Overview
| Package |
Version |
Released |
Downloads |
Coverage |
Coverage (strict) |
Typables |
py.typed |
Stubs |
| numpy |
2.4.4 |
2026-03-29 |
|
94.9% |
90.5% |
5,426 |
0 |
|
| pandas-stubs |
3.0.0.260204 |
2026-02-04 |
|
90.6% |
86.2% |
13,906 |
0 |
|
| narwhals |
2.19.0 |
2026-04-06 |
|
100.0% |
92.1% |
1,817 |
0 |
|
| polars |
1.39.3 |
2026-03-20 |
|
99.2% |
96.8% |
5,205 |
0 |
|
| scipy-stubs |
1.17.1.4 |
2026-04-13 |
|
100.0% |
99.7% |
13,432 |
1 |
|
| click |
8.3.2 |
2026-04-03 |
|
90.7% |
83.1% |
991 |
0 |
|
| pytest |
9.0.3 |
2026-04-07 |
|
84.0% |
82.4% |
1,102 |
0 |
|
| PyYAML |
6.0.3 |
2025-09-25 |
|
0.0% |
0.0% |
970 |
3 |
types-PyYAML |
| types-PyYAML |
6.0.12.20260408 |
2026-04-08 |
|
63.1% |
50.4% |
1,127 |
0 |
|
| requests |
2.33.1 |
2026-03-30 |
|
0.2% |
0.2% |
566 |
3 |
types-requests |
| types-requests |
2.33.0.20260408 |
2026-04-08 |
|
81.3% |
77.1% |
1,313 |
0 |
|
| pytz |
2026.1.post1 |
2026-03-03 |
|
0.0% |
0.0% |
72 |
3 |
types-pytz |
| types-pytz |
2026.1.1.20260408 |
2026-04-08 |
|
97.3% |
97.3% |
75 |
0 |
|
| tqdm |
4.67.3 |
2026-02-03 |
|
0.0% |
0.0% |
474 |
3 |
types-tqdm |
| types-tqdm |
4.67.3.20260408 |
2026-04-08 |
|
86.5% |
73.5% |
993 |
0 |
|
| fire |
0.7.1 |
2025-08-16 |
|
0.5% |
0.5% |
370 |
3 |
|
| trimesh |
4.11.5 |
2026-03-25 |
|
23.2% |
23.2% |
3,901 |
0 |
|
| Pillow |
12.2.0 |
2026-04-01 |
|
91.0% |
87.6% |
2,318 |
0 |
|
| psutil |
7.2.2 |
2026-01-28 |
|
0.0% |
0.0% |
156 |
3 |
types-psutil |
| types-psutil |
7.2.2.20260408 |
2026-04-08 |
|
99.2% |
98.8% |
256 |
0 |
|
| jinja2 |
3.1.6 |
2025-03-05 |
|
90.4% |
78.6% |
2,125 |
0 |
|
| networkx |
3.6.1 |
2025-12-08 |
|
0.0% |
0.0% |
4,777 |
3 |
types-networkx |
| types-networkx |
3.6.1.20260408 |
2026-04-08 |
|
73.5% |
71.3% |
5,140 |
0 |
|
| libcst |
1.8.6 |
2025-11-03 |
|
98.7% |
98.0% |
1,419 |
0 |
|
| imageio |
2.37.3 |
2026-03-09 |
|
60.6% |
60.4% |
652 |
0 |
|
| fsspec |
2026.3.0 |
2026-03-27 |
|
10.7% |
10.1% |
2,517 |
3 |
|
| aiohttp |
3.13.5 |
2026-03-31 |
|
94.5% |
87.6% |
2,476 |
0 |
|
| h5py |
3.16.0 |
2026-03-06 |
|
0.0% |
0.0% |
20 |
3 |
|
| matplotlib |
3.10.8 |
2025-12-10 |
|
75.0% |
74.1% |
10,069 |
0 |
|
