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	11,532,113,632	440,001,232	47562	19506	3611	15 years	a day
scikit-learn	3,747,731,927	142,060,908	64609	26598	2123	15 years	a day
narwhals	447,478,875	43,223,500	1474	176	218	1 year, 11 months	a day
xgboost	975,952,565	31,754,189	27845	8831	492	11 years	3 days
polars	361,394,153	30,681,229	36935	2550	2702	5 years	6 hours
imbalanced-learn	461,682,453	13,082,799	7077	1324	56	11 years	a month
lightgbm	525,354,411	9,979,912	18004	3975	475	9 years	4 days
umap-learn	74,343,854	2,515,018	8053	859	523	8 years	a day
category_encoders	84,317,110	1,921,648	2476	405	40	10 years	5 days
scikit-base	24,887,149	1,274,759	31	29	30	3 years	7 days
skl2onnx	43,694,633	1,102,277	610	124	103	7 years	2 months
sktime	36,580,997	1,101,221	9451	1750	1676	7 years	2 days
pyod	35,287,600	807,483	9670	1463	238	8 years	8 days
yellowbrick	29,637,106	452,926	4393	568	108	9 years	11 months
tslearn	16,194,495	362,793	3082	365	101	8 years	a day
skops	4,491,806	296,670	510	62	25	3 years	8 days
scikeras	15,063,308	241,783	249	54	48	5 years	1 year, 1 month
feature-engine	9,175,262	238,014	2177	333	75	7 years	2 days
bertopic	8,095,206	237,193	7318	874	431	5 years	8 days
darts	6,324,862	236,015	9137	980	263	7 years	a month
scikit-survival	5,758,220	201,564	1257	221	29	9 years	a day
fairlearn	9,118,650	136,519	2187	477	130	7 years	8 days
skrub	524,860	121,830	1545	189	146	7 years	a day
mapie	3,166,695	101,613	1503	129	29	4 years	a day
skforecast	2,511,060	98,981	1425	175	20	4 years	a day
skorch	4,814,162	95,497	6147	404	66	8 years	a month
dtreeviz	6,632,687	75,517	3117	343	75	7 years	11 days
river	3,082,216	72,195	5672	604	144	6 years	4 days
scikit-multilearn	5,291,233	61,570	953	176	91	11 years	1 year, 11 months
skpro	1,134,821	54,354	293	76	113	8 years	2 days
sklearn-evaluation	789,633	54,164	468	54	5	10 years	10 months
scikit-lego	1,672,723	44,690	1376	122	34	6 years	a month
aeon	459,524	15,845	1315	257	272	3 years	a day
crepes	160,849	14,886	550	43	7	4 years	3 months
skore	52,569	4,877	567	105	141	1 year, 7 months	a day
skchange	75,342	4,608	41	5	8	2 years	4 months
turftopic	65,043	2,036	88	9	11	2 years	a month
embetter	87,303	1,219	520	16	17	4 years	3 months
emlearn	126,754	1,055	691	69	18	7 years	2 months
topic-wizard	60,643	1,001	139	17	3	3 years	10 months
human-learn	107,291	571	822	57	6	5 years	1 year, 6 months
stormtrooper	20,943	553	18	2	1	2 years	1 year, 2 months
doubtlab	37,512	461	517	18	1	4 years	1 year, 6 months
tweetopic	20,033	388	34	4	9	3 years	8 days
scikit-partial	3,790	90	46	1	0	3 years	1 year, 6 months