ModuFlow/mask-ddpm
3
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

Add comprehensive evaluation and ablation summaries

Browse Source
This commit is contained in:
mzYang
2026-03-27 22:11:07 +08:00
parent 17f69f963f
commit b8696d0c54
46 changed files with 30666 additions and 0 deletions
Download Patch File Download Diff File Expand all files Collapse all files

537
example/results/ablations/runs/no_snr_weight__seed1337/comprehensive_eval.json Normal file
View File

@@ -0,0 +1,537 @@
{
"generated_path": "/root/autodl-tmp/mask-ddpm/example/results/ablations/runs/no_snr_weight__seed1337/generated.csv",
"reference_paths": [
"/root/autodl-tmp/dataset/hai/hai-21.03/train1.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/train2.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/train3.csv.gz"
],
"test_paths": [
"/root/autodl-tmp/dataset/hai/hai-21.03/test1.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/test2.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/test3.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/test4.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/test5.csv.gz"
],
"seq_len": 96,
"stride": 96,
"counts": {
"train_windows": 1024,
"generated_windows": 4,
"test_windows": 1024,
"test_anomalous_windows": 44,
"test_normal_windows": 980
},
"basic_eval": {
"avg_ks": 0.39950668238993714,
"avg_jsd": 0.02154500462890076,
"avg_lag1_diff": 0.2994253248181626
},
"two_sample": {
"continuous_mmd_rbf": 0.6485295295715332,
"continuous_mmd_gamma": 1.6569123503075158e-05,
"histogram_mmd_rbf": 0.6485327482223511,
"histogram_mmd_gamma": 1.656833961161223e-05,
"discriminative_accuracy": 1.0,
"discriminative_balanced_accuracy": 0.5,
"discriminative_auroc": NaN
},
"diversity_privacy": {
"duplicate_rate": 0.0,
"exact_match_rate_to_train": 0.0,
"nn_gen_to_train_mean": 164.53665161132812,
"nn_holdout_to_train_mean": 55.17637252807617,
"memorization_ratio": 2.98201284485682,
"one_nn_two_sample_accuracy": 1.0
},
"coupling": {
"corr_mean_abs_diff": 0.21394668519496918,
"corr_frobenius": 16.57740592956543,
"lag1_corr_mean_abs_diff": 0.21236610412597656,
"lag1_corr_frobenius": 16.575729370117188,
"by_process": {
"P1": {
"corr_mean_abs_diff": 0.2973121404647827,
"corr_frobenius": 10.449137687683105,
"lag1_corr_mean_abs_diff": 0.3082079291343689,
"lag1_corr_frobenius": 10.682194709777832
},
"P2": {
"corr_mean_abs_diff": 0.12466901540756226,
"corr_frobenius": 2.944415807723999,
"lag1_corr_mean_abs_diff": 0.15586906671524048,
"lag1_corr_frobenius": 2.846930980682373
},
"P3": {
"corr_mean_abs_diff": 0.4641381800174713,
"corr_frobenius": 3.0637080669403076,
"lag1_corr_mean_abs_diff": 0.5239542126655579,
"lag1_corr_frobenius": 3.1854543685913086
},
"P4": {
"corr_mean_abs_diff": 0.18219970166683197,
"corr_frobenius": 2.7139594554901123,
"lag1_corr_mean_abs_diff": 0.20237688720226288,
"lag1_corr_frobenius": 2.932380199432373
}
}
},
"frequency": {
"avg_psd_l1": 0.019868340343236923,
"avg_psd_cosine": 0.3614977909231035,
"avg_low_high_ratio_abs_diff": 9433974.92816077
},
"type_metrics": {
"type1_program": {
"features": [
"P1_B4002",
"P2_MSD",
"P4_HT_LD",
"P1_B2004",
"P1_B3004",
"P1_B4022",
"P1_B3005"
],
"generated": {
"P1_B4002": {
"num_changes": 0.0,
"mean_dwell": 384.0,
"median_dwell": 384.0,
"mean_step": NaN,
"median_step": NaN
},
"P2_MSD": {
"num_changes": 0.0,
"mean_dwell": 384.0,
"median_dwell": 384.0,
"mean_step": NaN,
"median_step": NaN
},
"P4_HT_LD": {
"num_changes": 15.0,
"mean_dwell": 24.0,
"median_dwell": 2.5,
"mean_step": 68.42660395304362,
"median_step": 1.9043693542480469
},
"P1_B2004": {
"num_changes": 0.0,
"mean_dwell": 384.0,
"median_dwell": 384.0,
"mean_step": NaN,
"median_step": NaN
},
"P1_B3004": {
"num_changes": 0.0,
"mean_dwell": 384.0,
"median_dwell": 384.0,
"mean_step": NaN,
"median_step": NaN
},
"P1_B4022": {
"num_changes": 383.0,
"mean_dwell": 1.0,
"median_dwell": 1.0,
"mean_step": 0.01115664489586733,
"median_step": 0.004810333251953125
},
"P1_B3005": {
"num_changes": 0.0,
"mean_dwell": 384.0,
"median_dwell": 384.0,
"mean_step": NaN,
"median_step": NaN
}
},
"reference": {
"P1_B4002": {
"num_changes": 97.0,
"mean_dwell": 1003.1020408163265,
"median_dwell": 1.0,
"mean_step": 0.032477270696581025,
"median_step": 0.0126495361328125
},
