Overview
| Package |
Version |
Released |
Downloads |
Coverage |
Coverage (strict) |
Typables |
py.typed |
Stubs |
| numpy |
2.4.6 |
2026-05-18 |
|
84.7% |
82.2% |
7,184 |
0 |
|
| pandas-stubs |
3.0.0.260204 |
2026-02-04 |
|
100.0% |
89.9% |
5,923 |
0 |
|
| narwhals |
2.21.2 |
2026-05-16 |
|
100.0% |
92.2% |
2,158 |
0 |
|
| polars |
1.41.0 |
2026-05-22 |
|
99.1% |
95.2% |
5,129 |
0 |
|
| scipy-stubs |
1.17.1.5 |
2026-05-25 |
|
100.0% |
73.3% |
12,990 |
1 |
|
| click |
8.4.1 |
2026-05-22 |
|
90.6% |
83.5% |
933 |
0 |
|
| pytest |
9.0.3 |
2026-04-07 |
|
82.3% |
79.8% |
1,040 |
3 |
|
| PyYAML |
6.0.3 |
2025-09-25 |
|
0.0% |
0.0% |
969 |
3 |
types-PyYAML |
| types-PyYAML |
6.0.12.20260518 |
2026-05-18 |
|
53.2% |
52.1% |
884 |
0 |
|
| requests |
2.34.2 |
2026-05-14 |
|
97.9% |
89.7% |
581 |
0 |
types-requests |
| types-requests |
2.33.0.20260518 |
2026-05-18 |
|
74.8% |
71.7% |
715 |
0 |
|
| pytz |
2026.2 |
2026-05-04 |
|
0.0% |
0.0% |
73 |
3 |
types-pytz |
| types-pytz |
2026.2.0.20260518 |
2026-05-18 |
|
100.0% |
100.0% |
63 |
0 |
|
| tqdm |
4.67.3 |
2026-02-03 |
|
0.0% |
0.0% |
475 |
3 |
types-tqdm |
| types-tqdm |
4.67.3.20260518 |
2026-05-18 |
|
82.4% |
82.4% |
746 |
0 |
|
| fire |
0.7.1 |
2025-08-16 |
|
0.5% |
0.5% |
369 |
3 |
|
| trimesh |
4.12.2 |
2026-05-01 |
|
23.4% |
17.6% |
3,937 |
0 |
|
| Pillow |
12.2.0 |
2026-04-01 |
|
90.9% |
86.6% |
2,175 |
0 |
|
| psutil |
7.2.2 |
2026-01-28 |
|
0.0% |
0.0% |
9 |
3 |
types-psutil |
| types-psutil |
7.2.2.20260518 |
2026-05-18 |
|
99.5% |
84.1% |
220 |
0 |
|
| jinja2 |
3.1.6 |
2025-03-05 |
|
89.7% |
79.3% |
1,817 |
0 |
|
| networkx |
3.6.1 |
2025-12-08 |
|
0.0% |
0.0% |
4,762 |
3 |
types-networkx |
| types-networkx |
3.6.1.20260518 |
2026-05-18 |
|
71.7% |
68.9% |
4,616 |
0 |
|
| libcst |
1.8.6 |
2025-11-03 |
|
97.0% |
96.3% |
1,297 |
0 |
|
| imageio |
2.37.3 |
2026-03-09 |
|
54.4% |
51.2% |
662 |
0 |
|
| fsspec |
2026.4.0 |
2026-04-29 |
|
9.5% |
8.9% |
2,495 |
3 |
|
| aiohttp |
3.13.5 |
2026-03-31 |
|
94.9% |
81.8% |
2,179 |
0 |
|
| h5py |
3.16.0 |
2026-03-06 |
|
0.0% |
0.0% |
20 |
3 |
|
| matplotlib |
3.10.9 |
2026-04-24 |
|
64.3% |
57.8% |
10,374 |
0 |
|
| regex |
2026.5.9 |
2026-05-09 |
|
