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	7,812,713,069	315,834,927	45152	18434	3708	14 years	a day
scikit-learn	2,566,274,191	94,219,518	61768	25767	2165	14 years	6 hours
xgboost	697,584,157	25,760,331	26818	8761	445	11 years	a day
narwhals	119,695,286	24,559,462	930	136	119	1 year, 1 month	a day
imbalanced-learn	322,820,002	14,633,287	6970	1304	56	10 years	3 days
polars	145,002,708	11,496,414	33110	2171	2482	4 years	a day
lightgbm	426,202,465	10,328,553	17133	3876	433	8 years	6 hours
category_encoders	65,354,329	2,023,663	2437	398	38	9 years	24 days
umap-learn	53,461,028	1,708,069	7723	825	503	7 years	a month
sktime	26,439,794	1,041,001	8335	1524	1445	6 years	2 days
skl2onnx	34,987,401	789,642	577	112	97	6 years	30 days
scikeras	10,516,105	680,745	244	50	49	5 years	4 months
yellowbrick	25,270,307	477,274	4334	561	103	8 years	a month
tslearn	12,532,140	413,208	2965	345	140	7 years	9 months
skops	1,255,057	168,892	475	57	21	2 years	3 days
skorch	3,676,622	152,566	6007	396	63	7 years	10 days
fairlearn	7,722,077	139,771	2049	452	135	6 years	4 days
darts	4,744,695	137,338	8509	924	248	6 years	a day
dtreeviz	5,778,049	113,835	3043	338	73	6 years	a month
scikit-multilearn	4,450,066	88,302	931	180	91	10 years	1 year, 2 months
mapie	2,125,540	86,331	1369	118	35	4 years	a day
scikit-lego	1,270,676	30,489	1318	122	41	6 years	3 days
aeon	269,628	17,479	1153	208	227	2 years	a day
skrub	68,063	12,162	1356	120	97	7 years	a day
crepes	66,342	6,464	496	39	2	3 years	16 days
sklearn-evaluation	680,133	5,355	466	53	5	9 years	a month
human-learn	83,882	4,881	808	55	6	4 years	9 months
turftopic	38,328	3,754	48	6	8	1 year, 4 months	8 days
embetter	69,567	3,230	496	17	19	3 years	24 days
topic-wizard	43,781	2,736	119	14	3	2 years	29 days
skore	14,240	2,619	395	45	104	9 months	a day
emlearn	113,875	2,234	604	60	17	7 years	2 days
doubtlab	33,249	906	510	17	1	3 years	9 months
stormtrooper	16,993	892	16	2	1	1 year, 8 months	4 months
tweetopic	17,069	817	31	3	8	2 years	10 days
scikit-partial	2,800	98	46	1	0	2 years	9 months