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	5,698,618,566	262,815,483	43198	17773	3615	14 years	a day
scikit-learn	1,967,405,602	72,697,103	59365	25237	2084	14 years	2 days
xgboost	511,629,288	21,044,603	26072	8698	466	10 years	a day
imbalanced-learn	210,404,034	11,634,936	6800	1275	46	10 years	3 months
lightgbm	355,216,420	10,191,018	16515	3821	361	8 years	5 hours
narwhals	8,827,732	8,716,612	358	49	47	6 months	a day
polars	70,718,377	8,144,294	29124	1829	1990	4 years	a day
umap-learn	40,438,081	1,380,761	7343	798	474	7 years	21 days
category_encoders	53,879,563	1,270,185	2397	393	47	8 years	4 months
skl2onnx	28,171,865	1,042,102	538	99	91	5 years	3 days
sktime	19,929,379	695,070	7734	1317	1169	5 years	a day
tslearn	9,586,915	386,735	2879	336	137	7 years	2 months
yellowbrick	21,903,698	377,823	4262	555	98	8 years	1 year, 1 month
scikeras	6,580,772	355,967	239	46	43	4 years	4 months
fairlearn	6,066,899	191,879	1891	410	160	6 years	a day
skorch	2,645,446	147,173	5759	387	63	7 years	2 days
darts	3,769,754	134,149	7891	854	245	5 years	6 days
dtreeviz	4,926,206	123,861	2923	332	72	6 years	10 days
skforecast	1,006,091	78,682	1070	123	16	3 years	2 days
mapie	1,529,350	57,941	1246	101	55	3 years	5 days
skops	462,521	51,111	440	52	32	2 years	3 days
scikit-multilearn	3,916,808	49,978	916	178	90	10 years	7 months
scikit-lego	1,071,366	28,017	1243	117	35	5 years	18 days
aeon	157,070	8,977	951	110	232	1 year, 8 months	a day
sklearn-evaluation	641,512	4,794	455	54	4	9 years	6 months
crepes	33,464	3,515	390	28	3	2 years	6 days
human-learn	59,615	2,554	792	54	6	4 years	a month
embetter	46,791	2,161	454	15	16	2 years	4 months
turftopic	16,530	2,086	12	4	9	9 months	20 days
skrub	11,801	1,907	1091	96	60	6 years	2 days
topic-wizard	28,076	1,395	94	13	4	1 year, 11 months	17 days
emlearn	100,543	1,208	476	54	15	6 years	20 days
stormtrooper	9,508	1,008	9	1	0	1 year, 1 month	a day
doubtlab	26,353	614	503	19	1	2 years	a month
tweetopic	12,757	463	28	3	8	2 years	2 months
scikit-partial	2,091	93	42	1	0	2 years	a month