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 | 8,838,407,054 |
352,538,106 |
45995 |
18687 |
3742 |
14 years | a day |
| scikit-learn | 2,875,691,374 |
109,134,771 |
62659 |
26038 |
2188 |
14 years | a day |
| narwhals | 201,525,795 |
29,229,736 |
1176 |
156 |
169 |
1 year, 4 months | a day |
| xgboost | 777,344,524 |
26,751,935 |
27109 |
8793 |
471 |
11 years | a day |
| polars | 198,126,822 |
17,947,620 |
34455 |
2303 |
2743 |
5 years | a day |
| imbalanced-learn | 367,656,572 |
15,247,287 |
7015 |
1307 |
59 |
10 years | 30 days |
| lightgbm | 458,814,293 |
10,326,457 |
17401 |
3914 |
459 |
8 years | a day |
| category_encoders | 71,399,371 |
2,228,392 |
2451 |
402 |
42 |
9 years | 27 days |
| umap-learn | 58,509,921 |
1,921,410 |
7860 |
844 |
509 |
8 years | 4 days |
| sktime | 29,808,310 |
1,223,774 |
9156 |
1658 |
1540 |
6 years | a day |
| skl2onnx | 37,441,918 |
848,395 |
589 |
119 |
103 |
6 years | a month |
| scikeras | 12,546,412 |
672,745 |
247 |
51 |
48 |
5 years | 7 months |
| yellowbrick | 26,756,283 |
550,744 |
4359 |
561 |
107 |
9 years | 4 months |
| tslearn | 13,714,548 |
426,217 |
3001 |
351 |
144 |
8 years | 5 days |
| skops | 1,975,226 |
232,831 |
492 |
57 |
21 |
3 years | 2 days |
| fairlearn | 8,113,801 |
129,794 |
2096 |
460 |
135 |
7 years | a day |
| darts | 5,102,501 |
129,358 |
8752 |
946 |
248 |
6 years | 12 days |
| mapie | 2,454,611 |
111,969 |
1435 |
123 |
39 |
4 years | a day |
| skorch | 4,003,708 |
110,659 |
6078 |
398 |
64 |
8 years | 20 days |
| scikit-multilearn | 4,708,879 |
87,429 |
940 |
178 |
91 |
11 years | 1 year, 5 months |
| dtreeviz | 6,040,669 |
77,390 |
3084 |
342 |
74 |
6 years | 4 months |
| scikit-lego | 1,370,271 |
33,668 |
1349 |
122 |
33 |
6 years | 22 days |
| skrub | 123,973 |
26,794 |
1429 |
153 |
110 |
7 years | a day |
| aeon | 318,797 |
16,324 |
1195 |
208 |
217 |
2 years | a day |
| crepes | 83,346 |
5,801 |
511 |
41 |
3 |
3 years | 21 days |
| skore | 25,284 |
4,413 |
509 |
91 |
119 |
1 year, 29 days | 5 days |
| sklearn-evaluation | 690,723 |
3,255 |
468 |
53 |
5 |
9 years | 4 months |
| human-learn | 93,617 |
3,104 |
818 |
55 |
6 |
5 years | 1 year, 1 day |
| turftopic | 45,197 |
1,996 |
70 |
8 |
10 |
1 year, 7 months | 12 days |
| embetter | 75,277 |
1,630 |
502 |
16 |
17 |
3 years | 3 months |
| topic-wizard | 48,094 |
1,227 |
128 |
15 |
3 |
2 years | 3 months |
| emlearn | 118,229 |
1,120 |
631 |
61 |
21 |
7 years | a day |
| doubtlab | 34,823 |
510 |
515 |
17 |
1 |
3 years | 1 year, 1 day |
| stormtrooper | 18,429 |
341 |
18 |
2 |
1 |
1 year, 11 months | 7 months |
| tweetopic | 18,153 |
278 |
32 |
4 |
9 |
2 years | 9 days |
| scikit-partial | 2,969 |
80 |
46 |
1 |
0 |
3 years | 1 year, 1 day |