Training Results 

Train Sample Name	Actual	Predicted	Error (*)	Conf (H/L)	Conf	No Call	Real Error	Correct Call	AML.8.21.	AML.15.17	AML.M7...	AML.MLL..	AML.inv16	Brier score
JD0011.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.949	0	0	1	0.82	0.032	0.06	0.044	0.039	0.032
JD0016.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.984	0	0	1	0.9	0.017	0.02	0.018	0.046	0.01
JD0017.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.952	0	0	1	0.84	0.014	0.02	0.013	0.11	0.026
JD0020.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.896	0	0	1	0.77	0.024	0.013	0.021	0.17	0.053
JD0022.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.974	0	0	1	0.88	0.02	0.021	0.0093	0.074	0.014
JD0030.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.932	0	0	1	0.81	0.02	0.03	0.011	0.13	0.036
JD0066.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.986	0	0	1	0.91	0.017	0.017	0.01	0.048	0.0081
JD0070.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.974	0	0	1	0.88	0.012	0.017	0.019	0.076	0.014
JD0073.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.977	0	0	1	0.88	0.017	0.04	0.022	0.04	0.014
JD0080.AMD.v5.U133A	AML.8.21.	AML.inv16	 * 	 H 	0.983	0	1	0	0.046	0.0064	0.0095	0.038	0.9	0.81
JD0086.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.972	0	0	1	0.87	0.024	0.028	0.013	0.064	0.017
JD0091.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.952	0	0	1	0.84	0.017	0.013	0.021	0.11	0.026
JD0102.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.932	0	0	1	0.81	0.024	0.013	0.018	0.13	0.036
JD0115.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.979	0	0	1	0.89	0.024	0.0085	0.012	0.063	0.012
JD0116.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.972	0	0	1	0.87	0.019	0.023	0.029	0.064	0.017
JD0118.AMD.v5.U133A	AML.8.21.	AML.inv16	 * 	 H 	0.819	0	1	0	0.23	0.021	0.027	0.022	0.7	0.49
JD0125.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.98	0	0	1	0.89	0.019	0.034	0.0099	0.045	0.012
JD0131.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.782	0	0	1	0.67	0.014	0.052	0.012	0.25	0.11
JD0144.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.385	0	0	1	0.48	0.0081	0.0096	0.03	0.47	0.27
JD0145.AMD.v5.U133A	AML.8.21.	AML.inv16	 * 	 H 	0.502	0	1	0	0.42	0.01	0.02	0.02	0.53	0.28
JD0163.AMD.v5.U133A	AML.8.21.	AML.8.21.	   	 H 	0.959	0	0	1	0.84	0.023	0.055	0.031	0.052	0.026
JD0002.AMD.v5.U133A	AML.15.17	AML.15.17	   	 H 	0.992	0	0	1	0.0074	0.93	0.029	0.014	0.022	0.0049
JD0008.AMD.v5.U133A	AML.15.17	AML.15.17	   	 H 	0.968	0	0	1	0.018	0.86	0.045	0.018	0.061	0.02
JD0036.AMD.v5.U133A	AML.15.17	AML.15.17	   	 H 	0.992	0	0	1	0.013	0.93	0.032	0.01	0.018	0.0049
JD0049.AMD.v5.U133A	AML.15.17	AML.15.17	   	 H 	0.992	0	0	1	0.0095	0.93	0.035	0.013	0.015	0.0049
JD0053.AMD.v5.U133A	AML.15.17	AML.15.17	   	 H 	0.97	0	0	1	0.012	0.87	0.08	0.015	0.023	0.017
JD0096.AMD.v5.U133A	AML.15.17	AML.15.17	   	 H 	0.994	0	0	1	0.012	0.94	0.014	0.016	0.02	0.0036
JD0108.AMD.v5.U133A	AML.15.17	AML.15.17	   	 H 	0.983	0	0	1	0.0091	0.9	0.022	0.014	0.051	0.01
