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620ea04d6c
- pist_train.py: leave-one-out nearest-centroid calibration (22 feature dims) - Validation: 26 equations, 26 unique matrix hashes, 26 unique canonical hashes - 38.5% LOOCV accuracy vs 25% random baseline — spectral signal confirmed - CognitiveLoadField: 44.4% (8/18), SignalShapedRouteCompiler: 33.3% (2/6) - Separation ratio 1.007 — centroids overlap heavily (fold/cusp are adjacent in ADE) - Feature diversity confirmed: 21/22 features carry variance
359 lines
No EOL
6.4 KiB
JSON
359 lines
No EOL
6.4 KiB
JSON
{
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"n_samples": 26,
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"dimension": 22,
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"method": "leave_one_out_nearest_centroid_v1",
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"accuracy": 0.3846,
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"unique_labels": [
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"---",
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"CognitiveLoadField",
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"RRC shape",
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"SignalShapedRouteCompiler"
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],
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"label_distribution": {
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"RRC shape": 1,
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"---": 1,
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"CognitiveLoadField": 18,
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"SignalShapedRouteCompiler": 6
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},
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"per_class": {
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"---": {
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"n": 1,
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"correct": 0,
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"accuracy": 0.0
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},
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"CognitiveLoadField": {
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"n": 18,
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"correct": 8,
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"accuracy": 0.4444
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},
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"RRC shape": {
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"n": 1,
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"correct": 0,
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"accuracy": 0.0
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},
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"SignalShapedRouteCompiler": {
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"n": 6,
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"correct": 2,
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"accuracy": 0.3333
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}
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},
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"confusion_matrix": {
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"RRC shape": {
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"---": 1,
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"RRC shape": 0,
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"CognitiveLoadField": 0,
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"SignalShapedRouteCompiler": 0
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},
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"---": {
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"RRC shape": 1,
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"---": 0,
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"CognitiveLoadField": 0,
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"SignalShapedRouteCompiler": 0
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},
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"CognitiveLoadField": {
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"CognitiveLoadField": 8,
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"SignalShapedRouteCompiler": 9,
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"---": 1,
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"RRC shape": 0
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},
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"SignalShapedRouteCompiler": {
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"CognitiveLoadField": 4,
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"SignalShapedRouteCompiler": 2,
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"---": 0,
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"RRC shape": 0
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}
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},
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"feature_variance": {
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"zero_mode_proxy_count": {
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"mean": 0.0,
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"variance": 0.0,
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"unique": 1,
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"collapsed": true
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},
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"rank_estimate": {
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"mean": 7.0,
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"variance": 1.52,
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"unique": 5,
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"collapsed": false
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},
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"laplacian_zero_count": {
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"mean": 1.3462,
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"variance": 0.3154,
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"unique": 3,
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"collapsed": false
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},
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"spectral_gap": {
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"mean": 0.4011,
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"variance": 0.0396,
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"unique": 26,
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"collapsed": false
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},
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"crossing_density": {
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"mean": 0.182,
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"variance": 0.0024,
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"unique": 10,
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"collapsed": false
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},
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"strand_entropy": {
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"mean": 2.933,
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"variance": 0.0123,
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"unique": 26,
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"collapsed": false
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},
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"eigenvalues[0]": {
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"mean": 0.7409,
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"variance": 0.0254,
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"unique": 26,
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"collapsed": false
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},
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"eigenvalues[1]": {
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"mean": 0.3398,
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"variance": 0.0067,
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"unique": 23,
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"collapsed": false
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},
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"eigenvalues[2]": {
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"mean": 0.1712,
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"variance": 0.0051,
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"unique": 22,
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"collapsed": false
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},
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"eigenvalues[3]": {
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"mean": 0.0155,
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"variance": 0.0032,
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"unique": 13,
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"collapsed": false
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},
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"eigenvalues[4]": {
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"mean": -0.1103,
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"variance": 0.007,
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"unique": 18,
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"collapsed": false
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},
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"eigenvalues[5]": {
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"mean": -0.2178,
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"variance": 0.0061,
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"unique": 16,
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"collapsed": false
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},
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"eigenvalues[6]": {
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"mean": -0.3763,
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"variance": 0.005,
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"unique": 23,
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"collapsed": false
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},
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"eigenvalues[7]": {
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"mean": -0.5629,
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"variance": 0.006,
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"unique": 24,
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"collapsed": false
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},
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"singular_values[0]": {
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"mean": 0.7409,
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"variance": 0.0254,
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"unique": 26,
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"collapsed": false
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},
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"singular_values[1]": {
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"mean": 0.5651,
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"variance": 0.0057,
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"unique": 24,
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"collapsed": false
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},
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"singular_values[2]": {
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"mean": 0.3894,
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"variance": 0.0101,
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"unique": 25,
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"collapsed": false
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},
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"singular_values[3]": {
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"mean": 0.3109,
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"variance": 0.0033,
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"unique": 21,
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"collapsed": false
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},
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"singular_values[4]": {
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"mean": 0.2275,
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"variance": 0.0063,
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"unique": 15,
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"collapsed": false
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},
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"singular_values[5]": {
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"mean": 0.1723,
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"variance": 0.0056,
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"unique": 21,
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"collapsed": false
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},
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"singular_values[6]": {
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"mean": 0.1114,
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"variance": 0.0063,
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"unique": 19,
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"collapsed": false
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},
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"singular_values[7]": {
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"mean": 0.0361,
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"variance": 0.0021,
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"unique": 14,
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"collapsed": false
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}
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},
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"collapsed_features": [
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"zero_mode_proxy_count"
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],
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"within_class_distance": 6.1938,
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"between_class_distance": 6.1482,
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"separation_ratio": 1.0074,
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"class_centroids": {
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"---": [
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0.0,
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0.8111,
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-0.6164,
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-1.5995,
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-0.4371,
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0.6043,
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2.1863,
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0.223,
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0.2891,
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1.3065,
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0.7184,
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0.783,
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0.2847,
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1.0398,
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0.7237,
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-0.1719
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],
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"CognitiveLoadField": [
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0.0,
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-0.1352,
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0.175,
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0.0849,
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0.0037,
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0.2022,
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0.2385,
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0.0066,
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0.0037,
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0.0493,
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-0.1327,
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0.0782,
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-0.0831,
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-0.1874,
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-0.1485
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],
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"RRC shape": [
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0.0,
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1.1022,
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0.2847,
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1.0398,
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1.7451,
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1.4653
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],
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"SignalShapedRouteCompiler": [
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0.0,
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0.1352,
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-0.3196,
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0.261,
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0.235,
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0.3147,
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0.2781,
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0.0731,
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0.1507,
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0.2298
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]
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},
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"normalization": {
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"means": [
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0.0,
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7.0,
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1.3462,
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0.4011,
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0.182,
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2.933,
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0.7409,
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0.3398,
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0.1712,
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0.0155,
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0.7409,
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0.3894,
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0.3109,
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0.2275,
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0.1723,
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0.1114,
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0.0361
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],
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"stds": [
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1.0,
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1.2329,
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0.5616,
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0.199,
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0.0487,
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0.1107,
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0.1594,
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0.0818,
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0.0712,
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0.0568,
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0.0834,
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0.078,
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0.0707,
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0.0754,
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0.1003,
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0.0574,
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0.0791,
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0.0747,
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0.0794,
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0.0461
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]
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},
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"warnings": [
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"Only 26 labeled samples; classifier is calibration-only.",
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"Do not promote model to production until full 278 labeled equations are available.",
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"Collapsed features (1): ['zero_mode_proxy_count']. These dimensions carry no discriminative power."
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]
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} |