| regex |
2026.4.4 |
2026-04-03 |
|
0.0% |
0.0% |
163 |
3 |
types-regex |
| types-regex |
2026.4.4.20260408 |
2026-04-08 |
|
100.0% |
92.6% |
190 |
0 |
|
| transformers |
5.5.4 |
2026-04-13 |
|
63.1% |
63.0% |
70,576 |
0 |
|
| seaborn |
0.13.2 |
2024-01-25 |
|
0.0% |
0.0% |
950 |
3 |
types-seaborn |
| types-seaborn |
0.13.2.20260408 |
2026-04-08 |
|
98.6% |
95.3% |
1,277 |
0 |
|
| boto3 |
1.42.89 |
2026-04-13 |
|
0.0% |
0.0% |
618 |
3 |
boto3-stubs |
| boto3-stubs |
1.42.89 |
2026-04-13 |
|
99.1% |
87.4% |
791 |
0 |
|
| boto3-stubs-lite |
1.42.89 |
2026-04-13 |
|
99.2% |
87.3% |
833 |
0 |
|
| botocore |
1.42.89 |
2026-04-13 |
|
0.1% |
0.1% |
2,642 |
3 |
botocore-stubs |
| botocore-stubs |
1.42.41 |
2026-02-03 |
|
99.4% |
83.2% |
4,324 |
0 |
|
| aiofiles |
25.1.0 |
2025-10-09 |
|
0.0% |
0.0% |
118 |
3 |
types-aiofiles |
| types-aiofiles |
25.1.0.20260409 |
2026-04-09 |
|
100.0% |
100.0% |
310 |
0 |
|
| soundfile |
0.13.1 |
2025-01-25 |
|
0.8% |
0.8% |
125 |
3 |
|
| munch |
4.0.0 |
2023-07-01 |
|
0.0% |
0.0% |
55 |
3 |
|
| msgpack |
1.1.2 |
2025-10-08 |
|
0.0% |
0.0% |
99 |
3 |
|
| sqlalchemy |
2.0.49 |
2026-04-03 |
|
56.9% |
48.9% |
17,975 |
0 |
|
| einops |
0.8.2 |
2026-01-26 |
|
65.7% |
62.0% |
166 |
0 |
|
| librosa |
0.11.0 |
2025-03-11 |
|
97.8% |
95.4% |
1,531 |
0 |
|
| cloudpickle |
3.1.2 |
2025-11-03 |
|
6.2% |
6.2% |
48 |
3 |
|
| jsonpickle |
4.1.1 |
2025-06-02 |
|
0.3% |
0.3% |
316 |
3 |
|
| torch |
2.11.0 |
2026-03-23 |
|
58.8% |
57.3% |
20,651 |
0 |
|
| torchmetrics |
1.9.0 |
2026-03-09 |
|
92.4% |
87.6% |
6,700 |
0 |
|
| vLLM |
0.19.0 |
2026-04-03 |
|
68.1% |
67.7% |
67,684 |
0 |
|
| tabulate |
0.10.0 |
2026-03-04 |
|
0.0% |
0.0% |
24 |
3 |
types-tabulate |
| types-tabulate |
0.10.0.20260408 |
2026-04-08 |
|
100.0% |
100.0% |
24 |
0 |
|
| paramiko |
4.0.0 |
2025-08-04 |
|
0.0% |
0.0% |
1,575 |
3 |
types-paramiko |
| types-paramiko |
4.0.0.20260408 |
2026-04-08 |
|
99.9% |
99.0% |
2,796 |
0 |
|
| asyncclick |
8.3.0.7 |
2025-10-11 |
|
90.6% |
83.0% |
995 |
0 |
|
| sympy |
1.14.0 |
2025-04-27 |
|
3.0% |
2.8% |
29,581 |
3 |
|
| joblib |
1.5.3 |
2025-12-15 |
|
0.4% |
0.4% |
793 |
3 |
joblib-stubs |
| joblib-stubs |