JD0109.AMD.v5.U133A	AML.15.17	AML.15.17	   	 H 	0.994	0	0	1	0.011	0.94	0.02	0.012	0.017	0.0036
JD0128.AMD.v5.U133A	AML.15.17	AML.15.17	   	 H 	0.992	0	0	1	0.01	0.93	0.031	0.013	0.015	0.0049
JD0133.AMD.v5.U133A	AML.15.17	AML.15.17	   	 H 	0.972	0	0	1	0.021	0.87	0.062	0.035	0.016	0.017
JD0136.AMD.v5.U133A	AML.15.17	AML.15.17	   	 H 	0.981	0	0	1	0.031	0.89	0.035	0.03	0.012	0.012
JD0138.AMD.v5.U133A	AML.15.17	AML.15.17	   	 H 	0.969	0	0	1	0.046	0.86	0.038	0.042	0.014	0.02
JD0146.AMD.v5.U133A	AML.15.17	AML.15.17	   	 H 	0.994	0	0	1	0.014	0.94	0.018	0.018	0.013	0.0036
JD0147.AMD.v5.U133A	AML.15.17	AML.15.17	   	 H 	0.98	0	0	1	0.011	0.89	0.056	0.015	0.024	0.012
JD0148.AMD.v5.U133A	AML.15.17	AML.15.17	   	 H 	0.983	0	0	1	0.01	0.9	0.05	0.012	0.026	0.01
JD0009.AMD.v5.U133A	AML.M7...	AML.M7...	   	 H 	0.997	0	0	1	0.0092	0.0099	0.96	0.012	0.013	0.0016
JD0023.AMD.v5.U133A	AML.M7...	AML.M7...	   	 H 	0.992	0	0	1	0.0062	0.04	0.93	0.011	0.011	0.0049
JD0024.AMD.v5.U133A	AML.M7...	AML.M7...	   	 H 	0.998	0	0	1	0.0054	0.014	0.97	0.0084	0.0064	9e-04
JD0058.AMD.v5.U133A	AML.M7...	AML.M7...	   	 H 	0.997	0	0	1	0.0062	0.012	0.96	0.014	0.0094	0.0016
JD0063.AMD.v5.U133A	AML.M7...	AML.M7...	   	 H 	0.996	0	0	1	0.01	0.0088	0.95	0.018	0.01	0.0025
JD0067.AMD.v5.U133A	AML.M7...	AML.M7...	   	 H 	0.994	0	0	1	0.016	0.0092	0.94	0.019	0.018	0.0036
JD0068.AMD.v5.U133A	AML.M7...	AML.M7...	   	 H 	0.996	0	0	1	0.0047	0.023	0.95	0.016	0.009	0.0025
JD0154.AMD.v5.U133A	AML.M7...	AML.M7...	   	 H 	0.999	0	0	1	0.0045	0.012	0.97	0.0073	0.0069	9e-04
JD0157.AMD.v5.U133A	AML.M7...	AML.M7...	   	 H 	0.994	0	0	1	0.018	0.014	0.94	0.0093	0.023	0.0036
JD0161.AMD.v5.U133A	AML.M7...	AML.M7...	   	 H 	0.997	0	0	1	0.0089	0.0076	0.96	0.0093	0.014	0.0016
JD0026.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.97	0	0	1	0.013	0.023	0.012	0.87	0.08	0.017
JD0027.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.987	0	0	1	0.018	0.0075	0.019	0.91	0.041	0.0081
JD0029.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.942	0	0	1	0.01	0.012	0.016	0.83	0.13	0.029
JD0031.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.925	0	0	1	0.027	0.016	0.092	0.79	0.079	0.044
JD0037.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.964	0	0	1	0.029	0.034	0.05	0.85	0.038	0.023
JD0040.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.994	0	0	1	0.015	0.0089	0.0088	0.94	0.024	0.0036
JD0042.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.43	0	0	1	0.033	0.33	0.12	0.43	0.083	0.32
JD0046.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.994	0	0	1	0.0091	0.009	0.016	0.94	0.023	0.0036
JD0048.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.992	0	0	1	0.014	0.0083	0.0075	0.93	0.037	0.0049
JD0050.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.994	0	0	1	0.0075	0.011	0.017	0.94	0.02	0.0036
JD0051.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.985	0	0	1	0.0097	0.0083	0.012	0.91	0.059	0.0081
JD0054.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.99	0	0	1	0.0074	0.012	0.035	0.92	0.021	0.0064
JD0059.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.981	0	0	1	0.015	0.011	0.01	0.9	0.067	0.01
