$BND Loses Its High Sell Count. $SPY Loses Its High Buy Count. $XLV Joins The Buy Side.

This is experimental and for educational purposes only. 

 Best Calls

dia: has a count of 5 for BUY

jnk: has a count of 5 for BUY

upro: has a count of 5 for BUY

urty: has a count of 4 for BUY

xhs: has a count of 4 for BUY

xlf: has a count of 6 for BUY

xli: has a count of 5 for BUY

xlv: has a count of 6 for BUY

xop: has a count of -4 for SELL

Check Runs 

Days	Got Avg	Expected Avg
5	0.6875	0.6713

I am currently awaiting the passage of additional days before conducting a thorough evaluation of the algorithm's effectiveness. At this juncture, the 5-day average aligns well with the anticipated outcomes, reflecting a consistent performance that meets my initial expectations. 

 All Calls

Symbol	Days Out	Training % Correct	Best Low	Best High	Average On Call	Minimum Low	Maximum High	On Call
BND	5	0.645	1	1	1	0.999	1.008
BND	10	0.743	1	1.001	1.001	0.999	1.008	On the BUY Side
BND	15	0.756	0.999	0.999	0.999	0.997	1.008	On the SELL Side
BND	20	0.817	0.997	1.001	0.999	0.997	1.008
BND	25	0.861	0.996	0.999	0.997	0.997	1.007	On the SELL Side
BND	30	0.869	0.998	0.998	0.998	0.994	1.018	On the SELL Side
DIA	5	0.694	1.003	1.004	1.003	0.984	1.015	On the BUY Side
DIA	10	0.739	0.929	1.009	0.969	0.929	1.031
DIA	15	0.832	1.013	1.014	1.014	0.963	1.03	On the BUY Side
DIA	20	0.853	1.015	1.02	1.017	0.868	1.033	On the BUY Side
DIA	25	0.865	1	1.027	1.014	0.696	1.026	On the BUY Side
DIA	30	0.889	1.021	1.034	1.027	0.961	1.056	On the BUY Side
GLD	5	0.705	0.983	1.008	0.996	0.961	1.056
GLD	10	0.735	1.016	1.024	1.02	0.857	1.038	On the BUY Side
GLD	15	0.771	1.018	1.04	1.029	0.943	1.032	On the BUY Side
GLD	20	0.826	0.963	1.054	1.008	0.98	1.028
GLD	25	0.848	0.974	1.063	1.019	0.986	1.032
GLD	30	0.858	0.971	1.078	1.025	0.887	1.04
IWM	5	0.66	0.998	1	0.999	0.887	1.04	On the SELL Side
IWM	10	0.72	1.001	1.012	1.006	0.975	1.039	On the BUY Side
IWM	15	0.792	1	1.025	1.013	0.969	1.03	On the BUY Side
IWM	20	0.814	1.017	1.02	1.019	0.98	1.027	On the BUY Side
IWM	25	0.857	0.981	1.035	1.008	0.959	1.08
IWM	30	0.872	0.962	1.054	1.008	0.913	1.088
JNK	5	0.641	0.996	1	0.998	0.991	1.003
JNK	10	0.714	1.002	1.011	1.007	0.962	1.933	On the BUY Side
JNK	15	0.765	1.006	1.012	1.009	0.993	1.042	On the BUY Side
JNK	20	0.788	1.001	1.001	1.001	0.993	1.042	On the BUY Side
JNK	25	0.818	1.003	1.003	1.003	0.89	1.021	On the BUY Side
