feature,importance
mmse,0.513461065423412
Fp1_zcr,0.03661891217057913
gamma_degree_entropy,0.023962383976372677
C3_kurtosis,0.022642463976815772
T3_hjorth_mobility,0.02189144262371544
Fp1_line_length,0.02060826223929995
P3_line_length,0.01891444086511724
F7_spectral_entropy,0.018025748689665298
P3_zcr,0.015082407710874941
F7_kurtosis,0.01394877761023109
T5_hfd,0.01314070118067631
Fp2_theta_alpha_ratio,0.012702918278199922
O1_zcr,0.012452221459093988
Pz_zcr,0.010678478674552315
T3_hjorth_activity,0.01046193553546228
T3_zcr,0.008458042106068254
theta_char_path_length,0.008356633116026174
age,0.008027598656330693
theta_small_worldness,0.00790253260370349
Fz_theta_alpha_ratio,0.007563195108564493
C3_zcr,0.0069133623601818385
Fp2_std,0.006861877310073093
O2_peak_alpha_freq,0.006777735113787149
P4_kurtosis,0.006631930383496118
O1_alpha_rel,0.006402668665544487
T3_gamma_rel,0.006064613779638756
T5_alpha_rel,0.005700264634235657
theta_std_coh,0.005652702978109035
gamma_clustering_coeff,0.005382431122741526
P4_env_std,0.005078205978990981
O1_peak_alpha_freq,0.004953516266903206
C4_hjorth_activity,0.00480788711206146
T6_alpha_rel,0.004807638157880813
F7_theta_alpha_ratio,0.0046856281955425525
theta_coh_q25,0.004656315661439391
gamma_modularity_approx,0.0044845408009914255
beta_modularity_approx,0.004018714305113444
O1_delta_alpha_ratio,0.003696810198026918
O1_delta_rel,0.0036326116152952726
theta_coh_q75,0.003481361050723864
Fp2_rms,0.003458931687839396
gamma_hub_score_std,0.003384503243022899
T5_env_std,0.003364150003096367
alpha_global_efficiency,0.0032681002749641364
O2_zcr,0.0032275036981715115
theta_coh_median,0.003203646844103987
beta_coh_median,0.0030791401428559378
O1_theta_alpha_ratio,0.002917206765841183
Fp1_delta_alpha_ratio,0.0028810973123278125
Fp2_delta_alpha_ratio,0.0027921695994009136
Cz_kurtosis,0.0027304849959107706
beta_char_path_length,0.0026662921656817563
P4_zcr,0.0023491669131810527
P3_alpha_rel,0.002319937478902463
P4_hjorth_activity,0.0022520863551546526
T6_theta_alpha_ratio,0.0021938956250748026
Fp2_env_std,0.002165053976464355
theta_mean_coh,0.002122174196019067
O2_alpha_rel,0.0020956069451260767
T5_kurtosis,0.002087397798314225
gender,0.002066650965763107
P3_peak_alpha_freq,0.0019568576646587423
alpha_modularity_approx,0.0018859412713256164
Fz_alpha_rel,0.0018522571647229381
alpha_clustering_coeff,0.0017738136484779575
alpha_coh_median,0.0017531338517654265
F8_theta_alpha_ratio,0.0017305481202129216
beta_hub_score_std,0.0016426267262975103
F3_theta_alpha_ratio,0.001604126265179992
Fz_peak_alpha_freq,0.001499670032945202
F8_kurtosis,0.0014193246562319757
Cz_zcr,0.0012778837153255014
T3_kurtosis,0.0012537527559773887
P3_std,0.0011832191023017744
C3_hfd,0.001125945787559737
beta_small_worldness,0.0010044491080010817
Fp1_kurtosis,0.0009814814740968518
beta_degree_entropy,0.0007919698484905866
Pz_peak_alpha_freq,0.0006750887452277749
alpha_assortativity_approx,0.0006473482460374266
Fz_rms,0.0006159805319955762
theta_clustering_coeff,0.0005620278039537141
T5_zcr,0.0005192425662847298
T5_theta_alpha_ratio,0.0004937922719915809
Cz_hjorth_activity,0.0004915831538434279
Fz_hjorth_activity,0.0004903047001809466
P3_theta_alpha_ratio,0.00040452888728936283
F4_kurtosis,0.0003655076714725129
Fp2_peak_alpha_freq,0.00034574862181769623
F3_kurtosis,0.0002945545547823109
alpha_mean_coh,0.0002928528205469455
T3_theta_alpha_ratio,0.0002553993002496209
beta_coh_q75,0.0002544483391220766
alpha_coh_q25,0.00024147295984559584
beta_mean_coh,0.00018146244435148838
alpha_char_path_length,0.0001767737957579624
F8_peak_alpha_freq,0.00013733168499711023
P4_std,0.00013639629345295136
Fp2_hjorth_activity,0.00012968809012252184
O2_theta_alpha_ratio,0.00011513474110449812
Pz_alpha_rel,0.000113806376935315
P3_hjorth_activity,0.00010672068221095824
P3_kurtosis,0.0001030621504157747
beta_coh_q25,9.875268583919421e-05
T5_peak_alpha_freq,9.344205794469522e-05
F3_peak_alpha_freq,7.846517647680356e-05
O1_line_length,7.248689186744127e-05
T6_peak_alpha_freq,7.076830708434386e-05
Fz_kurtosis,7.035106119444244e-05
Cz_peak_alpha_freq,6.870292162094329e-05
C3_hjorth_activity,5.8001367370018455e-05
Fz_std,4.5640344814486565e-05
P4_peak_alpha_freq,4.524145625632114e-05
Fz_env_std,4.3807108769508776e-05
P4_rms,4.044608300303464e-05
alpha_coh_q75,3.797089216840052e-05
T3_peak_alpha_freq,3.572135694931488e-05
F4_peak_alpha_freq,1.63809013675906e-05
Fp1_peak_alpha_freq,1.1958285230632993e-05
P3_rms,8.429791726844292e-06