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	8,138,843,199	334,788,885	45416	18497	3704	14 years	6 hours
scikit-learn	2,663,470,002	99,658,014	62034	25835	2149	14 years	a day
xgboost	723,508,418	26,532,817	26920	8763	463	11 years	a day
narwhals	143,882,584	24,961,922	984	142	143	1 year, 2 months	a day
polars	160,414,648	15,716,726	33671	2230	2600	5 years	a day
imbalanced-learn	336,677,811	14,162,234	6983	1305	57	10 years	5 days
lightgbm	437,183,738	11,262,168	17212	3875	439	8 years	6 hours
category_encoders	67,142,304	1,852,683	2445	400	39	9 years	a month
umap-learn	54,936,161	1,522,235	7771	829	506	7 years	4 days
sktime	27,369,921	956,326	8385	1532	1453	6 years	2 days
skl2onnx	35,761,771	793,003	582	113	99	6 years	a day
scikeras	11,228,440	731,419	246	50	49	5 years	5 months
yellowbrick	25,716,411	458,546	4343	558	104	9 years	2 months
tslearn	12,865,811	345,637	2981	348	140	8 years	10 months
skops	1,475,743	225,889	479	55	20	3 years	23 days
fairlearn	7,853,671	135,762	2064	454	136	7 years	11 days
darts	4,851,445	111,305	8594	931	242	6 years	12 days
skorch	3,778,968	106,912	6028	397	63	7 years	22 days
dtreeviz	5,873,119	97,720	3056	340	73	6 years	2 months
mapie	2,219,252	96,199	1381	121	35	4 years	a day
scikit-multilearn	4,540,600	93,582	933	179	91	11 years	1 year, 3 months
scikit-lego	1,302,330	32,404	1331	122	36	6 years	16 days
aeon	287,141	18,056	1167	209	234	2 years	a day
skrub	80,477	13,174	1393	129	96	7 years	a day
crepes	72,024	5,746	503	39	2	3 years	a month
human-learn	88,113	4,379	810	55	6	4 years	10 months
sklearn-evaluation	683,873	3,939	467	53	5	9 years	2 months
skore	17,102	2,954	441	70	124	10 months	a day
turftopic	40,782	2,457	48	6	9	1 year, 5 months	9 days
embetter	71,805	2,328	497	17	19	3 years	a month
emlearn	115,746	2,084	617	61	18	7 years	26 days
topic-wizard	45,547	1,755	119	14	3	2 years	a month
doubtlab	33,921	879	512	17	1	3 years	10 months
stormtrooper	17,719	755	15	2	1	1 year, 9 months	5 months
tweetopic	17,607	611	31	3	8	2 years	a month
scikit-partial	2,867	97	46	1	0	3 years	10 months