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features checking

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Saeed Khosravi
2025-12-07 08:26:57 +01:00
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"Num_Features","Features","Accuracy","F1_class1","F2_class1","Precision_class1","Recall_class1"
1,"freq_median_freq",0.9773,0.4111,0.3103,0.8966,0.2667
2,"freq_median_freq, time_kurtosis",0.9806,0.5544,0.454,0.8778,0.4051
3,"freq_median_freq, time_kurtosis, freq_peak_freq",0.9812,0.5859,0.4932,0.8529,0.4462
4,"freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay",0.9808,0.5743,0.4824,0.8416,0.4359
5,"freq_median_freq, time_kurtosis, freq_peak_freq, acf_time_decay, time_ptp",0.9844,0.6928,0.627,0.8394,0.5897
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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