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	6,877,024,149	275,835,226	44294	18115	3681	14 years	6 hours
scikit-learn	2,298,605,526	69,175,701	60749	25507	2117	14 years	a day
xgboost	621,616,621	22,627,571	26478	8739	451	10 years	a day
imbalanced-learn	279,655,368	13,759,652	6892	1289	52	10 years	22 days
narwhals	56,141,411	9,743,840	755	121	78	10 months	a day
polars	111,490,448	8,473,344	31354	2038	2295	4 years	a day
lightgbm	396,693,247	7,834,996	16871	3843	390	8 years	a day
umap-learn	47,692,876	1,246,943	7562	811	488	7 years	a month
category_encoders	59,878,941	1,203,502	2419	396	46	9 years	7 days
skl2onnx	32,677,302	797,670	564	105	102	6 years	23 days
sktime	23,474,013	774,785	8084	1424	1286	6 years	a day
scikeras	8,726,305	524,507	243	50	49	4 years	a month
fairlearn	7,250,229	479,320	1984	427	163	6 years	3 days
yellowbrick	23,862,043	368,671	4306	561	99	8 years	3 months
tslearn	11,292,546	350,825	2934	346	140	7 years	6 months
skorch	3,292,713	161,064	5935	392	64	7 years	4 days
darts	4,314,564	109,358	8232	901	248	6 years	5 days
dtreeviz	5,402,260	95,122	3003	337	72	6 years	4 months
skops	779,510	66,875	461	53	34	2 years	29 days
mapie	1,861,153	64,665	1316	112	38	3 years	a day
scikit-multilearn	4,183,161	64,068	923	182	90	10 years	11 months
scikit-lego	1,186,389	23,211	1291	119	38	5 years	a day
aeon	227,526	8,417	1068	147	172	2 years	a day
skrub	36,540	7,879	1270	108	69	6 years	3 days
sklearn-evaluation	665,947	5,361	463	54	5	9 years	3 months
turftopic	29,410	3,048	42	5	5	1 year, 1 month	5 days
topic-wizard	37,343	2,801	106	13	3	2 years	11 days
human-learn	72,637	2,568	801	54	6	4 years	6 months
crepes	49,934	2,416	474	37	2	3 years	3 months
embetter	60,215	2,402	474	15	17	3 years	27 days
skore	7,786	1,924	149	10	93	6 months	a day
emlearn	108,326	1,437	544	57	15	6 years	9 days
stormtrooper	14,661	1,080	13	2	1	1 year, 5 months	a month
doubtlab	30,582	991	508	17	1	3 years	6 months
tweetopic	15,213	792	31	3	8	2 years	8 days
scikit-partial	2,553	198	44	1	0	2 years	6 months