Ecosystem packages for scikit-learn

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