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	8,464,681,641	338,847,910	45701	18593	3730	14 years	a day
scikit-learn	2,759,689,719	100,046,734	62331	25923	2177	14 years	a day
narwhals	170,420,883	27,559,332	1120	147	152	1 year, 3 months	a day
xgboost	748,953,676	26,521,827	26998	8781	468	11 years	6 hours
polars	178,887,367	19,112,117	34023	2264	2708	5 years	a day
imbalanced-learn	351,422,617	15,236,530	6998	1306	57	10 years	8 days
lightgbm	447,882,821	11,088,084	17301	3897	451	8 years	a day
category_encoders	69,047,266	1,991,563	2448	400	41	9 years	4 days
umap-learn	56,498,306	1,629,090	7807	837	508	7 years	a month
sktime	28,514,452	1,180,783	9090	1641	1506	6 years	a day
skl2onnx	36,541,329	810,747	587	116	100	6 years	15 days
scikeras	11,820,383	610,109	246	52	49	5 years	6 months
yellowbrick	26,174,245	473,855	4353	560	106	9 years	3 months
tslearn	13,260,527	408,240	2994	350	144	8 years	a day
skops	1,729,048	263,584	489	56	20	3 years	a month
fairlearn	7,977,088	128,127	2086	459	136	7 years	18 days
darts	4,966,212	119,951	8675	937	245	6 years	7 days
mapie	2,335,161	119,295	1414	120	38	4 years	2 days
skorch	3,887,165	111,961	6048	398	61	7 years	a day
dtreeviz	5,959,063	89,364	3079	341	73	6 years	3 months
scikit-multilearn	4,614,745	77,828	937	179	91	11 years	1 year, 4 months
scikit-lego	1,334,694	33,675	1338	123	37	6 years	a day
skrub	96,230	16,239	1406	131	107	7 years	2 days
aeon	301,567	14,962	1190	207	225	2 years	a day
crepes	77,236	5,362	509	40	2	3 years	2 months
skore	20,678	3,706	476	74	112	11 months	a day
sklearn-evaluation	687,316	3,627	467	53	5	9 years	3 months
human-learn	90,365	2,422	814	55	6	4 years	10 months
turftopic	43,040	2,375	54	6	11	1 year, 6 months	3 days
embetter	73,594	1,802	500	17	18	3 years	2 months
topic-wizard	46,821	1,354	125	15	3	2 years	2 months
emlearn	117,028	1,308	624	62	19	7 years	5 days
doubtlab	34,382	519	513	17	1	3 years	10 months
stormtrooper	18,106	401	15	2	1	1 year, 10 months	6 months
tweetopic	17,875	353	32	4	9	2 years	2 months
scikit-partial	2,917	88	46	1	0	3 years	10 months