{ "method": "context_local_members", "key_features": [ "depolarisation_slope", "recovery_slope", "repolarisation_slope", "spatial_spread_um", "tip_val", "spike_width_secs", "predepolarisation_width_secs", "spike_amplitude", "peak_to_trough_ratio_log" ], "key_alpha": 1000.0, "key_alpha_validation_mse": { "100.0": 1.1037312015628236, "1000.0": 1.1033603851820213, "10000.0": 1.1033679139310546, "30000.0": 1.1048441456682687, "100000.0": 1.1105265257126138 }, "key_dim": 3, "key_singular_values": [ 95.02516531228356, 62.48198561115676, 51.015579869285794, 35.38328421883545, 21.195708629676567, 16.722950989014983, 10.308581820566737, 10.023965043087022, 4.122605997586523 ], "neighbours": 4096, "shrinkage": 10.0, "off_data_quantile": 0.99, "train_members_per_component": [ 2036, 3412, 4319, 1685, 4732, 889, 1159, 780, 991, 1885, 3953, 1277, 1444, 2027, 3144, 1173, 855, 2740, 3417, 1989, 1571, 2826, 1503, 1505, 5185 ] }