{
  "centered_clean": {
    "test_accuracy": 0.5085,
    "test_cost": 0.3253386163711548,
    "finite": true,
    "wall_seconds": 147.13633942604065,
    "corrector": {}
  },
  "centered_raw_selected": {
    "test_accuracy": 0.2315,
    "test_cost": 1.0281318225860596,
    "finite": true,
    "wall_seconds": 157.31327867507935,
    "corrector": {
      "step": 99,
      "bias_model": "dillavou_constant_update",
      "clean_update_rms": 0.0017007966127565303,
      "bias_update_rms": 0.0002167748926504395,
      "residual_update_rms": 0.00021677489153652438,
      "bias_to_clean_update_rms": 0.12745491790409094,
      "residual_to_clean_update_rms": 0.12745491724915364,
      "neutral_observations": 0
    }
  },
  "pep_clean": {
    "test_accuracy": 0.5755,
    "test_cost": 0.309199969291687,
    "finite": true,
    "wall_seconds": 145.47748732566833,
    "corrector": {}
  },
  "pep_constant_selected": {
    "test_accuracy": 0.597,
    "test_cost": 0.3003366823196411,
    "finite": true,
    "wall_seconds": 152.78116750717163,
    "corrector": {
      "step": 99,
      "bias_model": "dillavou_constant_update",
      "clean_update_rms": 0.0008973869218368469,
      "bias_update_rms": 0.00016005302290345862,
      "residual_update_rms": 6.020679432068825e-12,
      "bias_to_clean_update_rms": 0.17835453025752665,
      "residual_to_clean_update_rms": 6.709123217157202e-09,
      "neutral_observations": 1
    }
  },
  "pep_oracle_selected": {
    "test_accuracy": 0.5755,
    "test_cost": 0.309199969291687,
    "finite": true,
    "wall_seconds": 157.25092959403992,
    "corrector": {
      "step": 99,
      "bias_model": "dillavou_constant_update",
      "clean_update_rms": 0.0009169057171871156,
      "bias_update_rms": 0.00016005302290345862,
      "residual_update_rms": 0.0,
      "bias_to_clean_update_rms": 0.1745577761195224,
      "residual_to_clean_update_rms": 0.0,
      "neutral_observations": 0
    }
  },
  "pep_raw_03": {
    "test_accuracy": 0.5615,
    "test_cost": 0.30644658470153807,
    "finite": true,
    "wall_seconds": 155.52709484100342,
    "corrector": {
      "step": 99,
      "bias_model": "dillavou_constant_update",
      "clean_update_rms": 0.00062359184603791,
      "bias_update_rms": 4.8015909032388e-05,
      "residual_update_rms": 4.801590797622057e-05,
      "bias_to_clean_update_rms": 0.07699893662411514,
      "residual_to_clean_update_rms": 0.0769989349304313,
      "neutral_observations": 0
    }
  },
  "pep_raw_1": {
    "test_accuracy": 0.1965,
    "test_cost": 0.4308369312286377,
    "finite": true,
    "wall_seconds": 153.90621161460876,
    "corrector": {
      "step": 99,
      "bias_model": "dillavou_constant_update",
      "clean_update_rms": 0.0005663993811762308,
      "bias_update_rms": 0.00016005302290345862,
      "residual_update_rms": 0.00016005302210418226,
      "bias_to_clean_update_rms": 0.28257979832371916,
      "residual_to_clean_update_rms": 0.28257979691256585,
      "neutral_observations": 0
    }
  },
  "pep_raw_10": {
    "test_accuracy": 0.1015,
    "test_cost": NaN,
    "finite": false,
    "wall_seconds": 152.3833601474762,
    "corrector": {
      "step": 99,
      "bias_model": "dillavou_constant_update",
      "clean_update_rms": NaN,
      "bias_update_rms": NaN,
      "residual_update_rms": NaN,
      "bias_to_clean_update_rms": NaN,
      "residual_to_clean_update_rms": NaN,
      "neutral_observations": 0
    }
  },
  "pep_raw_3": {
    "test_accuracy": 0.1015,
    "test_cost": NaN,
    "finite": false,
    "wall_seconds": 153.92182517051697,
    "corrector": {