JNK	30	0.839	1.006	1.006	1.006	0.932	1.666	On the BUY Side
KBE	5	0.647	0.994	0.994	0.994	0.928	1.069	On the SELL Side
KBE	10	0.71	1	1.003	1.001	0.892	1.057
KBE	15	0.78	1.011	1.023	1.017	0.974	1.202	On the BUY Side
KBE	20	0.82	1.017	1.049	1.033	0.932	1.054	On the BUY Side
KBE	25	0.851	0.995	1.078	1.037	0.771	1.036
KBE	30	0.876	0.995	1.087	1.041	0.958	1.069
QQQ	5	0.685	0.999	1	0.999	0.973	1.019	On the SELL Side
QQQ	10	0.741	0.999	1.002	1.001	0.959	1.093
QQQ	15	0.809	0.995	0.996	0.995	0.969	1.075	On the SELL Side
QQQ	20	0.857	1.006	1.007	1.007	0.962	1.155	On the BUY Side
QQQ	25	0.872	1.01	1.021	1.016	0.916	1.02	On the BUY Side
QQQ	30	0.888	1.009	1.01	1.009	0.898	1.07	On the BUY Side
SPY	5	0.715	0.997	1.002	1	0.989	1.036
SPY	10	0.778	1.005	1.006	1.006	0.973	1.302	On the BUY Side
SPY	15	0.845	0.998	1.004	1.001	0.983	1.03
SPY	20	0.882	1.007	1.011	1.009	0.949	1.083	On the BUY Side
SPY	25	0.891	1.021	1.058	1.039	0.929	1.059	On the BUY Side
SPY	30	0.919	0.994	1.008	1.001	0.885	1.037
TQQQ	5	0.688	1.001	1.002	1.001	0.871	2.715	On the BUY Side
TQQQ	10	0.74	1.022	1.023	1.022	0.97	1.179	On the BUY Side
TQQQ	15	0.788	0.942	1.007	0.974	0.904	1.119
TQQQ	20	0.853	0.897	0.945	0.921	0.456	2.65	On the SELL Side
TQQQ	25	0.888	0.858	1.006	0.932	0.797	1.306
TQQQ	30	0.909	0.656	1.048	0.852	0.822	1.141
UPRO	10	0.797	1.01	1.018	1.014	0.966	1.04	On the BUY Side
UPRO	15	0.832	1.024	1.067	1.045	0.977	1.163	On the BUY Side
UPRO	20	0.858	1.033	1.051	1.042	0.941	1.084	On the BUY Side
UPRO	25	0.88	1.056	1.062	1.059	0.866	1.131	On the BUY Side
UPRO	30	0.887	1.001	1.066	1.034	0.932	1.07	On the BUY Side
URTY	10	0.73	1.007	1.009	1.008	0.854	1.211	On the BUY Side
URTY	15	0.771	1.003	1.005	1.004	0.783	1.04	On the BUY Side
URTY	20	0.822	1.061	1.067	1.064	0.649	1.227	On the BUY Side
URTY	25	0.835	0.988	1.121	1.055	0.807	1.171
URTY	30	0.854	1.14	1.159	1.15	0.799	1.601	On the BUY Side
XBI	5	0.641	0.998	0.998	0.998	0.966	1.043	On the SELL Side
XBI	10	0.726	1.005	1.005	1.005	0.958	1.04	On the BUY Side
XBI	15	0.801	1.012	1.012	1.012	0.923	1.046	On the BUY Side
XBI	20	0.84	1.029	1.092	1.061	0.947	1.097	On the BUY Side
XBI	25	0.878	1.001	1.044	1.023	0.942	1.048	On the BUY Side
XBI	30	0.876	0.969	1.085	1.027	0.981	1.04
XES	5	0.638	0.995	0.999	0.997	0.956	1.029	On the SELL Side
XES	10	0.696	0.98	0.981	0.981	0.857	1.038	On the SELL Side
XES	15	0.737	0.977	0.978	0.977	0.879	1.139	On the SELL Side
