Overview
| Package |
Version |
Released |
Downloads |
Coverage |
Coverage (strict) |
Typables |
py.typed |
Stubs |
| numpy |
2.5.1 |
2026-07-04 |
|
100.0% |
97.4% |
6,514 |
0 |
|
| pandas-stubs |
3.0.3.260530 |
2026-05-30 |
|
100.0% |
94.2% |
6,141 |
0 |
|
| narwhals |
2.23.0 |
2026-07-01 |
|
100.0% |
92.4% |
2,183 |
0 |
|
| polars |
1.42.1 |
2026-06-30 |
|
99.2% |
95.3% |
5,137 |
0 |
|
| scipy-stubs |
1.18.0.0 |
2026-06-19 |
|
100.0% |
99.9% |
13,407 |
1 |
|
| click |
8.4.2 |
2026-06-24 |
|
99.8% |
93.2% |
932 |
0 |
|
| pytest |
9.1.1 |
2026-06-19 |
|
83.1% |
81.9% |
1,044 |
0 |
|
| PyYAML |
6.0.3 |
2025-09-25 |
|
0.0% |
0.0% |
969 |
3 |
types-PyYAML |
| types-PyYAML |
6.0.12.20260518 |
2026-05-18 |
|
60.9% |
47.9% |
1,096 |
0 |
|
| requests |
2.34.2 |
2026-05-14 |
|
98.8% |
92.2% |
576 |
0 |
|
| pytz |
2026.2 |
2026-05-04 |
|
0.0% |
0.0% |
71 |
3 |
types-pytz |
| types-pytz |
2026.2.0.20260518 |
2026-05-18 |
|
100.0% |
100.0% |
69 |
0 |
|
| tqdm |
4.68.4 |
2026-07-07 |
|
0.0% |
0.0% |
513 |
3 |
types-tqdm |
| types-tqdm |
4.68.0.20260608 |
2026-06-08 |
|
85.0% |
76.6% |
867 |
0 |
|
| fire |
0.7.1 |
2025-08-16 |
|
0.5% |
0.5% |
369 |
3 |
|
| trimesh |
4.12.2 |
2026-05-01 |
|
24.1% |
23.5% |
3,836 |
0 |
|
| Pillow |
12.3.0 |
2026-07-01 |
|
92.4% |
87.7% |
2,160 |
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 |
|
99.6% |
99.1% |
231 |
0 |
|
| jinja2 |
3.1.6 |
2025-03-05 |
|
89.7% |
79.3% |
1,816 |
0 |
|
| networkx |
3.6.1 |
2025-12-08 |
|
0.0% |
0.0% |
4,769 |
3 |
types-networkx |
| types-networkx |
3.6.1.20260624 |
2026-06-24 |
|
72.2% |
69.5% |
4,715 |
0 |
|
| libcst |
1.8.6 |
2025-11-03 |
|
97.1% |
96.4% |
1,292 |
0 |
|
| imageio |
2.37.3 |
2026-03-09 |
|
57.3% |
56.9% |
642 |
0 |
|
| fsspec |
2026.6.0 |
2026-06-16 |
|
9.5% |
8.9% |
2,497 |
3 |
|
| aiohttp |
3.14.1 |
2026-06-07 |
|
95.1% |
88.5% |
2,227 |
0 |
|
| h5py |
3.16.0 |
2026-03-06 |
|
0.0% |
0.0% |
20 |
3 |
|
| matplotlib |
3.11.0 |
2026-06-12 |
|
76.7% |
75.6% |
10,283 |
0 |
|
| regex |
2026.6.28 |
2026-06-28 |
|
0.0% |
0.0% |
0 |
3 |
types-regex |
| types-regex |
2026.6.28.20260630 |
2026-06-30 |
|
100.0% |
95.5% |
312 |
0 |
|
| transformers |
5.13.0 |
2026-07-03 |
|
55.2% |
33.5% |
62,601 |
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% |
95.6% |
1,262 |
0 |
|
| boto3 |
1.43.42 |
2026-07-07 |
|
0.0% |
0.0% |
613 |
3 |
boto3-stubs |
| boto3-stubs |
1.43.42 |
2026-07-07 |
|
100.0% |
85.7% |
672 |
0 |
|
| boto3-stubs-lite |
1.43.42 |
2026-07-07 |
|
100.0% |
85.7% |
669 |
0 |
|
| botocore |
1.43.42 |
2026-07-07 |
|
0.1% |
0.1% |
2,656 |
3 |
botocore-stubs |
| botocore-stubs |
1.43.14 |
2026-05-25 |
|
100.0% |
83.5% |
2,946 |
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 |