1.5.3.1.20260117 |
2026-01-17 |
|
78.4% |
73.7% |
1,378 |
0 |
|
| thrift |
0.22.0 |
2025-05-23 |
|
0.0% |
0.0% |
994 |
3 |
|
| flatbuffers |
25.12.19 |
2025-12-19 |
|
0.0% |
0.0% |
317 |
3 |
|
| decord |
0.6.0 |
2021-06-14 |
|
0.0% |
0.0% |
281 |
3 |
|
| wandb |
0.26.0 |
2026-04-13 |
|
74.3% |
71.8% |
7,841 |
0 |
|
| av |
17.0.0 |
2026-03-14 |
|
97.5% |
96.7% |
878 |
0 |
|
| asyncssh |
2.22.0 |
2025-12-21 |
|
96.8% |
96.4% |
4,066 |
0 |
|
| orjson |
3.11.8 |
2026-03-31 |
|
100.0% |
90.9% |
22 |
0 |
|
| simpy |
4.1.1 |
2023-11-13 |
|
82.4% |
80.7% |
238 |
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% |
571 |
3 |
|
| nltk |
3.9.4 |
2026-03-24 |
|
2.3% |
2.3% |
9,891 |
3 |
|
| timm |
1.0.26 |
2026-03-23 |
|
51.2% |
51.1% |
11,526 |
0 |
|
| xgboost |
3.2.0 |
2026-02-10 |
|
92.3% |
88.2% |
1,852 |
0 |
|
| dill |
0.4.1 |
2026-01-19 |
|
7.0% |
7.0% |
185 |
3 |
|
| kornia |
0.8.2 |
2025-11-08 |
|
86.8% |
85.6% |
9,945 |
0 |
|
| mercantile |
1.2.1 |
2021-04-21 |
|
0.0% |
0.0% |
99 |
3 |
|
| urllib3 |
2.6.3 |
2026-01-07 |
|
89.7% |
87.5% |
1,016 |
0 |
|
| ipython |
9.12.0 |
2026-03-27 |
|
27.0% |
25.3% |
3,700 |
0 |
|
| ipdb |
0.13.13 |
2023-03-09 |
|
0.0% |
0.0% |
8 |
3 |
|
| lmdb |
2.2.0 |
2026-03-30 |
|
1.3% |
1.3% |
297 |
0 |
|
| pexpect |
4.9.0 |
2023-11-25 |
|
0.5% |
0.5% |
607 |
3 |
types-pexpect |
| types-pexpect |
4.9.0.20260408 |
2026-04-08 |
|
79.2% |
76.2% |
780 |
0 |
|
| lpips |
0.1.4 |
2021-08-25 |
|
0.0% |
0.0% |
227 |
3 |
|
| more-itertools |
11.0.2 |
2026-04-09 |
|
100.0% |
98.9% |
616 |
0 |
|
| gitpython |
3.1.46 |
2026-01-01 |
|
90.9% |
83.7% |
1,273 |
0 |
|
| shapely |
2.1.2 |
2025-09-24 |
|
0.8% |
0.8% |
892 |
3 |
types-shapely |
| types-shapely |
2.1.0.20260408 |
2026-04-08 |
|
91.0% |
90.6% |
1,195 |
0 |
|
| parameterized |
0.9.0 |
2023-03-27 |
|
0.0% |
0.0% |
226 |
3 |
|
| datasets |
4.8.4 |
2026-03-23 |
|
59.8% |
59.4% |
3,750 |
3 |
|
| hypothesis |
6.152.1 |
2026-04-14 |
|
76.8% |
75.1% |
2,418 |
0 |
|
| prettytable |
3.17.0 |
2025-11-14 |
|
77.6% |
77.6% |
245 |
0 |
|
| aioitertools |
0.13.0 |
2025-11-06 |
|
99.3% |
98.5% |
134 |
0 |
|
| pydot |
4.0.1 |
2025-06-17 |
|
85.9% |
71.5% |
312 |
0 |