0.0% |
0.0% |
0 |
3 |
types-regex |
| types-regex |
2026.5.9.20260518 |
2026-05-18 |
|
100.0% |
95.5% |
310 |
0 |
|
| transformers |
5.9.0 |
2026-05-20 |
|
54.7% |
32.4% |
58,951 |
0 |
|
| seaborn |
0.13.2 |
2024-01-25 |
|
0.0% |
0.0% |
957 |
3 |
types-seaborn |
| types-seaborn |
0.13.2.20260518 |
2026-05-18 |
|
98.9% |
79.1% |
1,231 |
0 |
|
| boto3 |
1.43.14 |
2026-05-22 |
|
0.0% |
0.0% |
614 |
3 |
boto3-stubs |
| boto3-stubs |
1.43.14 |
2026-05-22 |
|
100.0% |
83.9% |
635 |
0 |
|
| boto3-stubs-lite |
1.43.14 |
2026-05-22 |
|
100.0% |
83.9% |
632 |
0 |
|
| botocore |
1.43.14 |
2026-05-22 |
|
0.1% |
0.1% |
2,650 |
3 |
botocore-stubs |
| botocore-stubs |
1.43.14 |
2026-05-25 |
|
100.0% |
83.3% |
2,920 |
0 |
|
| aiofiles |
25.1.0 |
2025-10-09 |
|
0.0% |
0.0% |
118 |
3 |
types-aiofiles |
| types-aiofiles |
25.1.0.20260518 |
2026-05-18 |
|
100.0% |
100.0% |
272 |
0 |
|
| soundfile |
0.13.1 |
2025-01-25 |
|
0.0% |
0.0% |
111 |
3 |
|
| munch |
4.0.0 |
2023-07-01 |
|
0.0% |
0.0% |
56 |
3 |
|
| msgpack |
1.1.2 |
2025-10-08 |
|
0.0% |
0.0% |
99 |
3 |
|
| sqlalchemy |
2.0.50 |
2026-05-24 |
|
56.0% |
47.5% |
17,429 |
0 |
|
| einops |
0.8.2 |
2026-01-26 |
|
61.7% |
57.7% |
149 |
0 |
|
| librosa |
0.11.0 |
2025-03-11 |
|
97.7% |
77.7% |
1,530 |
0 |
|
| cloudpickle |
3.1.2 |
2025-11-03 |
|
0.0% |
0.0% |
46 |
3 |
|
| jsonpickle |
4.1.1 |
2025-06-02 |
|
0.0% |
0.0% |
312 |
3 |
|
| torch |
2.12.0 |
2026-05-13 |
|
62.9% |
61.4% |
21,860 |
3 |
|
| torchmetrics |
1.9.0 |
2026-03-09 |
|
88.9% |
61.7% |
4,904 |
0 |
|
| vLLM |
0.21.0 |
2026-05-15 |
|
66.4% |
44.9% |
74,027 |
0 |
|
| tabulate |
0.10.0 |
2026-03-04 |
|
0.0% |
0.0% |
24 |
3 |
types-tabulate |
| types-tabulate |
0.10.0.20260508 |
2026-05-08 |
|
100.0% |
100.0% |
24 |
0 |
|
| paramiko |
5.0.0 |
2026-05-09 |
|
1.1% |
1.1% |
1,467 |
3 |
types-paramiko |
| types-paramiko |
4.0.0.20260518 |
2026-05-18 |
|
100.0% |
95.0% |
1,367 |
0 |
|
| asyncclick |
8.3.0.7 |
2025-10-11 |
|
89.7% |
82.5% |
924 |
0 |
|
| sympy |
1.14.0 |
2025-04-27 |
|
2.4% |
2.2% |
29,596 |
3 |
|
| joblib |
1.5.3 |
2025-12-15 |
|
0.0% |
0.0% |
791 |
3 |
joblib-stubs |
| joblib-stubs |
1.5.3.1.20260117 |
2026-01-17 |
|
100.0% |
91.3% |
577 |
