{
  "n_samples": 26,
  "dimension": 22,
  "method": "leave_one_out_nearest_centroid_v1",
  "accuracy": 0.3462,
  "unique_labels": [
    "---",
    "CognitiveLoadField",
    "RRC shape",
    "SignalShapedRouteCompiler"
  ],
  "label_distribution": {
    "RRC shape": 1,
    "---": 1,
    "CognitiveLoadField": 18,
    "SignalShapedRouteCompiler": 6
  },
  "per_class": {
    "---": {
      "n": 1,
      "correct": 0,
      "accuracy": 0.0
    },
    "CognitiveLoadField": {
      "n": 18,
      "correct": 9,
      "accuracy": 0.5
    },
    "RRC shape": {
      "n": 1,
      "correct": 0,
      "accuracy": 0.0
    },
    "SignalShapedRouteCompiler": {
      "n": 6,
      "correct": 0,
      "accuracy": 0.0
    }
  },
  "confusion_matrix": {
    "RRC shape": {
      "CognitiveLoadField": 1,
      "RRC shape": 0,
      "---": 0,
      "SignalShapedRouteCompiler": 0
    },
    "---": {
      "SignalShapedRouteCompiler": 1,
      "---": 0,
      "CognitiveLoadField": 0,
      "RRC shape": 0
    },
    "CognitiveLoadField": {
      "CognitiveLoadField": 9,
      "SignalShapedRouteCompiler": 3,
      "RRC shape": 3,
      "---": 3
    },
    "SignalShapedRouteCompiler": {
      "---": 2,
      "CognitiveLoadField": 3,
      "RRC shape": 1,
      "SignalShapedRouteCompiler": 0
    }
  },
  "feature_variance": {
    "zero_mode_proxy_count": {
      "mean": 0.0,
      "variance": 0.0,
      "unique": 1,
      "collapsed": true
    },
    "rank_estimate": {
      "mean": 7.0769,
      "variance": 1.2738,
      "unique": 5,
      "collapsed": false
    },
    "laplacian_zero_count": {
      "mean": 1.1923,
      "variance": 0.2415,
      "unique": 3,
      "collapsed": false
    },
    "spectral_gap": {
      "mean": 0.4886,
      "variance": 0.0283,
      "unique": 26,
      "collapsed": false
    },
    "crossing_density": {
      "mean": 0.2026,
      "variance": 0.0019,
      "unique": 9,
      "collapsed": false
    },
    "strand_entropy": {
      "mean": 2.9618,
      "variance": 0.0098,
      "unique": 26,
      "collapsed": false
    },
    "eigenvalues[0]": {
      "mean": 0.8049,
      "variance": 0.0171,
      "unique": 26,
      "collapsed": false
    },
    "eigenvalues[1]": {
      "mean": 0.3162,
      "variance": 0.0044,
      "unique": 25,
      "collapsed": false
    },
    "eigenvalues[2]": {
      "mean": 0.1721,
      "variance": 0.0046,
      "unique": 22,
      "collapsed": false
    },
    "eigenvalues[3]": {
      "mean": 0.0315,
      "variance": 0.0031,
      "unique": 14,
      "collapsed": false
    },
    "eigenvalues[4]": {
      "mean": -0.0756,
      "variance": 0.0041,
      "unique": 19,
      "collapsed": false
    },
    "eigenvalues[5]": {
      "mean": -0.2454,
      "variance": 0.0058,
      "unique": 20,
      "collapsed": false
    },
    "eigenvalues[6]": {
      "mean": -0.3986,
      "variance": 0.0043,
      "unique": 25,
      "collapsed": false
    },
    "eigenvalues[7]": {
      "mean": -0.6052,
      "variance": 0.0072,
      "unique": 26,
      "collapsed": false
    },
    "singular_values[0]": {
      "mean": 0.8049,
      "variance": 0.0171,
      "unique": 26,
      "collapsed": false
    },
    "singular_values[1]": {
      "mean": 0.6052,
      "variance": 0.0072,
      "unique": 26,
      "collapsed": false