JD0069.AMD.NA.v5.U133A	AML.MLL..	AML.inv16	 * 	 H 	0.734	0	1	0	0.13	0.12	0.081	0.083	0.59	0.35
JD0074.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.872	0	0	1	0.11	0.09	0.042	0.72	0.043	0.078
JD0085.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.994	0	0	1	0.008	0.011	0.014	0.94	0.023	0.0036
JD0090.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.994	0	0	1	0.0084	0.011	0.018	0.94	0.024	0.0036
JD0097.AMD.v5.U133A	AML.MLL..	AML.15.17	 * 	 L 	0.262	1	0	0	0.048	0.34	0.15	0.34	0.12	0.12
JD0135.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.975	0	0	1	0.014	0.011	0.064	0.88	0.03	0.014
JD0149.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.986	0	0	1	0.014	0.007	0.034	0.91	0.038	0.0081
JD0150.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.994	0	0	1	0.0075	0.011	0.013	0.94	0.025	0.0036
JD0151.AMD.NA.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.857	0	0	1	0.035	0.021	0.044	0.72	0.18	0.078
JD0152.AMD.v5.U133A	AML.MLL..	AML.MLL..	   	 H 	0.979	0	0	1	0.011	0.0076	0.039	0.89	0.054	0.012
JD0001.AMD.v5.U133A	AML.inv16	AML.inv16	   	 H 	0.989	0	0	1	0.039	0.017	0.015	0.01	0.92	0.0064
JD0006.AMD.v5.U133A	AML.inv16	AML.inv16	   	 H 	0.908	0	0	1	0.018	0.0088	0.011	0.17	0.79	0.044
JD0013.AMD.v5.U133A	AML.inv16	AML.inv16	   	 H 	0.849	0	0	1	0.18	0.021	0.055	0.025	0.71	0.084
JD0033.AMD.v5.U133A	AML.inv16	AML.inv16	   	 H 	0.822	0	0	1	0.026	0.008	0.012	0.24	0.71	0.084
JD0035.AMD.v5.U133A	AML.inv16	AML.inv16	   	 H 	0.99	0	0	1	0.02	0.0044	0.021	0.03	0.92	0.0064
JD0056.AMD.v5.U133A	AML.inv16	AML.inv16	   	 H 	0.965	0	0	1	0.021	0.0047	0.025	0.085	0.86	0.02
JD0076.AMD.v5.U133A	AML.inv16	AML.inv16	   	 H 	0.711	0	0	1	0.29	0.035	0.033	0.02	0.62	0.14
JD0079.AMD.v5.U133A	AML.inv16	AML.inv16	   	 H 	0.992	0	0	1	0.026	0.0037	0.01	0.031	0.93	0.0049
JD0081.AMD.v5.U133A	AML.inv16	AML.inv16	   	 H 	0.992	0	0	1	0.03	0.0069	0.012	0.019	0.93	0.0049
JD0087.AMD.v5.U133A	AML.inv16	AML.8.21.	 * 	 H 	0.5	0	1	0	0.5	0.033	0.058	0.028	0.38	0.25
JD0094.AMD.v5.U133A	AML.inv16	AML.8.21.	 * 	 H 	0.544	0	1	0	0.52	0.044	0.046	0.025	0.36	0.27
JD0132.AMD.v5.U133A	AML.inv16	AML.inv16	   	 H 	0.986	0	0	1	0.044	0.0077	0.025	0.014	0.91	0.0081
JD0160.AMD.v5.U133A	AML.inv16	AML.inv16	   	 H 	0.915	0	0	1	0.13	0.029	0.041	0.02	0.78	0.048
JD0162.AMD.v5.U133A	AML.inv16	AML.inv16	   	 H 	0.989	0	0	1	0.016	0.0039	0.019	0.038	0.92	0.0064


 Brier score (Train) = 
0.056
Class	Count	No Call	No Call (%)	Real Error	Real Error (%)	Correct Call	Correct Call (%)
AML.15.17	15	0	0	0	0	15	1
AML.8.21.	21	0	0	3	0.142857142857143	18	0.857142857142857
AML.inv16	14	0	0	2	0.142857142857143	12	0.857142857142857
AML.M7...	10	0	0	0	0	10	1
AML.MLL..	23	1	0.0434782608695652	1	0.0434782608695652	21	0.91304347826087
Total	83	1	0.0120481927710843	6	0.072289156626506	76	0.91566265060241


 Confusion Matrix (Train) 

V1	X...no.call	AML.15.17	AML.8.21.	AML.inv16	AML.M7...	AML.MLL..
AML.15.17	0	15	0	0	0	0
AML.8.21.	0	0	18	3	0	0
AML.inv16	0	0	2	12	0	0
AML.M7...	0	0	0	0	10	0
AML.MLL..	1	0	0	1	0	21
