Upload 39 files
Browse files- trial_5/contraction_data/X.npy.gz +3 -0
- trial_5/contraction_data/X_test.npy.gz +3 -0
- trial_5/contraction_data/X_train.npy.gz +3 -0
- trial_5/contraction_data/dataset_info.npy.gz +3 -0
- trial_5/contraction_data/feature_names.npy.gz +3 -0
- trial_5/contraction_data/records.npy.gz +3 -0
- trial_5/contraction_data/y.npy.gz +3 -0
- trial_5/contraction_data/y_test.npy.gz +3 -0
- trial_5/contraction_data/y_train.npy.gz +3 -0
- trial_5/parameters.json +11 -0
- trial_5/random_forest_model.joblib +3 -0
- trial_5/random_forest_model_preprocessing.joblib +3 -0
- trial_5/trial_results.json +67 -0
- trial_6/contraction_data/X.npy.gz +3 -0
- trial_6/contraction_data/X_test.npy.gz +3 -0
- trial_6/contraction_data/X_train.npy.gz +3 -0
- trial_6/contraction_data/dataset_info.npy.gz +3 -0
- trial_6/contraction_data/feature_names.npy.gz +3 -0
- trial_6/contraction_data/records.npy.gz +3 -0
- trial_6/contraction_data/y.npy.gz +3 -0
- trial_6/contraction_data/y_test.npy.gz +3 -0
- trial_6/contraction_data/y_train.npy.gz +3 -0
- trial_6/parameters.json +11 -0
- trial_6/random_forest_model.joblib +3 -0
- trial_6/random_forest_model_preprocessing.joblib +3 -0
- trial_6/trial_results.json +67 -0
- trial_7/contraction_data/X.npy +3 -0
- trial_7/contraction_data/X_test.npy +3 -0
- trial_7/contraction_data/X_train.npy +3 -0
- trial_7/contraction_data/dataset_info.npy +3 -0
- trial_7/contraction_data/feature_names.npy +3 -0
- trial_7/contraction_data/records.npy +3 -0
- trial_7/contraction_data/y.npy +3 -0
- trial_7/contraction_data/y_test.npy +3 -0
- trial_7/contraction_data/y_train.npy +3 -0
- trial_7/parameters.json +11 -0
- trial_7/random_forest_model.joblib +3 -0
- trial_7/random_forest_model_preprocessing.joblib +3 -0
- trial_7/trial_results.json +67 -0
trial_5/contraction_data/X.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:bff0ddf0dde638e9e20c379b3697796740fe4b8ee34cfc99641faf5e456fbc0d
|
| 3 |
+
size 49830570
|
trial_5/contraction_data/X_test.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3f093aeb099ab4572c5636e2efe2ccf46abdf8d709cd696cfa6800edb00443c1
|
| 3 |
+
size 9080895
|
trial_5/contraction_data/X_train.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:133c721d2bfc30fd120f0c2c1eaef235b879a596eaa599fccb7de1a2fc97bd9c
|
| 3 |
+
size 40750180
|
trial_5/contraction_data/dataset_info.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6dac1169d1a5450ae8a3d7423c87c393a38d87ef653d2fc565d0003b7c379cf4
|
| 3 |
+
size 239041
|
trial_5/contraction_data/feature_names.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c62f69224dfb8f982a68f4b59e7230def849f4a016470a6dacbe1f9af976edae
|
| 3 |
+
size 4038
|
trial_5/contraction_data/records.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d6fd7f917883d628403badd1c6a0ab24fdf2958d2993907524888c9a30b26629
|
| 3 |
+
size 1813
|
trial_5/contraction_data/y.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9ca61158a9004e29ca260dd5df49f3d108cb3a8f0e282015cda53f2c913ce69a
|
| 3 |
+
size 438
|