0 |
|
| thrift |
0.23.0 |
2026-05-14 |
|
0.0% |
0.0% |
984 |
3 |
|
| flatbuffers |
25.12.19 |
2025-12-19 |
|
0.0% |
0.0% |
322 |
3 |
|
| decord |
0.6.0 |
2021-06-14 |
|
0.0% |
0.0% |
281 |
3 |
|
| wandb |
0.27.0 |
2026-05-14 |
|
73.2% |
67.7% |
7,758 |
0 |
|
| av |
17.0.1 |
2026-04-18 |
|
60.0% |
44.2% |
1,262 |
0 |
|
| asyncssh |
2.23.0 |
2026-05-09 |
|
96.0% |
95.4% |
3,988 |
0 |
|
| orjson |
3.11.9 |
2026-05-06 |
|
80.8% |
73.1% |
26 |
0 |
|
| simpy |
4.1.2 |
2026-05-24 |
|
87.1% |
85.1% |
202 |
0 |
|
| sqlparse |
0.5.5 |
2025-12-19 |
|
0.0% |
0.0% |
261 |
0 |
|
| ipywidgets |
8.1.8 |
2025-11-01 |
|
0.0% |
0.0% |
285 |
3 |
|
| nltk |
3.9.4 |
2026-03-24 |
|
2.3% |
2.3% |
9,802 |
3 |
|
| timm |
1.0.27 |
2026-05-08 |
|
51.1% |
45.5% |
11,808 |
0 |
|
| xgboost |
3.2.0 |
2026-02-10 |
|
92.0% |
79.0% |
1,792 |
0 |
|
| dill |
0.4.1 |
2026-01-19 |
|
7.7% |
7.7% |
168 |
3 |
|
| kornia |
0.8.3 |
2026-05-19 |
|
83.9% |
50.8% |
9,965 |
0 |
|
| mercantile |
1.2.1 |
2021-04-21 |
|
0.0% |
0.0% |
99 |
3 |
|
| urllib3 |
2.7.0 |
2026-05-07 |
|
87.2% |
84.8% |
936 |
0 |
|
| ipython |
9.13.0 |
2026-04-24 |
|
27.8% |
24.8% |
3,304 |
0 |
|
| ipdb |
0.13.13 |
2023-03-09 |
|
0.0% |
0.0% |
39 |
3 |
|
| lmdb |
2.2.0 |
2026-03-30 |
|
38.3% |
38.3% |
457 |
0 |
|
| pexpect |
4.9.0 |
2023-11-25 |
|
0.5% |
0.5% |
604 |
3 |
types-pexpect |
| types-pexpect |
4.9.0.20260518 |
2026-05-18 |
|
71.5% |
70.9% |
533 |
0 |
|
| lpips |
0.1.4 |
2021-08-25 |
|
0.0% |
0.0% |
228 |
3 |
|
| more-itertools |
11.1.0 |
2026-05-22 |
|
98.9% |
97.6% |
620 |
0 |
|
| gitpython |
3.1.50 |
2026-05-06 |
|
94.2% |
85.5% |
1,127 |
0 |
|
| shapely |
2.1.2 |
2025-09-24 |
|
0.8% |
0.8% |
891 |
3 |
types-shapely |
| types-shapely |
2.1.0.20260518 |
2026-05-18 |
|
90.1% |
70.5% |
1,079 |
0 |
|
| parameterized |
0.9.0 |
2023-03-27 |
|
0.0% |
0.0% |
232 |
3 |
|
| datasets |
4.8.5 |
2026-04-27 |
|
59.9% |
54.0% |
3,694 |
3 |
|
| hypothesis |
6.153.0 |
2026-05-26 |
|
76.6% |
74.2% |
2,338 |
0 |
|
| prettytable |
3.17.0 |
2025-11-14 |
|
82.1% |
81.7% |
218 |
0 |
|
| aioitertools |
0.13.0 |
2025-11-06 |
|
96.2% |
95.4% |
130 |
0 |
|
| pydot |
4.0.1 |
2025-06-17 |
|
95.3% |
72.5% |
255 |
0 |
|
| jsonschema |
