tabular/tabular_summary.md

Tabular max-F1 conversion

dataset	classifier	C	n	tau	F1val@0.5	F1val@tau	F1test@0.5	F1test@tau	F1test@conv0.5	exact	delta
breast_cancer	logreg	2	143	0.4819	0.9888	0.9944	0.9775	0.9775	0.9775	True	0.00%
breast_cancer	random_forest	2	143	0.5400	0.9551	0.9714	0.9551	0.9492	0.9492	True	0.00%
breast_cancer	hist_gb	2	143	0.5280	0.9832	0.9832	0.9609	0.9609	0.9609	True	0.00%
breast_cancer	gaussian_nb	2	143	0.9984	0.9392	0.9655	0.9497	0.9425	0.9425	True	0.00%
breast_cancer	knn	2	143	0.6655	0.9674	0.9724	0.9727	0.9600	0.9600	True	0.00%
wine	logreg	3	45	0.2684-0.8849	0.9791	1.0000	0.9855	0.8978	0.8978	True	2.22%
wine	random_forest	3	45	0.4067-0.6333	0.9791	0.9797	0.9795	0.9650	0.9650	True	0.00%
wine	hist_gb	3	45	0.0489-0.9974	0.9582	0.9797	0.9565	0.8885	0.8885	True	0.00%
wine	gaussian_nb	3	45	0.9957-0.9990	1.0000	1.0000	0.9337	0.9067	0.9067	True	0.00%
wine	knn	3	45	0.3207-0.8246	0.9374	0.9791	1.0000	0.9369	0.9369	True	0.00%
iris	logreg	3	38	0.4077-0.8893	0.9733	1.0000	0.9200	0.8806	0.8806	True	0.00%
iris	random_forest	3	38	0.2833-0.9767	0.9733	1.0000	0.8932	0.8006	0.8006	True	0.00%
iris	hist_gb	3	38	0.0140-0.9999	0.9733	1.0000	0.8932	0.8994	0.8994	True	0.00%
iris	gaussian_nb	3	38	0.3040-1.0000	0.9733	1.0000	0.9200	0.9165	0.9165	True	0.00%
iris	knn	3	38	0.3729-1.0000	0.9733	0.9743	0.9466	0.8561	0.8561	True	0.00%
digits	logreg	10	450	0.0748-0.8163	0.9605	0.9769	0.9606	0.9571	0.9571	True	2.89%
digits	random_forest	10	450	0.2467-0.5300	0.9111	0.9787	0.9229	0.9698	0.9698	True	13.56%
digits	hist_gb	10	450	0.3272-0.9835	0.9763	0.9830	0.9703	0.9630	0.9630	True	0.22%
digits	gaussian_nb	10	450	0.0000-1.0000	0.8205	0.8706	0.8349	0.8686	0.8686	True	0.00%
digits	knn	10	450	0.1430-0.9395	0.9351	0.9596	0.9463	0.9390	0.9390	True	3.78%
synthetic_5	logreg	5	750	0.2204-0.4871	0.7556	0.7853	0.7367	0.7467	0.7467	True	8.80%
synthetic_5	random_forest	5	750	0.3033-0.4267	0.7990	0.8749	0.7829	0.8454	0.8454	True	27.07%
synthetic_5	hist_gb	5	750	0.1429-0.7038	0.8862	0.8953	0.8775	0.8859	0.8859	True	0.93%
synthetic_5	gaussian_nb	5	750	0.1923-0.4530	0.7328	0.7647	0.7231	0.7335	0.7335	True	9.33%
synthetic_5	knn	5	750	0.3977-0.4091	0.7884	0.8427	0.7855	0.8184	0.8184	True	25.33%
synthetic_20	logreg	20	1000	0.1112-0.3421	0.2882	0.4590	0.2670	0.3836	0.3836	True	65.20%
synthetic_20	random_forest	20	1000	0.1167-0.1867	0.0133	0.6046	0.0040	0.5415	0.5415	True	99.80%
synthetic_20	hist_gb	20	1000	0.1264-0.8252	0.5404	0.5865	0.5115	0.5199	0.5199	True	20.00%
synthetic_20	gaussian_nb	20	1000	0.0597-0.4177	0.3456	0.4583	0.3424	0.3949	0.3949	True	50.80%
synthetic_20	knn	20	1000	0.1365-0.2667	0.0490	0.4946	0.0797	0.4332	0.4332	True	95.30%