trial_5/contraction_data/y_test.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3194eaf9761d4d1d9bc5157480de6c3577d2ae5727bab4f7981c6a25d67f1180
|
| 3 |
+
size 170
|
trial_5/contraction_data/y_train.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f8ee692c35ff71244158a80fea68113d5d7fc241ff76a6ac1f707c65e97b563f
|
| 3 |
+
size 411
|
trial_5/parameters.json
ADDED
|
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"first_stage_percentile": 65,
|
| 3 |
+
"second_stage_multiplier": 1.25,
|
| 4 |
+
"window_size": 45,
|
| 5 |
+
"step_size": 5,
|
| 6 |
+
"label_threshold": 0.3,
|
| 7 |
+
"lowcut": 0.3,
|
| 8 |
+
"highcut": 5.0,
|
| 9 |
+
"target_fs": 100,
|
| 10 |
+
"skip_artifact_removal": false
|
| 11 |
+
}
|
trial_5/random_forest_model.joblib
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:692c57b8681dd10a437a00de0aaec41a3aafce88de78fba49475d7e011845576
|
| 3 |
+
size 8640345
|
trial_5/random_forest_model_preprocessing.joblib
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:13fdfb37578fef7fd46dd695d7cd12683d71a676f14a93b811971afd1be0c8a7
|
| 3 |
+
size 15760
|
trial_5/trial_results.json
ADDED
|
@@ -0,0 +1,67 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"trial": 5,
|
| 3 |
+
"n_records": 15,
|
| 4 |
+
"n_samples": 10293,
|
| 5 |
+
"positive_percentage": 18.342562906829883,
|
| 6 |
+
"random_forest_metrics": {
|
| 7 |
+
"roc": {
|
| 8 |
+
"auc": 0.9750526425124878
|
| 9 |
+
},
|
| 10 |
+
"f1": 0.811554332874828,
|
| 11 |
+
"feature_importance": {
|
| 12 |
+
"feature_names": [
|
| 13 |
+
"envelope_lower_mean_ch1",
|
| 14 |
+
"envelope_lower_mean_ch15",
|
| 15 |
+
"wavelet_energy_level0_ch12",
|
| 16 |
+
"max_coherence_ch2_ch3",
|
| 17 |
+
"envelope_lower_std_ch12",
|
| 18 |
+
"max_coherence_ch1_ch2",
|
| 19 |
+
"mean_coherence_ch7_ch8",
|
| 20 |
+
"max_coherence_ch6_ch7",
|
| 21 |
+
"envelope_lower_std_ch13",
|
| 22 |
+
"mean_coherence_ch0_ch1",
|
| 23 |
+
"envelope_lower_mean_ch13",
|
| 24 |
+
"mean_coherence_ch3_ch4",
|
| 25 |
+
"wavelet_energy_level0_ch13",
|
| 26 |
+
"envelope_lower_mean_ch12",
|
| 27 |
+
"mean_coherence_ch1_ch2",
|
| 28 |
+
"envelope_lower_std_ch15",
|
| 29 |
+
"peak_power_ch13",
|
| 30 |
+
"max_coherence_ch10_ch11",
|
| 31 |
+
"energy_0.3_1Hz_ch13",
|
| 32 |
+
"max_coherence_ch0_ch1"
|
| 33 |
+
],
|
| 34 |
+
"importance": [
|
| 35 |
+
0.00732508394098268,
|
| 36 |
+
0.005346684683130921,
|
| 37 |
+
0.005322197387191934,
|
| 38 |
+
0.005189199317263759,
|
| 39 |
+
0.005017940808849382,
|
| 40 |
+
0.004980327728049017,
|
| 41 |
+
0.0049246644409534366,
|
| 42 |
+
0.004913869067942887,
|
| 43 |
+
0.004700115155615109,
|
| 44 |
+
0.004636497978559338,
|
| 45 |
+
0.004255882325156956,
|
| 46 |
+
0.004159564588158031,
|
| 47 |
+
0.004139738006180509,
|
| 48 |
+
0.004062081664081725,
|
| 49 |
+
0.00402669482637628,
|
| 50 |
+
0.003995152176930699,
|
| 51 |
+
0.0038703995968747806,
|
| 52 |
+
0.0038497491350974566,
|
| 53 |
+
0.0036825879083475254,
|
| 54 |
+
0.0035970478859208683
|
| 55 |
+
]
|
| 56 |
+
}
|
| 57 |
+
},
|
| 58 |
+
"first_stage_percentile": 65,
|
| 59 |
+
"second_stage_multiplier": 1.25,
|
| 60 |
+
"window_size": 45,
|
| 61 |
+
"step_size": 5,
