hatch/feature_importance.json at main · kmesiab/hatch · GitHub

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{
  "window_size": 30,
  "n_windows": 794870,
  "n_folded": 646623,
  "n_disordered": 148247,
  "features": [
    {
      "feature_idx": 6,
      "feature_name": "bulky_hydrophobic_freq",
      "auc": 0.838478,
      "info_gain": 0.164357,
      "cohens_d": 1.3909,
      "direction": "higher=folded",
      "mean_folded": 0.317818,
      "mean_disordered": 0.201912,
      "std_folded": 0.070669,
      "std_disordered": 0.09431,
      "weight_normalized": 1.0,
      "weight_sum_normalized": 0.228706
    },
    {
      "feature_idx": 4,
      "feature_name": "shannon_entropy",
      "auc": 0.78484,
      "info_gain": 0.109329,
      "cohens_d": 1.0546,
      "direction": "higher=folded",
      "mean_folded": 0.838249,
      "mean_disordered": 0.761899,
      "std_folded": 0.043344,
      "std_disordered": 0.092762,
      "weight_normalized": 0.841532,
      "weight_sum_normalized": 0.192464
    },
    {
      "feature_idx": 1,
      "feature_name": "flexibility",
      "auc": 0.777973,
      "info_gain": 0.100431,
      "cohens_d": 1.0633,
      "direction": "lower=folded",
      "mean_folded": 0.811503,
      "mean_disordered": 0.841578,
      "std_folded": 0.023556,
      "std_disordered": 0.032329,
      "weight_normalized": 0.821244,
      "weight_sum_normalized": 0.187824
    },
    {
      "feature_idx": 0,
      "feature_name": "hydrophobicity",
      "auc": 0.764249,
      "info_gain": 0.08698,
      "cohens_d": 1.0125,
      "direction": "higher=folded",
      "mean_folded": 0.469749,
      "mean_disordered": 0.403028,
      "std_folded": 0.055901,
      "std_disordered": 0.07457,
      "weight_normalized": 0.780698,
      "weight_sum_normalized": 0.178551
    },
    {
      "feature_idx": 5,
      "feature_name": "proline_freq",
      "auc": 0.617174,
      "info_gain": 0.060094,
      "cohens_d": 0.5425,
      "direction": "lower=folded",
      "mean_folded": 0.04636,
      "mean_disordered": 0.079357,
      "std_folded": 0.039888,
      "std_disordered": 0.076205,
      "weight_normalized": 0.346179,
      "weight_sum_normalized": 0.079173
    },
    {
      "feature_idx": 3,
      "feature_name": "net_charge",
      "auc": 0.599272,
      "info_gain": 0.039805,
      "cohens_d": 0.4761,
      "direction": "lower=folded",
      "mean_folded": 0.064693,
      "mean_disordered": 0.102227,
      "std_folded": 0.052226,
      "std_disordered": 0.098504,
      "weight_normalized": 0.293289,
      "weight_sum_normalized": 0.067077
    },
    {
      "feature_idx": 2,
      "feature_name": "h_bond_potential",
      "auc": 0.597981,
      "info_gain": 0.029902,
      "cohens_d": 0.3452,
      "direction": "lower=folded",
      "mean_folded": 3.313616,
      "mean_disordered": 3.440153,
      "std_folded": 0.295647,
      "std_disordered": 0.425892,
      "weight_normalized": 0.289475,
      "weight_sum_normalized": 0.066205
    }
  ]
}