|
| jsonschema |
4.26.0 |
2026-01-07 |
|
41.2% |
41.2% |
97 |
3 |
types-jsonschema |
| types-jsonschema |
4.26.0.20260408 |
2026-04-08 |
|
77.5% |
69.7% |
142 |
0 |
|
| pyzmq |
27.1.0 |
2025-09-08 |
|
69.7% |
65.6% |
983 |
0 |
|
| zstandard |
0.25.0 |
2025-09-14 |
|
43.6% |
43.6% |
770 |
0 |
|
| sacrebleu |
2.6.0 |
2026-01-12 |
|
51.0% |
50.3% |
398 |
0 |
|
| graphviz |
0.21 |
2025-06-15 |
|
81.3% |
81.3% |
268 |
3 |
|
| simplejson |
3.20.2 |
2025-09-26 |
|
0.5% |
0.5% |
193 |
3 |
types-simplejson |
| types-simplejson |
3.20.0.20260408 |
2026-04-08 |
|
90.6% |
85.1% |
288 |
0 |
|
| colorama |
0.4.6 |
2022-10-25 |
|
0.0% |
0.0% |
155 |
3 |
types-colorama |
| types-colorama |
0.4.15.20260408 |
2026-04-08 |
|
98.9% |
96.8% |
285 |
0 |
|
| click-log |
0.4.0 |
2022-03-13 |
|
0.0% |
0.0% |
11 |
3 |
types-click-log |
| types-click-log |
0.4.0.20260408 |
2026-04-08 |
|
100.0% |
92.6% |
27 |
0 |
|
| plotly |
6.7.0 |
2026-04-09 |
|
2.7% |
2.7% |
2,603 |
3 |
|
| spacy |
3.8.14 |
2026-03-29 |
|
74.8% |
73.7% |
4,233 |
0 |
|
| numba |
0.65.0 |
2026-04-01 |
|
0.9% |
0.9% |
12,739 |
3 |
|
| llvmlite |
0.47.0 |
2026-03-31 |
|
0.5% |
0.5% |
1,419 |
3 |
|
| openai |
2.32.0 |
2026-04-15 |
|
93.6% |
93.6% |
10,141 |
0 |
|
| uvloop |
0.22.1 |
2025-10-16 |
|
100.0% |
86.3% |
182 |
0 |
|
| streamlit |
1.56.0 |
2026-03-31 |
|
99.0% |
96.9% |
9,021 |
0 |
|
| gym |
0.26.2 |
2022-10-04 |
|
31.4% |
31.2% |
1,783 |
0 |
|
| msgspec |
0.21.1 |
2026-04-12 |
|
100.0% |
89.4% |
320 |
0 |
|
| cachetools |
7.0.5 |
2026-03-09 |
|
0.0% |
0.0% |
154 |
3 |
types-cachetools |
| types-cachetools |
6.2.0.20260408 |
2026-04-08 |
|
100.0% |
100.0% |
80 |
0 |
|
| pint |
0.25.3 |
2026-03-19 |
|
68.8% |
65.0% |
1,383 |
0 |
|
| humanfriendly |
10.0 |
2021-09-17 |
|
0.0% |
0.0% |
384 |
3 |
|
| rich |
15.0.0 |
2026-04-12 |
|
84.8% |
83.5% |
2,504 |
0 |
|
| openpyxl |
3.1.5 |
2024-06-28 |
|
0.3% |
0.3% |
6,406 |
3 |
types-openpyxl |
| types-openpyxl |
3.1.5.20260408 |
2026-04-08 |
|
93.3% |
88.9% |
8,282 |
0 |
|
| shap |
0.51.0 |
2026-03-04 |
|
51.2% |
40.9% |
1,288 |
3 |
|
| gradio |
6.12.0 |
2026-04-10 |
|
81.7% |
80.2% |
10,112 |
0 |
|
| toolz |
1.1.0 |
2025-10-17 |