|
| 62 |
+
"label_threshold": 0.3,
|
| 63 |
+
"lowcut": 0.3,
|
| 64 |
+
"highcut": 5.0,
|
| 65 |
+
"target_fs": 100,
|
| 66 |
+
"skip_artifact_removal": false
|
| 67 |
+
}
|
trial_6/contraction_data/X.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:137efe3bc2645f9668a49f7d47ede83570cc39fe633ce2f8e8ec75fe1dc8e195
|
| 3 |
+
size 26690682
|
trial_6/contraction_data/X_test.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8c4463781b3b750023150fd33bec87081947839a38ac2639c225f40647d8e7ce
|
| 3 |
+
size 5535288
|
trial_6/contraction_data/X_train.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:85f6f70da91534bce3650ae53d6d2d900f7a0b88b5fa8c9a601db758147cfdf1
|
| 3 |
+
size 21155826
|
trial_6/contraction_data/dataset_info.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a516ef0be060db904658d0d1438ddc5c8a03a2e8444e9927ae7d94e593e2e4d2
|
| 3 |
+
size 136887
|
trial_6/contraction_data/feature_names.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fabf16974d8e0f530f2d50c18f0449497bd05cb14c7361bfb8757db77f49c2cb
|
| 3 |
+
size 4038
|
trial_6/contraction_data/records.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5a07a470ccfd2379e37120f955da6ff14c93ed6c721a5df76d2bebab3c316cbc
|
| 3 |
+
size 1080
|
trial_6/contraction_data/y.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:66ebd91e8824234479dd2a13d7b0aae993bbf87c67dd9aa19abf7878f3715fb3
|
| 3 |
+
size 338
|
trial_6/contraction_data/y_test.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:df6f342c4dc21c92a621684e74310acb6bceeb76349bcd3addf0fc5e50e88c6c
|
| 3 |
+
size 173
|
trial_6/contraction_data/y_train.npy.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4703938160ffba3767bccf1f4e2a8874c3488aab53c5eca2ed888a0e0f6d16f3
|
| 3 |
+
size 303
|
trial_6/parameters.json
ADDED
|
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"first_stage_percentile": 65,
|
| 3 |
+
"second_stage_multiplier": 1.25,
|
| 4 |
+
"window_size": 45,
|
| 5 |
+
"step_size": 10,
|
| 6 |
+
"label_threshold": 0.3,
|
| 7 |
+
"lowcut": 0.3,
|
| 8 |
+
"highcut": 5.0,
|
| 9 |
+
"target_fs": 100,
|
| 10 |
+
"skip_artifact_removal": true
|
| 11 |
+
}
|
trial_6/random_forest_model.joblib
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:195d80053d93708d20fcad72ece833c05dc369a8e81f21efcb60268dc9bfc145
|
| 3 |
+
size 1424985
|
trial_6/random_forest_model_preprocessing.joblib
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7630a560438c8599dfef9ed1eb4936bb21375d98ae02b662b9b4a7f4d6dce034
|
| 3 |
+
size 15760
|
trial_6/trial_results.json
ADDED
|
@@ -0,0 +1,67 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"trial": 6,
|
| 3 |
+
"n_records": 15,
|
| 4 |
+
"n_samples": 5502,
|
| 5 |
+
"positive_percentage": 18.011632133769538,
|
| 6 |
+
"random_forest_metrics": {
|
| 7 |
+
"roc": {
|
| 8 |
+
"auc": 0.9508093112744275
|
| 9 |
+
},
|
| 10 |
+
"f1": 0.7403314917127072,
|
| 11 |
+
"feature_importance": {
|
| 12 |
+
"feature_names": [
|
| 13 |
+
"rms_ch3",
|
| 14 |
+
"max_corr_ch12_ch15",
|
| 15 |
+
"wavelet_energy_level3_ch4",
|
| 16 |
+
"rms_ch14",
|
| 17 |
+
"wavelet_energy_level4_ch4",
