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	10,262,201,730	461,811,636	46925	19187	3634	15 years	a day
scikit-learn	3,315,953,658	138,547,747	63793	26359	2151	15 years	a day
narwhals	327,192,066	41,091,202	1346	168	212	1 year, 8 months	a day
xgboost	883,597,541	32,077,703	27525	8818	475	11 years	2 days
polars	276,918,214	28,173,281	35832	2438	2765	5 years	a day
imbalanced-learn	421,686,415	15,415,635	7049	1318	57	11 years	a month
lightgbm	495,704,758	11,179,281	17764	3946	469	9 years	4 days
umap-learn	66,818,150	2,716,892	7978	852	515	8 years	13 days
category_encoders	78,278,729	2,106,791	2466	404	45	9 years	4 months
scikit-base	20,792,401	1,396,603	29	23	28	3 years	11 days
sktime	33,325,621	1,056,588	9305	1695	1614	6 years	6 hours
skl2onnx	40,788,303	1,033,109	598	123	105	6 years	a month
pyod	32,868,243	836,017	9546	1450	235	8 years	a month
skops	3,246,667	482,919	500	59	22	3 years	5 days
yellowbrick	28,240,492	446,515	4377	565	107	9 years	8 months
tslearn	15,104,012	406,050	3052	359	114	8 years	a day
scikeras	14,214,384	357,722	251	52	48	5 years	10 months
bertopic	7,279,468	329,033	7129	861	428	5 years	2 days
feature-engine	8,367,701	304,711	2147	331	72	6 years	a month
scikit-survival	5,197,839	209,897	1234	219	28	8 years	3 days
darts	5,673,342	202,692	8978	971	254	7 years	a day
skorch	4,441,344	163,945	6124	404	65	8 years	2 days
fairlearn	8,666,672	163,514	2138	471	134	7 years	a day
mapie	2,838,615	135,262	1478	127	36	4 years	a day
dtreeviz	6,362,772	110,258	3102	344	75	7 years	7 months
river	2,798,193	105,672	5583	597	143	6 years	20 days
scikit-multilearn	5,012,098	98,861	951	177	92	11 years	1 year, 8 months
skpro	925,294	68,388	284	58	91	8 years	11 days
scikit-lego	1,536,633	54,223	1365	121	32	6 years	4 days
skrub	260,604	47,679	1483	166	148	7 years	a day
aeon	390,985	23,855	1254	221	215	2 years	5 days
crepes	121,151	13,580	537	41	5	3 years	16 days
skchange	62,855	5,107	37	5	7	1 year, 10 months	a month
sklearn-evaluation	704,409	4,416	468	54	5	10 years	7 months
turftopic	58,184	4,370	80	8	11	1 year, 10 months	4 days
skore	40,498	3,874	544	96	106	1 year, 4 months	a day
topic-wizard	56,965	2,965	135	17	3	3 years	7 months
human-learn	104,587	2,962	822	55	6	5 years	1 year, 3 months
embetter	82,688	1,743	518	16	17	3 years	26 days
emlearn	122,682	1,244	673	64	18	7 years	7 days
stormtrooper	19,872	556	18	2	1	2 years	11 months
doubtlab	36,246	538	514	17	1	3 years	1 year, 3 months
tweetopic	19,195	363	33	4	9	3 years	19 days
scikit-partial	3,518	126	46	1	0	3 years	1 year, 3 months