4.26.0 |
2026-01-07 |
|
46.9% |
40.7% |
113 |
3 |
types-jsonschema |
| types-jsonschema |
4.26.0.20260518 |
2026-05-18 |
|
74.6% |
68.5% |
130 |
0 |
|
| pyzmq |
27.1.0 |
2025-09-08 |
|
68.8% |
64.8% |
935 |
0 |
|
| zstandard |
0.25.0 |
2025-09-14 |
|
44.8% |
44.8% |
721 |
0 |
|
| sacrebleu |
2.6.0 |
2026-01-12 |
|
49.6% |
48.6% |
405 |
0 |
|
| graphviz |
0.21 |
2025-06-15 |
|
80.4% |
80.4% |
255 |
3 |
|
| simplejson |
4.1.1 |
2026-04-24 |
|
0.0% |
0.0% |
200 |
3 |
types-simplejson |
| types-simplejson |
3.20.0.20260518 |
2026-05-18 |
|
100.0% |
90.8% |
131 |
0 |
|
| colorama |
0.4.6 |
2022-10-25 |
|
0.0% |
0.0% |
158 |
3 |
types-colorama |
| types-colorama |
0.4.15.20260508 |
2026-05-08 |
|
100.0% |
95.9% |
98 |
0 |
|
| click-log |
0.4.0 |
2022-03-13 |
|
0.0% |
0.0% |
11 |
3 |
types-click-log |
| types-click-log |
0.4.0.20260508 |
2026-05-08 |
|
100.0% |
93.3% |
15 |
0 |
|
| plotly |
6.7.0 |
2026-04-09 |
|
2.7% |
2.7% |
2,601 |
3 |
|
| spacy |
3.8.14 |
2026-03-29 |
|
71.8% |
66.6% |
3,960 |
0 |
|
| numba |
0.65.1 |
2026-04-24 |
|
0.8% |
0.8% |
12,520 |
3 |
|
| llvmlite |
0.47.0 |
2026-03-31 |
|
0.4% |
0.4% |
1,415 |
3 |
|
| openai |
2.38.0 |
2026-05-21 |
|
86.8% |
86.8% |
8,250 |
0 |
|
| uvloop |
0.22.1 |
2025-10-16 |
|
100.0% |
88.2% |
211 |
0 |
|
| streamlit |
1.57.0 |
2026-04-28 |
|
97.3% |
92.3% |
6,417 |
0 |
|
| gymnasium |
1.3.0 |
2026-04-22 |
|
55.7% |
47.2% |
2,540 |
0 |
|
| msgspec |
0.21.1 |
2026-04-12 |
|
100.0% |
91.4% |
210 |
0 |
|
| cachetools |
7.1.4 |
2026-05-21 |
|
54.2% |
52.9% |
155 |
0 |
types-cachetools |
| types-cachetools |
7.0.0.20260518 |
2026-05-18 |
|
100.0% |
97.6% |
84 |
0 |
|
| pint |
0.25.3 |
2026-03-19 |
|
66.2% |
60.3% |
1,336 |
0 |
|
| humanfriendly |
10.0 |
2021-09-17 |
|
0.0% |
0.0% |
385 |
3 |
|
| rich |
15.0.0 |
2026-04-12 |
|
81.9% |
80.3% |
2,404 |
0 |
|
| openpyxl |
3.1.5 |
2024-06-28 |
|
0.0% |
0.0% |
3,801 |
3 |
types-openpyxl |
| types-openpyxl |
3.1.5.20260518 |
2026-05-18 |
|
87.3% |
83.8% |
4,161 |
0 |
|
| shap |
0.51.0 |
2026-03-04 |
|
48.4% |
29.3% |
1,251 |
3 |
|
| gradio |
6.14.0 |
2026-04-30 |
|
81.7% |
79.0% |
9,954 |
0 |
|
| toolz |
1.1.0 |
2025-10-17 |
|
0.0% |
0.0% |
321 |
3 |
toolz-stubs |