|
| 18 |
+
"std_ch11",
|
| 19 |
+
"wavelet_energy_level1_ch1",
|
| 20 |
+
"max_coherence_ch5_ch6",
|
| 21 |
+
"std_ch0",
|
| 22 |
+
"max_corr_ch8_ch12",
|
| 23 |
+
"mean_coherence_ch9_ch10",
|
| 24 |
+
"rms_ch11",
|
| 25 |
+
"mean_coherence_ch4_ch5",
|
| 26 |
+
"wavelet_energy_level1_ch3",
|
| 27 |
+
"wavelet_energy_level4_ch5",
|
| 28 |
+
"max_corr_ch0_ch12",
|
| 29 |
+
"mean_coherence_ch7_ch8",
|
| 30 |
+
"wavelet_energy_level2_ch4",
|
| 31 |
+
"std_ch9",
|
| 32 |
+
"wavelet_energy_level2_ch6"
|
| 33 |
+
],
|
| 34 |
+
"importance": [
|
| 35 |
+
0.011035198246455545,
|
| 36 |
+
0.008462569643160521,
|
| 37 |
+
0.008100948931342864,
|
| 38 |
+
0.007963835640181296,
|
| 39 |
+
0.0073705943508944735,
|
| 40 |
+
0.00677556887282103,
|
| 41 |
+
0.00674779457258355,
|
| 42 |
+
0.0067457901409014856,
|
| 43 |
+
0.00663315093891953,
|
| 44 |
+
0.00657743888071747,
|
| 45 |
+
0.006438174077835736,
|
| 46 |
+
0.006400610028273715,
|
| 47 |
+
0.006308085376931969,
|
| 48 |
+
0.006264347916386082,
|
| 49 |
+
0.006089681625320405,
|
| 50 |
+
0.005991027805503434,
|
| 51 |
+
0.0058517209026589375,
|
| 52 |
+
0.005794909428258436,
|
| 53 |
+
0.005678382910109131,
|
| 54 |
+
0.005611705077408345
|
| 55 |
+
]
|
| 56 |
+
}
|
| 57 |
+
},
|
| 58 |
+
"first_stage_percentile": 65,
|
| 59 |
+
"second_stage_multiplier": 1.25,
|
| 60 |
+
"window_size": 45,
|
| 61 |
+
"step_size": 10,
|
| 62 |
+
"label_threshold": 0.3,
|
| 63 |
+
"lowcut": 0.3,
|
| 64 |
+
"highcut": 5.0,
|
| 65 |
+
"target_fs": 100,
|
| 66 |
+
"skip_artifact_removal": true
|
| 67 |
+
}
|
trial_7/contraction_data/X.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:89bc977f283cf508d8399d64571f736a8eb2f96403a2a7b52691d3d5a3f6c441
|
| 3 |
+
size 37766368
|
trial_7/contraction_data/X_test.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:da5b16440f0da89c9dec7986f9926dedefffa6991445bd1e73a3350e5a796212
|
| 3 |
+
size 8414928
|
trial_7/contraction_data/X_train.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:469e4e1bed7b7b56728429296d928a2576c52bb38cae912fe09ff5e3854f8486
|
| 3 |
+
size 29351568
|
trial_7/contraction_data/dataset_info.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:22029a6e6e6408b1246782e413955f8e19927c7f32914ba248b1d6571ea7449c
|
| 3 |
+
size 510099
|
trial_7/contraction_data/feature_names.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:824191c1d0384347ea2a97b3287d9ac16033e848b95bb6070475499ac52a903c
|
| 3 |
+
size 108208
|
trial_7/contraction_data/records.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:30a23039a4e95410818653ecf81358949c1cfc8a34a9ad749d8632251402fcaa
|
| 3 |
+
size 254512
|
trial_7/contraction_data/y.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:dcac45edfd7c99a06660706da9539e180efc19b3c8a76bd3975d613be9c5f890
|
| 3 |
+
size 39264
|
trial_7/contraction_data/y_test.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7e44bf50c8a0187b3cd18625723344a427ece23d6686193a50c416f6be2f4c6d
|
| 3 |
+
size 8848
|
trial_7/contraction_data/y_train.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0dcbf605943978d96b4fe5c54be0d7c084b9c63a45ff74e83683865aac956ab9