      "step": 99,
      "bias_model": "dillavou_constant_update",
      "clean_update_rms": NaN,
      "bias_update_rms": NaN,
      "residual_update_rms": NaN,
      "bias_to_clean_update_rms": NaN,
      "residual_to_clean_update_rms": NaN,
      "neutral_observations": 0
    }
  },
  "pep_raw_beta05": {
    "test_accuracy": 0.544,
    "test_cost": 0.32427291965484617,
    "finite": true,
    "wall_seconds": 157.60576701164246,
    "corrector": {
      "step": 99,
      "bias_model": "dillavou_constant_update",
      "clean_update_rms": 0.000598504018745181,
      "bias_update_rms": 0.0001342120021169413,
      "residual_update_rms": 0.00013421200211600787,
      "bias_to_clean_update_rms": 0.22424578267382256,
      "residual_to_clean_update_rms": 0.224245782672263,
      "neutral_observations": 0
    }
  },
  "pep_raw_beta1": {
    "test_accuracy": 0.085,
    "test_cost": 0.4508027458190918,
    "finite": true,
    "wall_seconds": 155.58481884002686,
    "corrector": {
      "step": 99,
      "bias_model": "dillavou_constant_update",
      "clean_update_rms": 0.00017692629099073527,
      "bias_update_rms": 0.00014855022008540845,
      "residual_update_rms": 0.00014855022092355845,
      "bias_to_clean_update_rms": 0.839616425877527,
      "residual_to_clean_update_rms": 0.8396164306148105,
      "neutral_observations": 0
    }
  },
  "pep_raw_beta2": {
    "test_accuracy": 0.1015,
    "test_cost": NaN,
    "finite": false,
    "wall_seconds": 154.3118805885315,
    "corrector": {
      "step": 99,
      "bias_model": "dillavou_constant_update",
      "clean_update_rms": NaN,
      "bias_update_rms": NaN,
      "residual_update_rms": NaN,
      "bias_to_clean_update_rms": NaN,
      "residual_to_clean_update_rms": NaN,
      "neutral_observations": 0
    }
  },
  "pep_sdil_3": {
    "test_accuracy": 0.5845,
    "test_cost": 0.30579797554016114,
    "finite": true,
    "wall_seconds": 153.1792278289795,
    "corrector": {
      "step": 99,
      "bias_model": "dillavou_constant_update",
      "clean_update_rms": 0.0006428324867539793,
      "bias_update_rms": 0.00048015905710687166,
      "residual_update_rms": 1.2244390282131502e-11,
      "bias_to_clean_update_rms": 0.746942737028527,
      "residual_to_clean_update_rms": 1.9047559876695523e-08,
      "neutral_observations": 1
    }
  },
  "pep_sdil_selected": {
    "test_accuracy": 0.597,
    "test_cost": 0.3003366823196411,
    "finite": true,
    "wall_seconds": 158.1991639137268,
    "corrector": {
      "step": 99,
      "bias_model": "dillavou_constant_update",
      "clean_update_rms": 0.0008973869218368469,
      "bias_update_rms": 0.00016005302290345862,
      "residual_update_rms": 6.020679432068825e-12,
      "bias_to_clean_update_rms": 0.17835453025752665,
      "residual_to_clean_update_rms": 6.709123217157202e-09,
      "neutral_observations": 1
    }
  },
  "random_clean": {
    "test_accuracy": 0.487,
    "test_cost": 0.32863751792907714,
    "finite": true,
    "wall_seconds": 148.2477421760559,
    "corrector": {}
  },
  "random_raw_selected": {
    "test_accuracy": 0.085,
    "test_cost": 0.671344825744629,
    "finite": true,
    "wall_seconds": 158.12627720832825,
    "corrector": {
      "step": 99,
      "bias_model": "dillavou_constant_update",
      "clean_update_rms": 0.0006369761166715286,
      "bias_update_rms": 0.0002803655771934793,
      "residual_update_rms": 0.00028036557611689906,
      "bias_to_clean_update_rms": 0.44015084687713063,
      "residual_to_clean_update_rms": 0.44015084518698844,
      "neutral_observations": 0
    }
  }
}