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	7,088,932,409	286,962,232	44479	18189	3696	14 years	15 days
scikit-learn	2,355,766,599	76,801,973	60967	25556	2114	14 years	16 days
xgboost	639,186,696	23,682,472	26552	8740	455	11 years	15 days
imbalanced-learn	289,837,875	13,737,412	6908	1294	54	10 years	24 days
narwhals	65,912,191	12,581,139	787	124	92	1 year, 2 days	16 days
polars	118,968,218	9,970,413	31696	2062	2286	4 years	16 days
lightgbm	402,877,117	8,385,494	16932	3851	401	8 years	15 days
umap-learn	49,017,807	1,743,206	7611	817	492	7 years	2 months
category_encoders	61,005,404	1,474,284	2422	396	43	9 years	a month
sktime	24,122,679	891,525	8171	1447	1312	6 years	16 days
skl2onnx	33,212,490	765,680	568	111	104	6 years	16 days
scikeras	9,134,706	551,666	244	50	49	4 years	2 months
yellowbrick	24,170,662	419,883	4313	562	100	8 years	4 months
tslearn	11,570,688	408,417	2936	346	140	7 years	7 months
darts	4,429,921	157,309	8306	912	252	6 years	17 days
fairlearn	7,356,383	153,151	1999	432	154	6 years	21 days
skops	883,154	128,857	464	54	37	2 years	21 days
skorch	3,380,265	124,684	5957	394	62	7 years	16 days
dtreeviz	5,488,561	115,096	3012	337	72	6 years	5 months
mapie	1,930,049	95,007	1331	112	37	3 years	16 days
scikit-multilearn	4,235,864	76,130	926	180	90	10 years	1 year, 20 days
scikit-lego	1,204,964	25,614	1299	121	39	6 years	a month
skrub	43,785	11,274	1292	109	63	6 years	16 days
aeon	233,966	8,805	1081	156	158	2 years	16 days
sklearn-evaluation	669,231	5,125	464	54	5	9 years	5 months
crepes	52,716	3,690	475	37	2	3 years	4 months
embetter	62,540	3,221	480	16	19	3 years	30 days
human-learn	74,674	2,919	801	54	6	4 years	7 months
turftopic	30,846	2,748	42	5	6	1 year, 2 months	19 days
topic-wizard	38,454	2,197	108	13	3	2 years	27 days
skore	9,164	2,053	277	19	79	8 months	16 days
emlearn	109,265	1,488	561	58	15	6 years	a month
stormtrooper	15,314	1,091	15	2	1	1 year, 6 months	2 months
doubtlab	31,129	858	508	17	1	3 years	7 months
tweetopic	15,546	773	31	3	8	2 years	a month
scikit-partial	2,600	102	45	1	0	2 years	7 months