0.14.0 |
2026-06-06 |
|
96.4% |
93.7% |
111 |
3 |
|
| munch |
4.0.0 |
2023-07-01 |
|
0.0% |
0.0% |
56 |
3 |
|
| msgpack |
1.2.1 |
2026-06-18 |
|
0.0% |
0.0% |
99 |
3 |
|
| sqlalchemy |
2.0.51 |
2026-06-15 |
|
56.0% |
46.6% |
17,415 |
0 |
|
| einops |
0.8.2 |
2026-01-26 |
|
61.7% |
57.7% |
149 |
0 |
|
| librosa |
0.11.0 |
2025-03-11 |
|
97.7% |
94.9% |
1,530 |
0 |
|
| cloudpickle |
3.1.2 |
2025-11-03 |
|
0.0% |
0.0% |
46 |
3 |
|
| jsonpickle |
4.1.2 |
2026-05-28 |
|
0.0% |
0.0% |
311 |
3 |
|
| torch |
2.12.1 |
2026-06-17 |
|
63.2% |
61.7% |
21,801 |
0 |
|
| torchmetrics |
1.9.0 |
2026-03-09 |
|
89.0% |
61.8% |
4,897 |
0 |
|
| vLLM |
0.24.0 |
2026-06-30 |
|
67.5% |
44.6% |
84,163 |
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% |
1,463 |
3 |
types-paramiko |
| types-paramiko |
5.0.0.20260617 |
2026-06-17 |
|
100.0% |
99.2% |
1,529 |
0 |
|
| asyncclick |
8.4.2.1 |
2026-06-30 |
|
99.8% |
94.0% |
937 |
0 |
|
| sympy |
1.14.0 |
2025-04-27 |
|
2.5% |
2.2% |
29,215 |
3 |
|
| joblib |
1.5.3 |
2025-12-15 |
|
0.0% |
0.0% |
783 |
3 |
joblib-stubs |
| joblib-stubs |
1.5.3.1.20260117 |
2026-01-17 |
|
100.0% |
92.6% |
691 |
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 |
0.28.0 |
2026-06-23 |
|
74.7% |
68.8% |
7,345 |
0 |
|
| av |
18.0.0 |
2026-07-02 |
|
69.0% |
64.3% |
1,226 |
0 |
|
| asyncssh |
2.24.0 |
2026-06-27 |
|
96.6% |
96.0% |
3,999 |
0 |
|
| orjson |
3.11.9 |
2026-05-06 |
|
100.0% |
90.9% |
22 |
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 |
3.10.0 |
2026-07-08 |
|
2.5% |
2.3% |
9,793 |
3 |
|
| timm |
1.0.27 |
2026-05-08 |
|
51.2% |
45.5% |
11,802 |
0 |
|
| xgboost |
3.3.0 |
2026-06-17 |
|
92.2% |
83.0% |
1,812 |
0 |
|
| dill |
0.4.1 |
2026-01-19 |
|
7.3% |
7.3% |
178 |
3 |
|
| kornia |
0.8.3 |
2026-05-19 |
|
83.9% |
50.8% |
9,963 |
0 |
|
| mercantile |
1.2.1 |
2021-04-21 |
|
0.0% |
0.0% |
99 |
3 |
|
| urllib3 |
2.7.0 |
2026-05-07 |
|
88.5% |
86.1% |
922 |
0 |
|
| ipython |
9.15.0 |
2026-06-26 |
|
27.8% |
26.0% |
3,300 |
0 |
|
| ipdb |
0.13.13 |
2023-03-09 |
|
0.0% |
0.0% |
39 |
3 |
|
| lmdb |
2.2.1 |
2026-06-04 |
|
56.2% |
56.2% |
566 |
0 |
|
| pexpect |
4.9.0 |
2023-11-25 |
|
0.5% |
0.5% |
603 |
3 |
types-pexpect |
| types-pexpect |
4.9.0.20260518 |
2026-05-18 |
|
77.0% |
73.3% |
660 |
0 |
|
| lpips |
0.1.4 |
2021-08-25 |
|
0.0% |
0.0% |
228 |
3 |
|
| more-itertools |
11.1.0 |
2026-05-22 |
|
99.7% |
98.4% |
618 |
0 |
|
| gitpython |
3.1.50 |
2026-05-06 |
|
94.2% |
85.9% |
1,126 |
0 |
|
| shapely |
2.1.2 |
2025-09-24 |
|
0.8% |
0.8% |
891 |
3 |
types-shapely |
| types-shapely |
2.1.0.20260630 |
2026-06-30 |
|
98.3% |
96.9% |
1,097 |
0 |
|
| parameterized |
0.9.0 |
2023-03-27 |
|
0.0% |
0.0% |
