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	10,936,135,792	502,389,980	47259	19363	3571	15 years	a day
scikit-learn	3,557,845,862	190,041,431	64196	26480	2113	15 years	6 hours
narwhals	389,600,694	47,262,223	1404	175	219	1 year, 9 months	a day
xgboost	933,224,595	37,796,001	27697	8822	481	11 years	a day
polars	320,053,675	33,052,306	36396	2502	2655	5 years	a day
imbalanced-learn	444,287,314	17,499,629	7068	1324	59	11 years	3 months
lightgbm	511,664,960	11,861,839	17907	3965	468	9 years	a day
umap-learn	70,905,131	3,112,156	8010	856	519	8 years	3 days
category_encoders	81,591,206	2,479,410	2470	407	40	10 years	21 days
scikit-base	23,069,214	1,722,316	31	28	32	3 years	2 days
sktime	35,043,163	1,299,260	9381	1729	1670	7 years	2 days
skl2onnx	42,270,635	1,102,111	603	122	104	6 years	a month
pyod	34,163,932	964,494	9619	1459	235	8 years	3 days
yellowbrick	29,022,815	598,214	4385	568	107	9 years	9 months
skops	4,032,931	580,065	501	60	23	3 years	11 days
tslearn	15,695,552	435,132	3071	360	104	8 years	3 days
scikeras	14,681,064	356,414	251	53	48	5 years	11 months
feature-engine	8,835,797	351,636	2169	332	70	6 years	30 days
bertopic	7,739,805	349,143	7222	869	429	5 years	2 days
darts	6,007,260	257,591	9073	976	253	7 years	8 days
scikit-survival	5,486,660	214,216	1246	219	28	8 years	11 days
fairlearn	8,921,433	191,773	2170	476	128	7 years	7 days
skorch	4,672,392	154,414	6139	404	66	8 years	16 days
scikit-multilearn	5,193,129	143,050	953	177	92	11 years	1 year, 10 months
mapie	3,028,710	134,816	1493	129	36	4 years	a day
river	2,965,448	126,395	5633	603	146	6 years	3 days
dtreeviz	6,528,544	120,984	3109	343	76	7 years	9 days
skforecast	2,371,545	117,405	1413	173	23	4 years	6 hours
skrub	361,373	85,287	1521	181	148	7 years	a day
skpro	1,067,779	85,175	291	76	111	8 years	a day
scikit-lego	1,610,210	53,237	1372	121	33	6 years	2 days
aeon	436,927	34,733	1289	237	243	2 years	a day
crepes	141,395	14,277	548	42	7	4 years	a month
sklearn-evaluation	718,634	12,487	468	54	5	10 years	9 months
skchange	69,462	4,144	40	5	8	2 years	2 months
skore	45,996	3,617	552	101	130	1 year, 5 months	a day
turftopic	61,952	2,977	83	8	11	2 years	2 days
embetter	85,322	1,931	520	16	17	4 years	2 months
topic-wizard	59,207	1,729	136	17	3	3 years	8 months
emlearn	124,864	1,651	684	67	18	7 years	12 days
human-learn	106,432	739	822	57	6	5 years	1 year, 4 months
doubtlab	36,946	553	518	18	1	4 years	1 year, 4 months
stormtrooper	20,373	500	18	2	1	2 years	1 year, 14 days
tweetopic	19,584	393	33	4	9	3 years	a month
scikit-partial	3,697	201	46	1	0	3 years	1 year, 4 months