A collection of known scikit-learn ecosystem packages with their stats.
The underlying data of this table is also available for download here.
| Name | Total Downloads | Monthly Downloads | Github Stars | Forks | Open Issues | Age | Last Update |
|---|---|---|---|---|---|---|---|
| pandas | 9,102,922,128 |
371,948,788 |
46193 |
18753 |
3690 |
14 years | a day |
| scikit-learn | 2,959,863,014 |
117,179,221 |
62910 |
26111 |
2143 |
14 years | a day |
| narwhals | 224,989,287 |
32,488,580 |
1214 |
160 |
174 |
1 year, 5 months | a day |
| xgboost | 797,425,299 |
28,165,542 |
27198 |
8793 |
469 |
11 years | a day |
| polars | 211,491,540 |
18,467,253 |
34749 |
2333 |
2748 |
5 years | a day |
| imbalanced-learn | 378,685,075 |
15,781,679 |
7023 |
1312 |
61 |
10 years | a month |
| lightgbm | 466,441,313 |
10,734,612 |
17458 |
3918 |
458 |
9 years | 6 hours |
| umap-learn | 60,055,193 |
2,183,960 |
7893 |
846 |
510 |
8 years | 15 days |
| category_encoders | 72,658,546 |
1,950,295 |
2453 |
403 |
42 |
9 years | a month |
| sktime | 30,512,778 |
1,116,347 |
9184 |
1664 |
1562 |
6 years | a day |
| skl2onnx | 38,088,052 |
919,708 |
591 |
119 |
102 |
6 years | 9 days |
| scikeras | 12,997,893 |
665,569 |
247 |
51 |
48 |
5 years | 7 months |
| yellowbrick | 27,056,455 |
488,573 |
4364 |
561 |
107 |
9 years | 5 months |
| tslearn | 14,001,523 |
410,350 |
3013 |
355 |
133 |
8 years | a day |
| skops | 2,170,852 |
269,579 |
495 |
59 |
21 |
3 years | 9 days |
| darts | 5,197,567 |
134,214 |
8794 |
948 |
249 |
6 years | 5 days |
| fairlearn | 8,205,440 |
129,646 |
2108 |
464 |
135 |
7 years | 6 days |
| mapie | 2,529,482 |
105,089 |
1449 |
126 |
40 |
4 years | 5 days |
| skorch | 4,066,027 |
86,063 |
6088 |
398 |
67 |
8 years | a day |
| dtreeviz | 6,096,537 |
79,182 |
3087 |
343 |
75 |
6 years | 5 months |
| scikit-multilearn | 4,759,727 |
79,069 |
942 |
178 |
91 |
11 years | 1 year, 6 months |
| scikit-lego | 1,403,026 |
44,091 |
1351 |
121 |
33 |
6 years | a month |
| skrub | 155,729 |
40,884 |
1440 |
153 |
105 |
7 years | 9 days |
| aeon | 328,672 |
13,813 |
1210 |
211 |
225 |
2 years | 6 hours |
| crepes | 88,960 |
7,495 |
514 |
41 |
3 |
3 years | a month |
| skore | 28,082 |
4,387 |
514 |
94 |
119 |
1 year, 1 month | a day |
| human-learn | 96,241 |
3,567 |
819 |
55 |
6 |
5 years | 1 year, 22 days |
| sklearn-evaluation | 692,865 |
2,926 |
468 |
53 |
5 |
9 years | 5 months |
| embetter | 77,030 |
2,486 |
503 |
16 |
17 |
3 years | 4 months |
| turftopic | 46,813 |
2,261 |
74 |
8 |
11 |
1 year, 8 months | a month |
| topic-wizard | 49,329 |
1,742 |
130 |
15 |
3 |
2 years | 4 months |
| emlearn | 119,391 |
1,644 |
639 |
61 |
18 |
7 years | 8 days |
| doubtlab | 35,132 |
565 |
515 |
17 |
1 |
3 years | 1 year, 22 days |
| stormtrooper | 18,714 |
443 |
18 |
2 |
1 |
1 year, 11 months | 8 months |
| scikit-partial | 3,233 |
303 |
46 |
1 |
0 |
3 years | 1 year, 22 days |
| tweetopic | 18,328 |
266 |
33 |
4 |
9 |
2 years | 30 days |