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	9,380,351,239	391,125,343	46410	18852	3708	15 years	a day
scikit-learn	3,046,991,562	123,702,797	63143	26174	2162	15 years	a day
narwhals	249,186,581	34,476,397	1257	161	183	1 year, 6 months	a day
xgboost	819,908,023	31,436,106	27278	8799	474	11 years	6 hours
polars	224,999,381	19,412,693	35069	2366	2804	5 years	a day
imbalanced-learn	390,144,444	16,269,339	7033	1312	55	11 years	a day
lightgbm	473,996,791	10,659,420	17546	3927	460	9 years	6 hours
umap-learn	61,692,593	2,267,873	7921	849	512	8 years	a day
category_encoders	73,959,720	1,810,029	2457	403	44	9 years	2 months
skl2onnx	38,802,388	1,014,099	595	119	98	6 years	21 days
sktime	31,212,419	981,519	9217	1671	1566	6 years	3 days
scikeras	13,386,495	555,016	247	51	48	5 years	8 months
tslearn	14,297,293	431,938	3024	354	133	8 years	a day
yellowbrick	27,359,731	421,774	4369	562	107	9 years	6 months
skops	2,389,477	298,057	496	60	20	3 years	8 days
darts	5,299,117	142,429	8848	955	252	6 years	5 days
fairlearn	8,302,676	140,309	2115	463	132	7 years	15 days
mapie	2,601,074	104,400	1449	125	39	4 years	a day
skorch	4,133,674	95,736	6109	402	66	8 years	12 days
scikit-multilearn	4,819,269	81,853	945	178	91	11 years	1 year, 6 months
dtreeviz	6,151,805	78,533	3089	343	75	7 years	5 months
scikit-lego	1,433,067	45,276	1352	121	33	6 years	2 months
skrub	179,826	38,471	1444	154	113	7 years	2 days
aeon	342,048	17,438	1221	216	207	2 years	a day
crepes	97,004	9,999	516	41	3	3 years	2 months
skore	31,095	4,143	519	94	105	1 year, 2 months	2 days
human-learn	98,824	3,877	820	55	6	5 years	1 year, 1 month
sklearn-evaluation	695,345	3,511	468	53	5	9 years	5 months
turftopic	49,698	3,477	77	8	11	1 year, 8 months	a month
topic-wizard	51,733	2,749	131	15	3	2 years	5 months
embetter	78,679	2,259	514	16	16	3 years	13 days
emlearn	120,129	1,408	645	62	18	7 years	3 days
stormtrooper	18,998	480	18	2	1	2 years	9 months
tweetopic	18,658	473	33	4	9	2 years	a month
doubtlab	35,370	451	515	17	1	3 years	1 year, 1 month
scikit-partial	3,340	347	46	1	0	3 years	1 year, 1 month