230 |
3 |
|
| datasets |
5.0.0 |
2026-06-05 |
|
60.3% |
55.2% |
3,722 |
3 |
|
| hypothesis |
6.156.2 |
2026-07-07 |
|
76.7% |
74.3% |
2,334 |
0 |
|
| prettytable |
3.18.0 |
2026-06-22 |
|
88.1% |
87.1% |
201 |
0 |
|
| aioitertools |
0.13.0 |
2025-11-06 |
|
96.2% |
95.4% |
130 |
0 |
|
| pydot |
4.0.1 |
2025-06-17 |
|
95.3% |
77.6% |
255 |
0 |
|
| jsonschema |
4.26.0 |
2026-01-07 |
|
46.9% |
42.5% |
113 |
3 |
types-jsonschema |
| types-jsonschema |
4.26.0.20260518 |
2026-05-18 |
|
77.6% |
70.7% |
147 |
0 |
|
| pyzmq |
27.1.0 |
2025-09-08 |
|
69.7% |
65.5% |
931 |
0 |
|
| zstandard |
0.25.0 |
2025-09-14 |
|
45.4% |
45.4% |
729 |
0 |
|
| sacrebleu |
2.6.0 |
2026-01-12 |
|
50.1% |
49.4% |
401 |
0 |
|
| graphviz |
0.21 |
2025-06-15 |
|
80.4% |
80.4% |
255 |
3 |
|
| simplejson |
4.1.1 |
2026-04-24 |
|
0.0% |
0.0% |
199 |
3 |
types-simplejson |
| types-simplejson |
3.20.0.20260518 |
2026-05-18 |
|
100.0% |
93.1% |
175 |
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% |
97.2% |
145 |
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% |
93.8% |
16 |
0 |
|
| plotly |
6.8.0 |
2026-06-03 |
|
2.7% |
2.7% |
2,600 |
3 |
|
| numba |
0.66.0 |
2026-07-01 |
|
3.5% |
3.5% |
12,511 |
0 |
|
| llvmlite |
0.48.0 |
2026-07-01 |
|
0.4% |
0.4% |
1,410 |
3 |
|
| openai |
2.44.0 |
2026-06-24 |
|
87.1% |
85.3% |
8,477 |
0 |
|
| uvloop |
0.22.1 |
2025-10-16 |
|
100.0% |
88.2% |
211 |
0 |
|
| streamlit |
1.59.0 |
2026-07-06 |
|
98.0% |
96.0% |
9,012 |
0 |
|
| gymnasium |
1.3.0 |
2026-04-22 |
|
56.8% |
51.5% |
2,490 |
0 |
|
| msgspec |
0.21.1 |
2026-04-12 |
|
100.0% |
93.1% |
260 |
0 |
|
| cachetools |
7.1.4 |
2026-05-21 |
|
97.7% |
95.3% |
86 |
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 |
|
67.4% |
62.9% |
1,312 |
0 |
|
| humanfriendly |
10.0 |
2021-09-17 |
|
0.0% |
0.0% |
385 |
3 |
|
| rich |
15.0.0 |
2026-04-12 |
|
86.3% |
85.1% |
2,262 |
0 |
|
| openpyxl |
3.1.5 |
2024-06-28 |
|
0.0% |
0.0% |
3,796 |
3 |
types-openpyxl |
| types-openpyxl |
3.1.5.20260518 |
2026-05-18 |
|
93.0% |
88.9% |
7,625 |
0 |
|
| shap |
0.52.0 |
2026-05-28 |
|
50.5% |
39.0% |
1,232 |
3 |
|
| gradio |
6.20.0 |
2026-07-07 |
|
67.3% |
64.1% |
5,687 |
0 |
|
| toolz |
1.1.0 |
2025-10-17 |
|
0.0% |
0.0% |
320 |
3 |
toolz-stubs |
| toolz-stubs |
0.4.1 |
2026-04-08 |
|
86.5% |
85.1% |
950 |
0 |
|
| yappi |
1.7.6 |
2026-03-17 |
|
0.0% |
0.0% |
21 |
3 |
|
| httplib2 |
0.32.0 |
2026-06-26 |
|
18.6% |
18.6% |
118 |
3 |
types-httplib2 |
| types-httplib2 |
0.31.2.20260408 |
2026-04-08 |
|
72.3% |
56.4% |
101 |
0 |
|
| progressbar2 |
4.5.0 |
2024-08-28 |
|
44.9% |
36.0% |
973 |
0 |
|
| dacite |
1.9.2 |
2025-02-05 |
|
78.7% |
72.3% |
94 |
0 |
|
| argcomplete |
3.7.0 |
2026-06-30 |
|
