | 96.6% | 94.0% | 2,165 | 0 |