|
| 3 |
+
size 30544
|
trial_7/parameters.json
ADDED
|
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"first_stage_percentile": 65,
|
| 3 |
+
"second_stage_multiplier": 1.25,
|
| 4 |
+
"window_size": 60,
|
| 5 |
+
"step_size": 10,
|
| 6 |
+
"label_threshold": 0.3,
|
| 7 |
+
"lowcut": 0.1,
|
| 8 |
+
"highcut": 6.0,
|
| 9 |
+
"target_fs": 50,
|
| 10 |
+
"skip_artifact_removal": false
|
| 11 |
+
}
|
trial_7/random_forest_model.joblib
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fb25b5b5dfddfe225c15396776d3ce3c238dc8651ee8edad1aba5e9ea71a4d99
|
| 3 |
+
size 5088505
|
trial_7/random_forest_model_preprocessing.joblib
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9163c09ed4ee748df0a410946744d3c0bd4f6ed15f160aa20f40ea9d075e560c
|
| 3 |
+
size 15760
|
trial_7/trial_results.json
ADDED
|
@@ -0,0 +1,67 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"trial": 7,
|
| 3 |
+
"n_records": 15,
|
| 4 |
+
"n_samples": 4892,
|
| 5 |
+
"positive_percentage": 18.21340964840556,
|
| 6 |
+
"random_forest_metrics": {
|
| 7 |
+
"roc": {
|
| 8 |
+
"auc": 0.9624836931363885
|
| 9 |
+
},
|
| 10 |
+
"f1": 0.7419354838709677,
|
| 11 |
+
"feature_importance": {
|
| 12 |
+
"feature_names": [
|
| 13 |
+
"wavelet_energy_level4_ch11",
|
| 14 |
+
"wavelet_energy_level4_ch13",
|
| 15 |
+
"wavelet_energy_level4_ch0",
|
| 16 |
+
"wavelet_energy_level4_ch5",
|
| 17 |
+
"wavelet_energy_level3_ch5",
|
| 18 |
+
"mean_coherence_ch1_ch2",
|
| 19 |
+
"wavelet_energy_level4_ch8",
|
| 20 |
+
"energy_1_3Hz_ch4",
|
| 21 |
+
"wavelet_energy_level4_ch4",
|
| 22 |
+
"mean_coherence_ch13_ch14",
|
| 23 |
+
"mean_coherence_ch5_ch6",
|
| 24 |
+
"wavelet_energy_level4_ch3",
|
| 25 |
+
"wavelet_energy_level4_ch12",
|
| 26 |
+
"wavelet_energy_level2_ch8",
|
| 27 |
+
"wavelet_energy_level4_ch6",
|
| 28 |
+
"wavelet_energy_level4_ch14",
|
| 29 |
+
"wavelet_energy_level4_ch2",
|
| 30 |
+
"wavelet_energy_level3_ch6",
|
| 31 |
+
"wavelet_energy_level2_ch9",
|
| 32 |
+
"wavelet_energy_level1_ch8"
|
| 33 |
+
],
|
| 34 |
+
"importance": [
|
| 35 |
+
0.008729742161437227,
|
| 36 |
+
0.008179302251115761,
|
| 37 |
+
0.007127331867782685,
|
| 38 |
+
0.006367247749670354,
|
| 39 |
+
0.00596295441641886,
|
| 40 |
+
0.0059218509915553354,
|
| 41 |
+
0.005387472628345127,
|
| 42 |
+
0.0053832095512031065,
|
| 43 |
+
0.0053769975130215164,
|
| 44 |
+
0.005368440966942917,
|
| 45 |
+
0.005297726562993464,
|
| 46 |
+
0.005199090896456701,
|
| 47 |
+
0.005166745620945621,
|
| 48 |
+
0.0050533239062367594,
|
| 49 |
+
0.0050513467013431745,
|
| 50 |
+
0.004971189795621109,
|
| 51 |
+
0.004943172399777359,
|
| 52 |
+
0.004895012578041087,
|
| 53 |
+
0.004856516488071336,
|
| 54 |
+
0.0048393902838080385
|
| 55 |
+
]
|
| 56 |
+
}
|
| 57 |
+
},
|
| 58 |
+
"first_stage_percentile": 65,
|
| 59 |
+
"second_stage_multiplier": 1.25,
|
| 60 |
+
"window_size": 60,
|
| 61 |
+
"step_size": 10,
|
| 62 |
+
"label_threshold": 0.3,
|
| 63 |
+
"lowcut": 0.1,
|
| 64 |
+
"highcut": 6.0,
|
| 65 |
+
"target_fs": 50,
|
| 66 |
+
"skip_artifact_removal": false
|
| 67 |
+
}
|