|
0.0% |
0.0% |
321 |
3 |
toolz-stubs |
| toolz-stubs |
0.4.1 |
2026-04-08 |
|
93.0% |
88.1% |
894 |
0 |
|
| yappi |
1.7.6 |
2026-03-17 |
|
0.0% |
0.0% |
21 |
3 |
|
| httplib2 |
0.31.2 |
2026-01-23 |
|
0.0% |
0.0% |
90 |
3 |
types-httplib2 |
| types-httplib2 |
0.31.2.20260408 |
2026-04-08 |
|
72.0% |
57.0% |
107 |
0 |
|
| progressbar2 |
4.5.0 |
2024-08-28 |
|
49.6% |
47.7% |
1,040 |
0 |
|
| dacite |
1.9.2 |
2025-02-05 |
|
83.7% |
79.6% |
98 |
0 |
|
| argcomplete |
3.6.3 |
2025-10-20 |
|
26.3% |
26.3% |
95 |
0 |
|
| grpcio |
1.80.0 |
2026-03-30 |
|
29.1% |
29.0% |
966 |
3 |
|
| pyserial |
3.5 |
2020-11-23 |
|
0.1% |
0.1% |
744 |
3 |
types-pyserial |
| types-pyserial |
3.5.0.20260408 |
2026-04-08 |
|
96.8% |
96.2% |
1,006 |
0 |
|
| folium |
0.20.0 |
2025-06-16 |
|
41.9% |
40.2% |
1,015 |
0 |
|
| structlog |
25.5.0 |
2025-10-27 |
|
96.0% |
76.9% |
646 |
0 |
|
| deepspeed |
0.18.9 |
2026-03-30 |
|
19.0% |
18.8% |
14,810 |
3 |
|
| openexr |
3.4.9 |
2026-04-03 |
|
0.0% |
0.0% |
110 |
3 |
|
| shortuuid |
1.0.13 |
2024-03-11 |
|
92.3% |
84.6% |
39 |
0 |
|
| pyrender |
0.1.45 |
2021-02-18 |
|
0.2% |
0.2% |
579 |
3 |
|
| backoff |
2.2.1 |
2022-10-05 |
|
100.0% |
93.2% |
44 |
0 |
|
| nbformat |
5.10.4 |
2024-04-04 |
|
2.8% |
2.3% |
564 |
0 |
|
| emoji |
2.15.0 |
2025-09-21 |
|
91.5% |
91.5% |
71 |
0 |
|
| mpmath |
1.4.1 |
2026-03-15 |
|
0.0% |
0.0% |
3,705 |
3 |
|
| ldap3 |
2.9.1 |
2021-07-18 |
|
0.0% |
0.0% |
2,352 |
3 |
types-ldap3 |
| types-ldap3 |
2.9.13.20260408 |
2026-04-08 |
|
51.3% |
36.4% |
3,324 |
0 |
|
| typing-inspect |
0.9.0 |
2023-05-24 |
|
0.0% |
0.0% |
45 |
3 |
|
| astroid |
4.1.2 |
2026-03-22 |
|
82.6% |
81.4% |
2,892 |
3 |
|
| pandera |
0.31.1 |
2026-04-15 |
|
69.2% |
63.1% |
4,049 |
0 |
|
| xmltodict |
1.0.4 |
2026-02-22 |
|
4.5% |
4.5% |
22 |
3 |
types-xmltodict |
| types-xmltodict |
1.0.1.20260408 |
2026-04-08 |
|
88.4% |
86.0% |
43 |
0 |
|
| pyproj |
3.7.2 |
2025-08-14 |
|
90.2% |
80.2% |
570 |
0 |
|
| aiogoogle |
5.17.0 |
2025-08-26 |
|
17.3% |
16.9% |
415 |
0 |
|
| sh |
2.2.2 |
2025-02-24 |
|
0.5% |
0.5% |
381 |
3 |
|
| nevergrad |
1.0.12 |
2025-04-23 |
|
63.0% |
61.8% |
4,107 |
3 |
|
| prophet |
1.3.0 |