    },
    "singular_values[2]": {
      "mean": 0.399,
      "variance": 0.0051,
      "unique": 25,
      "collapsed": false
    },
    "singular_values[3]": {
      "mean": 0.3054,
      "variance": 0.0052,
      "unique": 25,
      "collapsed": false
    },
    "singular_values[4]": {
      "mean": 0.2179,
      "variance": 0.01,
      "unique": 20,
      "collapsed": false
    },
    "singular_values[5]": {
      "mean": 0.1532,
      "variance": 0.0078,
      "unique": 19,
      "collapsed": false
    },
    "singular_values[6]": {
      "mean": 0.0977,
      "variance": 0.0076,
      "unique": 20,
      "collapsed": false
    },
    "singular_values[7]": {
      "mean": 0.0756,
      "variance": 0.0083,
      "unique": 17,
      "collapsed": false
    }
  },
  "collapsed_features": [
    "zero_mode_proxy_count"
  ],
  "within_class_distance": 6.2369,
  "between_class_distance": 5.9361,
  "separation_ratio": 1.0507,
  "class_centroids": {
    "---": [
      0.0,
      -0.0682,
      -0.3913,
      0.1758,
      1.0911,
      0.3853,
      0.7441,
      1.0152,
      0.2698,
      -0.5636,
      0.5808,
      -1.1021,
      -0.5816,
      -0.787,
      0.7441,
      0.787,
      0.5319,
      1.0932,
      1.1155,
      0.4226,
      -0.6817,
      -0.8311
    ],
    "CognitiveLoadField": [
      0.0,
      -0.0189,
      0.0609,
      -0.1862,
      -0.188,
      -0.0633,
      -0.2329,
      0.0133,
      0.097,
      -0.0034,
      0.0068,
      0.2182,
      0.0048,
      0.0675,
      -0.2329,
      -0.0675,
      0.0788,
      0.0538,
      -0.1743,
      0.0612,
      -0.0356,
      -0.0025
    ],
    "RRC shape": [
      0.0,
      0.8179,
      -0.3913,
      -0.119,
      -0.5535,
      0.3853,
      -0.1871,
      -0.0682,
      -0.5176,
      0.7689,
      -0.5554,
      -0.0605,
      -0.7904,
      1.3359,
      -0.1871,
      -1.3359,
      0.7246,
      0.0875,
      0.3209,
      -0.1851,
      0.1552,
      -0.013
    ],
    "SignalShapedRouteCompiler": [
      0.0,
      -0.0682,
      -0.0522,
      0.5491,
      0.4744,
      0.0614,
      0.606,
      -0.1977,
      -0.2498,
      -0.0239,
      -0.0246,
      -0.4607,
      0.2142,
      -0.2941,
      0.606,
      0.2941,
      -0.4457,
      -0.3583,
      0.2834,
      -0.2232,
      0.1947,
      0.1483
    ]
  },
  "normalization": {
    "means": [
      0.0,
      7.0769,
      1.1923,
      0.4886,
      0.2026,
      2.9618,
      0.8049,
      0.3162,
      0.1721,
      0.0315,
      -0.0756,
      -0.2454,
      -0.3986,
      -0.6052,
      0.8049,
      0.6052,
      0.399,
      0.3054,
      0.2179,
      0.1532,
      0.0977,
      0.0756
    ],
    "stds": [
      1.0,
      1.1286,
      0.4915,
      0.1682,
      0.0434,
      0.0991,
      0.1307,
      0.0666,
      0.0681,
      0.0558,
      0.0643,
      0.0763,
      0.0656,
      0.0849,
      0.1307,
      0.0849,
      0.0711,
      0.0718,
      0.1001,
      0.0882,
      0.0873,
      0.0909
    ]
  },
  "warnings": [
    "Only 26 labeled samples; classifier is calibration-only.",
    "Do not promote model to production until full 278 labeled equations are available.",
    "Collapsed features (1): ['zero_mode_proxy_count']. These dimensions carry no discriminative power."
  ]
}