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 | 12,197,087,262 |
515,169,251 |
47927 |
19692 |
3653 |
15 years | a month |
| scikit-learn | 3,959,671,623 |
162,412,175 |
65183 |
26714 |
2140 |
15 years | a month |
| narwhals | 521,496,538 |
55,818,540 |
1528 |
178 |
202 |
2 years | a month |
| polars | 413,829,458 |
39,004,081 |
37492 |
2631 |
2735 |
5 years | a month |
| xgboost | 1,023,112,525 |
35,708,567 |
28029 |
8841 |
478 |
12 years | a month |
| imbalanced-learn | 478,153,278 |
12,524,814 |
7082 |
1328 |
61 |
11 years | a month |
| lightgbm | 541,032,434 |
11,945,454 |
18094 |
3984 |
477 |
9 years | a month |
| skops | 11,064,367 |
6,325,821 |
512 |
61 |
26 |
3 years | a month |
| umap-learn | 79,955,135 |
4,368,189 |
8099 |
858 |
521 |
8 years | a month |
| category_encoders | 87,555,278 |
2,547,355 |
2482 |
407 |
45 |
10 years | 2 months |
| scikit-base | 26,721,029 |
1,445,128 |
33 |
34 |
32 |
3 years | 2 months |
| skl2onnx | 45,478,493 |
1,391,436 |
618 |
125 |
100 |
7 years | a month |
| sktime | 38,116,626 |
1,194,834 |
9520 |
1820 |
1800 |
7 years | a month |
| pyod | 36,636,453 |
1,066,867 |
9720 |
1458 |
240 |
8 years | 2 months |
| yellowbrick | 30,271,952 |
490,100 |
4393 |
569 |
109 |
9 years | 1 year, 1 month |
| tslearn | 16,688,400 |
375,318 |
3104 |
366 |
92 |
8 years | a month |
| bertopic | 8,561,667 |
368,612 |
7404 |
879 |
432 |
5 years | a month |
| feature-engine | 9,600,395 |
334,689 |
2198 |
334 |
70 |
7 years | a month |
| darts | 6,716,021 |
305,355 |
9215 |
985 |
254 |
7 years | a month |
| scikeras | 15,402,746 |
273,362 |
249 |
53 |
48 |
5 years | 1 year, 3 months |
| scikit-survival | 6,053,798 |
235,076 |
1270 |
223 |
29 |
9 years | a month |
| fairlearn | 9,329,661 |
165,663 |
2206 |
480 |
131 |
7 years | a month |
| mapie | 3,332,502 |
132,962 |
1519 |
132 |
31 |
4 years | a month |
| scikit-multilearn | 5,428,461 |
111,632 |
954 |
175 |
91 |
11 years | 2 years |
| dtreeviz | 6,773,502 |
106,414 |
3124 |
340 |
75 |
7 years | 2 months |
| skorch | 4,945,686 |
101,334 |
6151 |
403 |
70 |
8 years | a month |
| skforecast | 2,638,767 |
99,660 |
1444 |
179 |
20 |
5 years | a month |
| skrub | 650,650 |
98,223 |
1567 |
205 |
148 |
8 years | a month |
| sklearn-evaluation | 891,366 |
85,504 |
467 |
54 |
5 |
10 years | 1 year, 14 days |
| river | 3,183,856 |
81,881 |
5720 |
607 |
117 |
7 years | a month |
| scikit-lego | 1,745,119 |
55,211 |
1379 |
123 |
40 |
7 years | a month |
| skpro | 1,183,063 |
39,508 |
302 |
97 |
122 |
8 years | a month |
| aeon | 492,811 |
27,212 |
1345 |
260 |
254 |
3 years | a month |
| crepes | 188,358 |
22,539 |
555 |
45 |
7 |
4 years | 5 months |
| skchange | 84,378 |
7,903 |
42 |
5 |
8 |
2 years | a month |
| skore | 60,818 |
5,694 |
588 |
121 |
158 |
1 year, 9 months | a month |
| turftopic | 68,804 |
2,688 |
93 |
9 |
11 |
2 years | a month |
| embetter | 90,667 |
2,556 |
521 |
16 |
17 |
4 years | a month |
| topic-wizard | 62,532 |
1,496 |
144 |
17 |
3 |
3 years | a year |
| emlearn | 128,443 |
1,251 |
702 |
72 |
19 |
7 years | 2 months |
| doubtlab | 38,395 |
823 |
517 |
18 |
1 |
4 years | 1 year, 8 months |
| human-learn | 108,214 |
686 |
824 |
57 |
6 |
5 years | 1 year, 8 months |
| stormtrooper | 21,399 |
455 |
19 |
2 |
1 |
2 years | 1 year, 4 months |
| tweetopic | 20,421 |
434 |
35 |
4 |
9 |
3 years | 2 months |
| scikit-partial | 3,877 |
95 |
46 |
1 |
0 |
3 years | 1 year, 8 months |