XES	20	0.768	1.016	1.018	1.017	0.821	1.053	On the BUY Side
XES	25	0.83	1.033	1.037	1.035	0.842	1.08	On the BUY Side
XES	30	0.841	1.023	1.024	1.023	0.842	1.08	On the BUY Side
XHB	5	0.661	0.992	0.992	0.992	0.986	1.109	On the SELL Side
XHB	10	0.737	0.98	1.017	0.999	0.901	1.057
XHB	15	0.804	0.977	0.993	0.985	0.969	1.024	On the SELL Side
XHB	20	0.837	0.986	0.987	0.987	0.918	1.073	On the SELL Side
XHB	25	0.84	1.007	1.011	1.009	0.948	1.085	On the BUY Side
XHB	30	0.865	1.014	1.017	1.016	0.948	1.089	On the BUY Side
XHS	5	0.701	1	1.031	1.016	0.982	1.05	On the BUY Side
XHS	10	0.728	0.999	1	0.999	0.952	1.039	On the SELL Side
XHS	15	0.773	1	1.014	1.007	0.934	1.046	On the BUY Side
XHS	20	0.808	1.005	1.005	1.005	0.949	1.047	On the BUY Side
XHS	25	0.837	1.014	1.026	1.02	0.931	1.052	On the BUY Side
XHS	30	0.839	1.044	1.044	1.044	0.864	1.056	On the BUY Side
XLB	5	0.719	0.947	1.057	1.002	0.94	1.076
XLB	10	0.761	0.943	0.977	0.96	0.825	2.023	On the SELL Side
XLB	15	0.826	0.981	1.222	1.101	0.964	1.038
XLB	20	0.848	0.719	1.464	1.091	0.991	1.042
XLB	25	0.875	0.868	1.436	1.152	0.978	1.062
XLB	30	0.863	0.539	1.439	0.989	0.966	1.084
XLE	5	0.613	0.951	1.494	1.223	0.937	2.775
XLE	10	0.703	1.053	1.18	1.116	0.948	1.073	On the BUY Side
XLE	15	0.768	0.809	1.236	1.023	0.985	1.048
XLE	20	0.812	0.779	1.451	1.115	0.949	1.031
XLE	25	0.819	0.717	1.518	1.118	0.949	1.031
XLE	30	0.83	1.317	1.531	1.424	0.957	1.077	On the BUY Side
XLF	5	0.693	1.005	1.006	1.005	0.951	1.012	On the BUY Side
XLF	10	0.786	1.012	1.017	1.014	0.943	1.022	On the BUY Side
XLF	15	0.813	1.027	1.029	1.028	0.983	1.051	On the BUY Side
XLF	20	0.847	1.009	1.044	1.027	0.956	1.044	On the BUY Side
XLF	25	0.855	1.049	1.055	1.052	0.795	1.063	On the BUY Side
XLF	30	0.869	1.025	1.058	1.042	0.919	1.095	On the BUY Side
XLI	5	0.677	1	1.008	1.004	0.972	1.016	On the BUY Side
XLI	10	0.736	1.011	1.013	1.012	0.973	1.028	On the BUY Side
XLI	15	0.786	0.975	1.017	0.996	0.966	1.026
XLI	20	0.828	1.007	1.026	1.016	0.947	1.029	On the BUY Side
XLI	25	0.862	1.031	1.034	1.032	0.957	1.063	On the BUY Side
XLI	30	0.873	1.029	1.032	1.031	0.932	1.069	On the BUY Side
XLK	5	0.67	1.003	1.023	1.013	0.94	1.058	On the BUY Side
XLK	10	0.756	0.974	1.036	1.005	0.732	1.214
XLK	15	0.814	0.977	0.996	0.987	0.955	1.022	On the SELL Side
XLK	20	0.844	0.621	1.332	0.977	0.953	1.067
XLK	25	0.861	0.516	1.481	0.999	0.99	1.058
XLK	30	0.897	0.612	1.383	0.997	0.906	1.103