26.6% |
26.6% |
94 |
0 |
|
| grpcio |
1.82.0 |
2026-07-06 |
|
28.2% |
28.0% |
944 |
3 |
|
| pyserial |
3.5 |
2020-11-23 |
|
0.0% |
0.0% |
754 |
3 |
types-pyserial |
| types-pyserial |
3.5.0.20260519 |
2026-05-19 |
|
100.0% |
99.1% |
682 |
0 |
|
| folium |
0.20.0 |
2025-06-16 |
|
41.2% |
39.5% |
1,003 |
0 |
|
| structlog |
26.1.0 |
2026-06-06 |
|
95.2% |
68.8% |
629 |
0 |
|
| deepspeed |
0.19.2 |
2026-06-16 |
|
16.3% |
11.4% |
15,202 |
3 |
|
| openexr |
3.4.13 |
2026-06-19 |
|
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% |
552 |
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% |
3,662 |
3 |
|
| ldap3 |
2.9.1 |
2021-07-18 |
|
0.0% |
0.0% |
2,214 |
3 |
types-ldap3 |
| types-ldap3 |
2.9.13.20260518 |
2026-05-18 |
|
49.5% |
36.1% |
2,681 |
0 |
|
| typing-inspect |
0.9.0 |
2023-05-24 |
|
0.0% |
0.0% |
51 |
3 |
|
| astroid |
4.1.2 |
2026-03-22 |
|
80.7% |
79.4% |
2,678 |
3 |
|
| pandera |
0.32.1 |
2026-06-29 |
|
68.1% |
54.5% |
4,152 |
0 |
|
| xmltodict |
1.0.4 |
2026-02-22 |
|
0.0% |
0.0% |
17 |
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% |
16.9% |
415 |
0 |
|
| sh |
2.3.0 |
2026-06-09 |
|
42.7% |
39.9% |
489 |
0 |
|
| nevergrad |
1.0.12 |
2025-04-23 |
|
60.6% |
57.0% |
3,848 |
3 |
|
| prophet |
1.3.0 |
2026-01-27 |
|
9.1% |
8.9% |
439 |
3 |
|
| simple-parsing |
0.1.8 |
2026-01-20 |
|
78.1% |
72.5% |
872 |
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% |
97.2% |
71 |
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% |
91.9% |
99 |
0 |
|
| json-tricks |
3.17.3 |
2023-08-19 |
|
0.0% |
0.0% |
208 |
3 |
|
| websockets |
16.0 |
2026-01-10 |
|
86.3% |
83.4% |
1,136 |
0 |
|
| geopandas |
1.1.4 |
2026-06-26 |
|
20.4% |
20.1% |
916 |
3 |
types-geopandas |
| types-geopandas |
1.1.4.20260628 |
2026-06-28 |
|
95.5% |
92.7% |
1,086 |
0 |
|
| dash |
4.4.0 |
2026-07-03 |
|
71.4% |
70.6% |
4,794 |
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% |
81.8% |
280 |
0 |
|
| rawpy |
0.27.0 |
2026-05-07 |
|
20.0% |
20.0% |
15 |
0 |
|
| beautifulsoup4 |
4.15.0 |
2026-06-07 |
|
98.6% |
82.9% |
655 |
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% |
80.0% |
2,522 |
0 |
|
| pudb |
2025.1.5 |
2025-12-06 |
|
37.0% |
34.1% |
663 |
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 |
2.3.1 |
2026-06-11 |
|
72.1% |
55.4% |
883 |
0 |
|
| jax |
0.10.2 |
2026-06-17 |
|
73.4% |
70.3% |
13,266 |
0 |
|
| dask |
2026.7.0 |
2026-07-06 |
|
7.9% |
7.2% |
6,757 |
0 |
|
| optuna |
4.9.0 |
2026-06-01 |
|
97.1% |
92.6% |
1,708 |
0 |
|
| django-stubs |
6.0.6 |
2026-06-23 |
|
98.9% |
81.0% |
20,696 |
0 |
|
| wagtail |
7.4.2 |
2026-06-15 |
|
2.3% |
2.3% |
10,790 |
3 |
|
| typestats |
0.2.2 |
2026-04-13 |
|
100.0% |
100.0% |
173 |
0 |
|