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 | 10,936,135,792 |
502,389,980 |
47259 |
19363 |
3571 |
15 years | a day |
| scikit-learn | 3,557,845,862 |
190,041,431 |
64196 |
26480 |
2113 |
15 years | 6 hours |
| narwhals | 389,600,694 |
47,262,223 |
1404 |
175 |
219 |
1 year, 9 months | a day |
| xgboost | 933,224,595 |
37,796,001 |
27697 |
8822 |
481 |
11 years | a day |
| polars | 320,053,675 |
33,052,306 |
36396 |
2502 |
2655 |
5 years | a day |
| imbalanced-learn | 444,287,314 |
17,499,629 |
7068 |
1324 |
59 |
11 years | 3 months |
| lightgbm | 511,664,960 |
11,861,839 |
17907 |
3965 |
468 |
9 years | a day |
| umap-learn | 70,905,131 |
3,112,156 |
8010 |
856 |
519 |
8 years | 3 days |
| category_encoders | 81,591,206 |
2,479,410 |
2470 |
407 |
40 |
10 years | 21 days |
| scikit-base | 23,069,214 |
1,722,316 |
31 |
28 |
32 |
3 years | 2 days |
| sktime | 35,043,163 |
1,299,260 |
9381 |
1729 |
1670 |
7 years | 2 days |
| skl2onnx | 42,270,635 |
1,102,111 |
603 |
122 |
104 |
6 years | a month |
| pyod | 34,163,932 |
964,494 |
9619 |
1459 |
235 |
8 years | 3 days |
| yellowbrick | 29,022,815 |
598,214 |
4385 |
568 |
107 |
9 years | 9 months |
| skops | 4,032,931 |
580,065 |
501 |
60 |
23 |
3 years | 11 days |
| tslearn | 15,695,552 |
435,132 |
3071 |
360 |
104 |
8 years | 3 days |
| scikeras | 14,681,064 |
356,414 |
251 |
53 |
48 |
5 years | 11 months |
| feature-engine | 8,835,797 |
351,636 |
2169 |
332 |
70 |
6 years | 30 days |
| bertopic | 7,739,805 |
349,143 |
7222 |
869 |
429 |
5 years | 2 days |
| darts | 6,007,260 |
257,591 |
9073 |
976 |
253 |
7 years | 8 days |
| scikit-survival | 5,486,660 |
214,216 |
1246 |
219 |
28 |
8 years | 11 days |
| fairlearn | 8,921,433 |
191,773 |
2170 |
476 |
128 |
7 years | 7 days |
| skorch | 4,672,392 |
154,414 |
6139 |
404 |
66 |
8 years | 16 days |
| scikit-multilearn | 5,193,129 |
143,050 |
953 |
177 |
92 |
11 years | 1 year, 10 months |
| mapie | 3,028,710 |
134,816 |
1493 |
129 |
36 |
4 years | a day |
| river | 2,965,448 |
126,395 |
5633 |
603 |
146 |
6 years | 3 days |
| dtreeviz | 6,528,544 |
120,984 |
3109 |
343 |
76 |
7 years | 9 days |
| skforecast | 2,371,545 |
117,405 |
1413 |
173 |
23 |
4 years | 6 hours |
| skrub | 361,373 |
85,287 |
1521 |
181 |
148 |
7 years | a day |
| skpro | 1,067,779 |
85,175 |
291 |
76 |
111 |
8 years | a day |
| scikit-lego | 1,610,210 |
53,237 |
1372 |
121 |
33 |
6 years | 2 days |
| aeon | 436,927 |
34,733 |
1289 |
237 |
243 |
2 years | a day |
| crepes | 141,395 |
14,277 |
548 |
42 |
7 |
4 years | a month |
| sklearn-evaluation | 718,634 |
12,487 |
468 |
54 |
5 |
10 years | 9 months |
| skchange | 69,462 |
4,144 |
40 |
5 |
8 |
2 years | 2 months |
| skore | 45,996 |
3,617 |
552 |
101 |
130 |
1 year, 5 months | a day |
| turftopic | 61,952 |
2,977 |
83 |
8 |
11 |
2 years | 2 days |
| embetter | 85,322 |
1,931 |
520 |
16 |
17 |
4 years | 2 months |
| topic-wizard | 59,207 |
1,729 |
136 |
17 |
3 |
3 years | 8 months |
| emlearn | 124,864 |
1,651 |
684 |
67 |
18 |
7 years | 12 days |
| human-learn | 106,432 |
739 |
822 |
57 |
6 |
5 years | 1 year, 4 months |
| doubtlab | 36,946 |
553 |
518 |
18 |
1 |
4 years | 1 year, 4 months |
| stormtrooper | 20,373 |
500 |
18 |
2 |
1 |
2 years | 1 year, 14 days |
| tweetopic | 19,584 |
393 |
33 |
4 |
9 |
3 years | a month |
| scikit-partial | 3,697 |
201 |
46 |
1 |
0 |
3 years | 1 year, 4 months |