mirror of
https://github.com/allaunthefox/Research-Stack.git
synced 2026-07-31 03:05:21 +00:00
6c55cac0a9
- Parses equation names into operators, variables, AST metrics, proof metrics - Richer canonical hash → more distinct crossing matrices - Separation ratio improved: 1.007 → 1.051 (within/between class distance) - CognitiveLoadField accuracy: 44.4% → 50.0% - Fold/cusp confusion (CLF → SRC): 9/18 → 3/18 (major improvement) - 26/26 unique matrix hashes maintained - Receipt format: v1 → v2 (parse_equation + build_proof_metrics)
359 lines
No EOL
6.5 KiB
JSON
359 lines
No EOL
6.5 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": 0.3462,
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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": 9,
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"accuracy": 0.5
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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": 0,
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"accuracy": 0.0
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}
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},
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"confusion_matrix": {
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"RRC shape": {
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"CognitiveLoadField": 1,
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"RRC shape": 0,
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"---": 0,
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"SignalShapedRouteCompiler": 0
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},
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"---": {
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"SignalShapedRouteCompiler": 1,
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"---": 0,
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"CognitiveLoadField": 0,
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"RRC shape": 0
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},
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"CognitiveLoadField": {
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"CognitiveLoadField": 9,
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"SignalShapedRouteCompiler": 3,
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"RRC shape": 3,
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"---": 3
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},
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"SignalShapedRouteCompiler": {
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"---": 2,
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"CognitiveLoadField": 3,
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"RRC shape": 1,
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"SignalShapedRouteCompiler": 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": 7.0769,
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"variance": 1.2738,
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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": 1.1923,
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"variance": 0.2415,
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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": 0.4886,
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"variance": 0.0283,
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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": 0.2026,
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"variance": 0.0019,
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"unique": 9,
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"collapsed": false
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},
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"strand_entropy": {
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"mean": 2.9618,
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"variance": 0.0098,
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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": 0.8049,
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"variance": 0.0171,
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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": 0.3162,
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"variance": 0.0044,
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"unique": 25,
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"collapsed": false
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},
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"eigenvalues[2]": {
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"mean": 0.1721,
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"variance": 0.0046,
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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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"variance": 0.0031,
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"unique": 14,
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"collapsed": false
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},
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"eigenvalues[4]": {
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"mean": -0.0756,
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"variance": 0.0041,
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"unique": 19,
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"collapsed": false
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},
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"eigenvalues[5]": {
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"mean": -0.2454,
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"variance": 0.0058,
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"unique": 20,
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"collapsed": false
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},
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"eigenvalues[6]": {
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"mean": -0.3986,
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"variance": 0.0043,
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"unique": 25,
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"collapsed": false
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},
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"eigenvalues[7]": {
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"mean": -0.6052,
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"variance": 0.0072,
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"unique": 26,
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"collapsed": false
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},
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"singular_values[0]": {
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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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"unique": 26,
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"collapsed": false
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},
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"singular_values[2]": {
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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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"unique": 25,
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"collapsed": false
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},
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"singular_values[4]": {
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"unique": 20,
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"collapsed": false
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},
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"singular_values[5]": {
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"variance": 0.0078,
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"unique": 19,
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"collapsed": false
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},
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"singular_values[6]": {
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"mean": 0.0977,
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"unique": 20,
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"collapsed": false
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},
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"singular_values[7]": {
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"mean": 0.0756,
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"variance": 0.0083,
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"unique": 17,
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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": 6.2369,
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"between_class_distance": 5.9361,
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"separation_ratio": 1.0507,
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"class_centroids": {
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"---": [
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1.0911,
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"CognitiveLoadField": [
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],
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]
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},
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"normalization": {
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],
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"stds": [
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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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} |