2026-01-27 |
|
9.3% |
9.3% |
439 |
3 |
|
| simple-parsing |
0.1.8 |
2026-01-20 |
|
78.2% |
73.6% |
899 |
0 |
|
| aiosqlite |
0.22.1 |
2025-12-23 |
|
91.3% |
90.4% |
104 |
0 |
|
| Deprecated |
1.3.1 |
2025-10-30 |
|
0.0% |
0.0% |
62 |
3 |
types-Deprecated |
| types-Deprecated |
1.3.1.20260408 |
2026-04-08 |
|
100.0% |
97.5% |
81 |
0 |
|
| msgpack-numpy |
0.4.8 |
2022-06-09 |
|
0.0% |
0.0% |
38 |
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% |
96.5% |
57 |
0 |
|
| levenshtein |
0.27.3 |
2025-11-01 |
|
80.0% |
80.0% |
90 |
0 |
|
| types-toml |
0.10.8.20260408 |
2026-04-08 |
|
97.0% |
91.6% |
166 |
0 |
|
| json-tricks |
3.17.3 |
2023-08-19 |
|
0.0% |
0.0% |
205 |
3 |
|
| websockets |
16.0 |
2026-01-10 |
|
87.9% |
85.6% |
993 |
0 |
|
| geopandas |
1.1.3 |
2026-03-09 |
|
20.1% |
20.0% |
926 |
3 |
types-geopandas |
| types-geopandas |
1.1.3.20260408 |
2026-04-08 |
|
93.4% |
93.2% |
1,402 |
0 |
|
| dash |
4.1.0 |
2026-03-23 |
|
75.9% |
75.5% |
4,758 |
2 |
|
| click-option-group |
0.5.9 |
2025-10-09 |
|
98.5% |
95.4% |
65 |
0 |
|
| pystache |
0.6.8 |
2025-03-18 |
|
0.0% |
0.0% |
154 |
3 |
|
| dnspython |
2.8.0 |
2025-09-07 |
|
50.3% |
48.4% |
4,012 |
0 |
|
| pyjwt |
2.12.1 |
2026-03-13 |
|
94.7% |
90.4% |
302 |
0 |
|
| rawpy |
0.26.1 |
2026-02-09 |
|
0.0% |
0.0% |
22 |
3 |
|
| beautifulsoup4 |
4.14.3 |
2025-11-30 |
|
92.2% |
89.7% |
837 |
0 |
|
| k-diffusion |
0.1.1.post1 |
2023-12-07 |
|
0.0% |
0.0% |
1,090 |
3 |
|
| pydantic |
2.13.1 |
2026-04-15 |
|
94.7% |
87.2% |
2,890 |
0 |
|
| pudb |
2025.1.5 |
2025-12-06 |
|
37.8% |
37.6% |
686 |
3 |
|
| xlsxwriter |
3.2.9 |
2025-09-16 |
|
52.8% |
52.6% |
1,216 |
3 |
|
| semver |
3.0.4 |
2025-01-24 |
|
60.3% |
60.3% |
121 |
0 |
|
| omegaconf |
2.3.0 |
2022-12-08 |
|
73.1% |
58.1% |
905 |
0 |
|
| jax |
0.9.2 |
2026-03-18 |
|
70.0% |
67.6% |
11,574 |
0 |
|
| dask |
2026.3.0 |
2026-03-18 |
|
7.8% |
7.3% |
6,879 |
0 |
|
| optuna |
4.8.0 |
2026-03-16 |
|
96.3% |
93.5% |
1,885 |
0 |
|
| django-stubs |
6.0.2 |
2026-04-01 |
|
99.6% |
84.4% |
29,027 |
0 |
|
| wagtail |
7.3.1 |
2026-03-03 |
|
2.2% |
2.1% |
11,601 |
3 |
|
| typestats |
0.2.2 |
2026-04-13 |
|
100.0% |
100.0% |
244 |
0 |
|