| toolz-stubs |
0.4.1 |
2026-04-08 |
|
87.8% |
86.3% |
936 |
3 |
|
| yappi |
1.7.6 |
2026-03-17 |
|
0.0% |
0.0% |
21 |
3 |
|
| httplib2 |
0.31.2 |
2026-01-23 |
|
0.0% |
0.0% |
95 |
3 |
types-httplib2 |
| types-httplib2 |
0.31.2.20260408 |
2026-04-08 |
|
62.2% |
48.6% |
74 |
0 |
|
| progressbar2 |
4.5.0 |
2024-08-28 |
|
44.9% |
35.8% |
973 |
0 |
|
| dacite |
1.9.2 |
2025-02-05 |
|
78.7% |
72.3% |
94 |
0 |
|
| argcomplete |
3.6.3 |
2025-10-20 |
|
26.3% |
26.3% |
95 |
0 |
|
| grpcio |
1.80.0 |
2026-03-30 |
|
28.2% |
28.0% |
944 |
3 |
|
| pyserial |
3.5 |
2020-11-23 |
|
0.0% |
0.0% |
783 |
3 |
types-pyserial |
| types-pyserial |
3.5.0.20260519 |
2026-05-19 |
|
100.0% |
96.4% |
559 |
0 |
|
| folium |
0.20.0 |
2025-06-16 |
|
41.1% |
38.4% |
1,004 |
0 |
|
| structlog |
25.5.0 |
2025-10-27 |
|
95.2% |
68.6% |
625 |
0 |
|
| deepspeed |
0.19.0 |
2026-05-06 |
|
15.9% |
11.1% |
14,236 |
3 |
|
| openexr |
3.4.12 |
2026-05-25 |
|
0.0% |
0.0% |
110 |
3 |
|
| shortuuid |
1.0.13 |
2024-03-11 |
|
94.4% |
86.1% |
36 |
0 |
|
| pyrender |
0.1.45 |
2021-02-18 |
|
0.2% |
0.2% |
579 |
3 |
|
| backoff |
2.2.1 |
2022-10-05 |
|
100.0% |
95.2% |
42 |
0 |
|
| nbformat |
5.10.4 |
2024-04-04 |
|
2.9% |
2.4% |
553 |
0 |
|
| emoji |
2.15.0 |
2025-09-21 |
|
90.0% |
90.0% |
70 |
0 |
|
| mpmath |
1.4.1 |
2026-03-15 |
|
0.0% |
0.0% |
3,677 |
3 |
|
| ldap3 |
2.9.1 |
2021-07-18 |
|
0.0% |
0.0% |
2,217 |
3 |
types-ldap3 |
| types-ldap3 |
2.9.13.20260518 |
2026-05-18 |
|
33.9% |
32.7% |
2,049 |
0 |
|
| typing-inspect |
0.9.0 |
2023-05-24 |
|
0.0% |
0.0% |
51 |
3 |
|
| astroid |
4.1.2 |
2026-03-22 |
|
80.7% |
79.2% |
2,679 |
3 |
|
| pandera |
0.31.1 |
2026-04-15 |
|
67.9% |
54.8% |
3,863 |
0 |
|
| xmltodict |
1.0.4 |
2026-02-22 |
|
0.0% |
0.0% |
22 |
3 |
types-xmltodict |
| types-xmltodict |
1.0.1.20260518 |
2026-05-18 |
|
100.0% |
97.4% |
38 |
0 |
|
| pyproj |
3.7.2 |
2025-08-14 |
|
89.5% |
79.1% |
551 |
0 |
|
| aiogoogle |
5.17.0 |
2025-08-26 |
|
17.1% |
16.8% |
416 |
0 |
|
| sh |
2.2.2 |
2025-02-24 |
|
0.5% |
0.5% |
381 |
3 |
|
| nevergrad |
1.0.12 |
2025-04-23 |
|
60.4% |
51.8% |
3,855 |
3 |
|
| prophet |
1.3.0 |
2026-01-27 |
|
7.9% |
6.9% |
506 |
3 |
|
| simple-parsing |
