Table 7.

Dataset before data augmentation.

Features	Mean	Std	Min	25%	50%	75%	Max
radius_mean	14.46	3.1	6.98	12.19	13.73	16.75	23.27
texture_mean	19.07	3.74	9.71	16.39	18.92	21.47	29.81
perimeter_mean	93.9	21.12	43.79	78.2	88.48	109.72	152.1
area_mean	675.59	294.56	143.5	458.02	581.65	884.78	1686.0
smoothness_mean	0.1	0.01	0.06	0.09	0.1	0.1	0.13
compactness_mean	0.1	0.04	0.02	0.07	0.09	0.13	0.23
concavity_mean	0.08	0.06	0.0	0.03	0.06	0.12	0.28
concave points_mean	0.05	0.03	0.0	0.02	0.04	0.08	0.16
symmetry_mean	0.18	0.02	0.12	0.16	0.18	0.19	0.25
fractal_dimension_mean	0.06	0.01	0.05	0.06	0.06	0.06	0.08
radius_se	0.37	0.18	0.11	0.23	0.32	0.47	0.97
texture_se	1.09	0.38	0.36	0.82	1.04	1.34	2.24
perimeter_se	2.59	1.24	0.76	1.59	2.28	3.22	6.79
area_se	36.37	25.4	6.8	18.15	26.38	47.48	116.29
smoothness_se	0.01	0.0	0.0	0.01	0.01	0.01	0.01
compactness_se	0.02	0.01	0.0	0.01	0.02	0.03	0.06
concavity_se	0.03	0.01	0.0	0.02	0.02	0.04	0.08
concave points_se	0.01	0.0	0.0	0.01	0.01	0.01	0.02
symmetry_se	0.02	0.01	0.01	0.01	0.02	0.02	0.03
fractal_dimension_se	0.0	0.0	0.0	0.0	0.0	0.0	0.01
radius_worst	16.72	4.27	7.93	13.35	15.64	19.93	28.01
texture_worst	25.66	5.47	12.02	21.71	25.62	29.88	42.65
perimeter_worst	109.71	28.99	50.41	86.77	102.4	131.42	187.33
area_worst	911.11	472.97	185.2	549.28	749.5	1227.85	2405.48
smoothness_worst	0.13	0.02	0.08	0.12	0.13	0.15	0.19
compactness_worst	0.25	0.12	0.03	0.16	0.22	0.32	0.66
concavity_worst	0.27	0.17	0.0	0.13	0.24	0.39	0.77
concave points_worst	0.12	0.06	0.0	0.07	0.11	0.16	0.26
symmetry_worst	0.29	0.05	0.18	0.26	0.29	0.32	0.43
fractal_dimension_worst	0.08	0.01	0.06	0.07	0.08	0.09	0.12
diagnosis	0.44	0.5	0.0	0.0	0.0	1.0	1.0