Electrocardiogram/feature_selection_results.csv

1	Num_Features	Features	Accuracy	F1_class1	F2_class1	Precision_class1	Recall_class1
2	1	freq_median_freq	0.9773	0.4111	0.3103	0.8966	0.2667
3	2	freq_median_freq, time_kurtosis	0.9806	0.5544	0.454	0.8778	0.4051
4	3	freq_median_freq, time_kurtosis, freq_peak_freq	0.9812	0.5859	0.4932	0.8529	0.4462
5	4	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay	0.9808	0.5743	0.4824	0.8416	0.4359
6	5	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp	0.9844	0.6928	0.627	0.8394	0.5897
7	6	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid	0.9863	0.7305	0.6638	0.8777	0.6256
8	7	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp	0.9847	0.7024	0.6406	0.8369	0.6051
9	8	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95	0.9855	0.7164	0.6522	0.8571	0.6154
10	9	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs	0.985	0.7118	0.6541	0.8345	0.6205
11	10	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std	0.986	0.7278	0.6663	0.8601	0.6308
12	11	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio	0.9863	0.7353	0.6757	0.8621	0.641
13	12	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min	0.9852	0.7104	0.6467	0.85	0.6103
14	13	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew	0.9867	0.7449	0.6857	0.8699	0.6513
15	14	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time	0.986	0.7278	0.6663	0.8601	0.6308
16	15	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2	0.9875	0.7602	0.7012	0.8844	0.6667
17	16	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2, time_var	0.987	0.7493	0.6872	0.8819	0.6513
18	17	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2, time_var, acf_val_dom	0.986	0.7294	0.6703	0.8552	0.6359
19	18	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2, time_var, acf_val_dom, ar_resid_var	0.9864	0.739	0.6803	0.863	0.6462
20	19	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2, time_var, acf_val_dom, ar_resid_var, time_iqr	0.9855	0.7181	0.6562	0.8521	0.6205
21	20	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2, time_var, acf_val_dom, ar_resid_var, time_iqr, freq_bandwidth	0.9858	0.7257	0.6656	0.8542	0.6308
22	21	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2, time_var, acf_val_dom, ar_resid_var, time_iqr, freq_bandwidth, time_max	0.9861	0.7362	0.6828	0.8467	0.6513
23	22	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2, time_var, acf_val_dom, ar_resid_var, time_iqr, freq_bandwidth, time_max, freq_entropy	0.9863	0.7368	0.6796	0.8571	0.6462
24	23	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2, time_var, acf_val_dom, ar_resid_var, time_iqr, freq_bandwidth, time_max, freq_entropy, time_p5	0.986	0.7278	0.6663	0.8601	0.6308
25	24	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2, time_var, acf_val_dom, ar_resid_var, time_iqr, freq_bandwidth, time_max, freq_entropy, time_p5, ar1_coef	0.9864	0.739	0.6803	0.863	0.6462
26	25	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2, time_var, acf_val_dom, ar_resid_var, time_iqr, freq_bandwidth, time_max, freq_entropy, time_p5, ar1_coef, time_p95	0.9857	0.7219	0.6609	0.8531	0.6256
27	26	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2, time_var, acf_val_dom, ar_resid_var, time_iqr, freq_bandwidth, time_max, freq_entropy, time_p5, ar1_coef, time_p95, time_mean	0.9857	0.7251	0.6688	0.8435	0.6359
28	27	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2, time_var, acf_val_dom, ar_resid_var, time_iqr, freq_bandwidth, time_max, freq_entropy, time_p5, ar1_coef, time_p95, time_mean, time_p25	0.9861	0.7347	0.6789	0.8514	0.6462
29	28	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2, time_var, acf_val_dom, ar_resid_var, time_iqr, freq_bandwidth, time_max, freq_entropy, time_p5, ar1_coef, time_p95, time_mean, time_p25, freq_top1_freq	0.9866	0.7381	0.6732	0.8794	0.6359
30	29	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2, time_var, acf_val_dom, ar_resid_var, time_iqr, freq_bandwidth, time_max, freq_entropy, time_p5, ar1_coef, time_p95, time_mean, time_p25, freq_top1_freq, time_median	0.9855	0.7214	0.6641	0.8425	0.6308
31	30	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2, time_var, acf_val_dom, ar_resid_var, time_iqr, freq_bandwidth, time_max, freq_entropy, time_p5, ar1_coef, time_p95, time_mean, time_p25, freq_top1_freq, time_median, time_p75	0.9861	0.7284	0.663	0.8714	0.6256
32	31	freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp, freq_centroid, freq_top1_amp, freq_rolloff_95, acf_mean_abs, time_std, time_range_ratio, time_min, time_skew, acf_integral_time, ar_r2, time_var, acf_val_dom, ar_resid_var, time_iqr, freq_bandwidth, time_max, freq_entropy, time_p5, ar1_coef, time_p95, time_mean, time_p25, freq_top1_freq, time_median, time_p75, time_rms	0.9869	0.7485	0.6904	0.8707	0.6564