XLP	5	0.669	0.993	0.995	0.994	0.985	1.032	On the SELL Side
XLP	10	0.739	0.989	0.994	0.992	0.981	1.028	On the SELL Side
XLP	15	0.786	0.993	1.005	0.999	0.987	1.038
XLP	20	0.845	0.997	1.005	1.001	0.959	1.057
XLP	25	0.828	0.999	1	1	0.962	1.077	On the SELL Side
XLP	30	0.847	1.007	1.01	1.008	0.92	1.07	On the BUY Side
XLRE	5	0.666	0.998	1.005	1.001	0.975	1.025
XLRE	10	0.735	0.996	0.997	0.996	0.962	1.073	On the SELL Side
XLRE	15	0.799	0.99	0.991	0.99	0.987	1.073	On the SELL Side
XLRE	20	0.826	0.987	0.989	0.988	0.985	1.085	On the SELL Side
XLRE	25	0.848	0.988	1.013	1.001	0.921	1.058
XLRE	30	0.86	0.985	1.024	1.005	0.978	1.071
XLU	5	0.672	0.998	1.005	1.001	0.955	1.034
XLU	10	0.763	1.009	1.74	1.375	0.948	1.035	On the BUY Side
XLU	15	0.807	0.88	1.159	1.02	0.824	3.06
XLU	20	0.862	0.992	1.452	1.222	0.988	1.038
XLU	25	0.865	0.917	1.526	1.222	0.982	1.047
XLU	30	0.895	0.974	1.401	1.187	0.902	1.122
XLV	5	0.707	1.004	1.006	1.005	0.988	1.006	On the BUY Side
XLV	10	0.762	1.007	1.013	1.01	0.988	1.006	On the BUY Side
XLV	15	0.829	1.011	1.011	1.011	0.963	1.031	On the BUY Side
XLV	20	0.875	1.008	1.009	1.009	0.959	1.067	On the BUY Side
XLV	25	0.883	1.009	1.011	1.01	0.968	1.032	On the BUY Side
XLV	30	0.911	1.01	1.029	1.019	0.912	1.035	On the BUY Side
XLY	5	0.695	1.015	1.218	1.116	0.959	1.013	On the BUY Side
XLY	10	0.758	0.955	1.048	1.002	0.976	1.031
XLY	15	0.814	0.873	1.14	1.007	0.965	1.063
XLY	20	0.824	0.656	1.351	1.003	0.971	1.095
XLY	25	0.855	0.59	1.466	1.028	0.984	1.061
XLY	30	0.86	0.524	1.466	0.995	0.971	1.097
XME	5	0.688	0.987	1.032	1.009	0.908	1.029
XME	10	0.764	0.962	1.058	1.01	0.88	1.14
XME	15	0.809	0.975	1.075	1.025	0.841	1.042
XME	20	0.813	1.01	1.12	1.065	0.867	1.032	On the BUY Side
XME	25	0.857	0.917	1.161	1.039	0.964	1.06
XME	30	0.851	0.888	1.182	1.035	0.811	1.045
XOP	5	0.622	0.994	0.995	0.995	0.811	1.045	On the SELL Side
XOP	10	0.696	0.978	0.995	0.986	0.84	1.126	On the SELL Side
XOP	15	0.776	0.948	1.037	0.992	0.976	1.079
XOP	20	0.805	0.947	0.972	0.959	0.943	1.098	On the SELL Side
XOP	25	0.851	0.958	1.001	0.979	0.959	1.126
XOP	30	0.854	0.966	0.967	0.966	0.884	1.198	On the SELL Side
XRT	5	0.664	1	1.001	1.001	0.947	1.045	On the BUY Side
XRT	10	0.728	1.004	1.004	1.004	0.97	1.108	On the BUY Side
XRT	15	0.787	0.958	1.005	0.981	0.97	1.108
XRT	20	0.811	1.024	1.035	1.03	0.945	1.07	On the BUY Side
XRT	25	0.828	0.941	1.069	1.005	0.945	1.07
XRT	30	0.845	0.964	1.095	1.03	0.945	1.07