0.1.8 |
2026-01-20 |
|
78.0% |
72.7% |
873 |
0 |
|
| aiosqlite |
0.22.1 |
2025-12-23 |
|
91.2% |
90.2% |
102 |
0 |
|
| Deprecated |
1.3.1 |
2025-10-30 |
|
0.0% |
0.0% |
61 |
3 |
types-Deprecated |
| types-Deprecated |
1.3.1.20260520 |
2026-05-20 |
|
100.0% |
96.7% |
60 |
0 |
|
| msgpack-numpy |
0.4.8 |
2022-06-09 |
|
0.0% |
0.0% |
50 |
3 |
|
| chevron |
0.14.0 |
2021-01-02 |
|
0.0% |
0.0% |
38 |
3 |
types-chevron |
| types-chevron |
0.14.2.20260408 |
2026-04-08 |
|
100.0% |
97.6% |
41 |
0 |
|
| levenshtein |
0.27.3 |
2025-11-01 |
|
80.0% |
80.0% |
90 |
0 |
|
| types-toml |
0.10.8.20260518 |
2026-05-18 |
|
100.0% |
92.0% |
88 |
0 |
|
| json-tricks |
3.17.3 |
2023-08-19 |
|
0.0% |
0.0% |
208 |
3 |
|
| websockets |
16.0 |
2026-01-10 |
|
86.2% |
83.3% |
1,137 |
0 |
|
| geopandas |
1.1.3 |
2026-03-09 |
|
19.9% |
19.3% |
916 |
3 |
types-geopandas |
| types-geopandas |
1.1.3.20260518 |
2026-05-18 |
|
95.5% |
78.7% |
1,082 |
0 |
|
| dash |
4.1.0 |
2026-03-23 |
|
73.0% |
72.5% |
4,304 |
2 |
|
| click-option-group |
0.5.9 |
2025-10-09 |
|
98.4% |
95.3% |
64 |
0 |
|
| pystache |
0.6.8 |
2025-03-18 |
|
0.0% |
0.0% |
153 |
3 |
|
| dnspython |
2.8.0 |
2025-09-07 |
|
49.2% |
47.4% |
3,920 |
0 |
|
| pyjwt |
2.13.0 |
2026-05-21 |
|
93.9% |
79.6% |
280 |
0 |
|
| rawpy |
0.27.0 |
2026-05-07 |
|
12.5% |
12.5% |
24 |
0 |
|
| beautifulsoup4 |
4.14.3 |
2025-11-30 |
|
98.6% |
95.5% |
645 |
0 |
|
| k-diffusion |
0.1.1.post1 |
2023-12-07 |
|
0.0% |
0.0% |
1,091 |
3 |
|
| pydantic |
2.13.4 |
2026-05-06 |
|
94.3% |
82.0% |
2,524 |
0 |
|
| pudb |
2025.1.5 |
2025-12-06 |
|
36.8% |
35.5% |
665 |
3 |
|
| xlsxwriter |
3.2.9 |
2025-09-16 |
|
50.9% |
50.7% |
1,168 |
3 |
|
| semver |
3.0.4 |
2025-01-24 |
|
59.0% |
59.0% |
117 |
0 |
|
| omegaconf |
2.3.0 |
2022-12-08 |
|
72.0% |
55.3% |
885 |
3 |
|
| jax |
0.10.1 |
2026-05-20 |
|
73.4% |
67.7% |
13,188 |
0 |
|
| dask |
2026.3.0 |
2026-03-18 |
|
7.7% |
7.1% |
6,889 |
0 |
|
| optuna |
4.8.0 |
2026-03-16 |
|
97.0% |
90.8% |
1,709 |
0 |
|
| django-stubs |
6.0.5 |
2026-05-25 |
|
99.9% |
81.4% |
16,834 |
3 |
|
| wagtail |
7.4.1 |
2026-05-19 |
|
2.3% |
2.0% |
10,991 |
3 |
|
| typestats |
0.2.2 |
2026-04-13 |
|
100.0% |
100.0% |
173 |
0 |
|