{
  "n_samples": 26,
  "dimension": 22,
  "method": "leave_one_out_nearest_centroid_v1",
  "accuracy": 0.3846,
  "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": 8,
      "accuracy": 0.4444
    },
    "RRC shape": {
      "n": 1,
      "correct": 0,
      "accuracy": 0.0
    },
    "SignalShapedRouteCompiler": {
      "n": 6,
      "correct": 2,
      "accuracy": 0.3333
    }
  },
  "confusion_matrix": {
    "RRC shape": {
      "---": 1,
      "RRC shape": 0,
      "CognitiveLoadField": 0,
      "SignalShapedRouteCompiler": 0
    },
    "---": {
      "RRC shape": 1,
      "---": 0,
      "CognitiveLoadField": 0,
      "SignalShapedRouteCompiler": 0
    },
    "CognitiveLoadField": {
      "CognitiveLoadField": 8,
      "SignalShapedRouteCompiler": 9,
      "---": 1,
      "RRC shape": 0
    },
    "SignalShapedRouteCompiler": {
      "CognitiveLoadField": 4,
      "SignalShapedRouteCompiler": 2,
      "---": 0,
      "RRC shape": 0
    }
  },
  "feature_variance": {
    "zero_mode_proxy_count": {
      "mean": 0.0,
      "variance": 0.0,
      "unique": 1,
      "collapsed": true
    },
    "rank_estimate": {
      "mean": 7.0,
      "variance": 1.52,
      "unique": 5,
      "collapsed": false
    },
    "laplacian_zero_count": {
      "mean": 1.3462,
      "variance": 0.3154,
      "unique": 3,
      "collapsed": false
    },
    "spectral_gap": {
      "mean": 0.4011,
      "variance": 0.0396,
      "unique": 26,
      "collapsed": false
    },
    "crossing_density": {
      "mean": 0.182,
      "variance": 0.0024,
      "unique": 10,
      "collapsed": false
    },
    "strand_entropy": {
      "mean": 2.933,
      "variance": 0.0123,
      "unique": 26,
      "collapsed": false
    },
    "eigenvalues[0]": {
      "mean": 0.7409,
      "variance": 0.0254,
      "unique": 26,
      "collapsed": false
    },
    "eigenvalues[1]": {
      "mean": 0.3398,
      "variance": 0.0067,
      "unique": 23,
      "collapsed": false
    },
    "eigenvalues[2]": {
      "mean": 0.1712,
      "variance": 0.0051,
      "unique": 22,
      "collapsed": false
    },
    "eigenvalues[3]": {
      "mean": 0.0155,
      "variance": 0.0032,
      "unique": 13,
      "collapsed": false
    },
    "eigenvalues[4]": {
      "mean": -0.1103,
      "variance": 0.007,
      "unique": 18,
      "collapsed": false
    },
    "eigenvalues[5]": {
      "mean": -0.2178,
      "variance": 0.0061,
      "unique": 16,
      "collapsed": false
    },
    "eigenvalues[6]": {
      "mean": -0.3763,
      "variance": 0.005,
      "unique": 23,
      "collapsed": false
    },
    "eigenvalues[7]": {
      "mean": -0.5629,
      "variance": 0.006,
      "unique": 24,
      "collapsed": false
    },
    "singular_values[0]": {
      "mean": 0.7409,
      "variance": 0.0254,
      "unique": 26,
      "collapsed": false
    },
    "singular_values[1]": {
      "mean": 0.5651,
      "variance": 0.0057,
      "unique": 24,
      "collapsed": false
    },
    "singular_values[2]": {
      "mean": 0.3894,
      "variance": 0.0101,
      "unique": 25,
      "collapsed": false
    },
    "singular_values[3]": {
      "mean": 0.3109,
      "variance": 0.0033,
      "unique": 21,
      "collapsed": false
    },
    "singular_values[4]": {
      "mean": 0.2275,
      "variance": 0.0063,
      "unique": 15,
      "collapsed": false
    },
    "singular_values[5]": {
      "mean": 0.1723,
      "variance": 0.0056,
      "unique": 21,
      "collapsed": false
    },
    "singular_values[6]": {
      "mean": 0.1114,
      "variance": 0.0063,
      "unique": 19,
      "collapsed": false
    },
    "singular_values[7]": {
      "mean": 0.0361,
      "variance": 0.0021,
      "unique": 14,
      "collapsed": false
    }
  },
  "collapsed_features": [
    "zero_mode_proxy_count"
  ],
  "within_class_distance": 6.1938,
  "between_class_distance": 6.1482,
  "separation_ratio": 1.0074,
  "class_centroids": {
    "---": [
      0.0,
      0.8111,
      -0.6164,
      -1.5995,
      -0.4371,
      0.6043,
      -0.8739,
      2.1863,
      -0.0316,
      0.223,
      -1.6747,
      -0.4124,
      0.2891,
      1.3065,
      -0.8739,
      -0.6154,
      0.7184,
      0.783,
      0.2847,
      1.0398,
      0.7237,
      -0.1719
    ],
    "CognitiveLoadField": [
      0.0,
      -0.1352,
      0.175,
      0.0849,
      -0.0298,
      -0.1708,
      0.0037,
      -0.1993,
      -0.0842,
      0.2022,
      0.2385,
      -0.0544,
      0.0066,
      -0.0763,
      0.0037,
      0.0493,
      -0.1436,
      -0.1327,
      0.0782,
      -0.0831,
      -0.1874,
      -0.1485
    ],
    "RRC shape": [
      0.0,
      0.8111,
      -0.6164,
      -1.4954,
      -0.4371,
      0.5818,
      -0.8614,
      1.9578,
      1.1082,
      -2.0961,
      -1.6747,
      -0.4124,
      1.7865,
      0.8105,
      -0.8614,
      -0.8634,
      1.1022,
      -1.0616,
      0.2847,
      1.0398,
      1.7451,
      1.4653
    ],
    "SignalShapedRouteCompiler": [
      0.0,
      0.1352,
      -0.3196,
      0.261,
      0.235,
      0.3147,
      0.2781,
      -0.0927,
      0.0731,
      -0.2943,
      -0.1573,
      0.3006,
      -0.3659,
      -0.1241,
      0.2781,
      0.0985,
      0.1275,
      0.4445,
      -0.3296,
      -0.0973,
      0.1507,
      0.2298
    ]
  },
  "normalization": {
    "means": [
      0.0,
      7.0,
      1.3462,
      0.4011,
      0.182,
      2.933,
      0.7409,
      0.3398,
      0.1712,
      0.0155,
      -0.1103,
      -0.2178,
      -0.3763,
      -0.5629,
      0.7409,
      0.5651,
      0.3894,
      0.3109,
      0.2275,
      0.1723,
      0.1114,
      0.0361
    ],
    "stds": [
      1.0,
      1.2329,
      0.5616,
      0.199,
      0.0487,
      0.1107,
      0.1594,
      0.0818,
      0.0712,
      0.0568,
      0.0834,
      0.078,
      0.0707,
      0.0776,
      0.1594,
      0.0754,
      0.1003,
      0.0574,
      0.0791,
      0.0747,
      0.0794,
      0.0461
    ]
  },
  "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."
  ]
}