"P2_MSD": {
"num_changes": 0.0,
"mean_dwell": 98304.0,
"median_dwell": 98304.0,
"mean_step": NaN,
"median_step": NaN
},
"P4_HT_LD": {
"num_changes": 63727.0,
"mean_dwell": 1.5425558624152649,
"median_dwell": 1.0,
"mean_step": 1.0409184914880636,
"median_step": 0.245941162109375
},
"P1_B2004": {
"num_changes": 145.0,
"mean_dwell": 673.3150684931506,
"median_dwell": 1.0,
"mean_step": 0.0015369655757114806,
"median_step": 0.00010000169277191162
},
"P1_B3004": {
"num_changes": 146.0,
"mean_dwell": 668.734693877551,
"median_dwell": 1.0,
"mean_step": 1.113193877755779,
"median_step": 0.819305419921875
},
"P1_B4022": {
"num_changes": 97122.0,
"mean_dwell": 1.0121598385552342,
"median_dwell": 1.0,
"mean_step": 0.011706427666086412,
"median_step": 0.00952911376953125
},
"P1_B3005": {
"num_changes": 148.0,
"mean_dwell": 659.7583892617449,
"median_dwell": 1.0,
"mean_step": 5.635673316749367,
"median_step": 5.34417724609375
}
},
"aggregates": {
"mean_abs_diff_num_changes": 22998.14285714286,
"mean_abs_diff_mean_dwell": 14201.625685203559,
"mean_abs_diff_median_dwell": 14207.642857142857,
"mean_abs_diff_mean_step": 33.693117622162895,
"mean_abs_diff_median_step": 0.831573486328125
}
},
"type2_controller": {
"features": [
"P1_B4005"
],
"generated": {
"P1_B4005": {
"saturation_ratio": 1.0,
"change_rate": 0.0,
"step_median": NaN
}
},
"reference": {
"P1_B4005": {
"saturation_ratio": 0.588958740234375,
"change_rate": 0.4608201173921447,
"step_median": 0.03202030062675476
}
},
"aggregates": {
"mean_abs_diff_saturation_ratio": 0.411041259765625,
"mean_abs_diff_change_rate": 0.4608201173921447
}
},
"type3_actuator": {
"features": [
"P1_PCV02Z",
"P1_PCV01Z",
"P1_PCV01D",
"P1_FCV02Z",
"P1_FCV03D",
"P1_FCV03Z",
"P1_LCV01D",
"P1_LCV01Z"
],
"generated": {
"P1_PCV02Z": {
"unique_ratio": 0.0026041666666666665,
"top1_mass": 1.0,
"top3_mass": 1.0,
"median_dwell": 384.0
},
"P1_PCV01Z": {
"unique_ratio": 0.8880208333333334,
"top1_mass": 0.033854166666666664,
"top3_mass": 0.078125,
"median_dwell": 1.0
},
"P1_PCV01D": {
"unique_ratio": 0.9192708333333334,
"top1_mass": 0.08333333333333333,
"top3_mass": 0.08854166666666667,
"median_dwell": 1.0
},
"P1_FCV02Z": {
"unique_ratio": 0.046875,
"top1_mass": 0.4088541666666667,
"top3_mass": 0.6901041666666666,
"median_dwell": 1.0
},
"P1_FCV03D": {
"unique_ratio": 1.0,
"top1_mass": 0.0026041666666666665,
"top3_mass": 0.0078125,
"median_dwell": 1.0
},
"P1_FCV03Z": {
"unique_ratio": 0.3671875,
"top1_mass": 0.16145833333333334,
"top3_mass": 0.2760416666666667,
"median_dwell": 1.0
},
"P1_LCV01D": {
"unique_ratio": 0.9661458333333334,
"top1_mass": 0.005208333333333333,
"top3_mass": 0.015625,
"median_dwell": 1.0
},
"P1_LCV01Z": {
"unique_ratio": 0.19791666666666666,
"top1_mass": 0.22916666666666666,
"top3_mass": 0.4036458333333333,
"median_dwell": 1.0
}
},
"reference": {
"P1_PCV02Z": {
"unique_ratio": 5.0862630208333336e-05,
"top1_mass": 0.5122273763020834,
"top3_mass": 0.9970194498697916,
"median_dwell": 2.0
},
"P1_PCV01Z": {
"unique_ratio": 0.063232421875,
"top1_mass": 0.009714762369791666,
"top3_mass": 0.020904541015625,
"median_dwell": 1.0
},
"P1_PCV01D": {
"unique_ratio": 0.074310302734375,
"top1_mass": 0.043843587239583336,
"top3_mass": 0.044850667317708336,
"median_dwell": 1.0
},
"P1_FCV02Z": {
"unique_ratio": 0.058146158854166664,
"top1_mass": 0.20765177408854166,
"top3_mass": 0.3501078287760417,
"median_dwell": 1.0
},
"P1_FCV03D": {
"unique_ratio": 0.017527262369791668,
"top1_mass": 0.004384358723958333,
"top3_mass": 0.012776692708333334,
"median_dwell": 1.0
},
"P1_FCV03Z": {
"unique_ratio": 0.013102213541666666,
"top1_mass": 0.10939534505208333,
"top3_mass": 0.2132568359375,
"median_dwell": 1.0
},
"P1_LCV01D": {
"unique_ratio": 0.015523274739583334,
"top1_mass": 0.0033976236979166665,
"top3_mass": 0.009999593098958334,
"median_dwell": 1.0
},
"P1_LCV01Z": {
"unique_ratio": 0.012715657552083334,
"top1_mass": 0.047566731770833336,
"top3_mass": 0.1214599609375,
"median_dwell": 1.0
}
},
"aggregates": {
"mean_abs_diff_unique_ratio": 0.519494374593099,
"mean_abs_diff_top1_mass": 0.12373224894205728,
"mean_abs_diff_top3_mass": 0.0999310811360677,
"mean_abs_diff_median_dwell": 47.75
}
},
"type4_pv": {
"features": [
"P1_PIT02",
"P2_SIT02",
"P1_FT03"
],
"generated": {
"P1_PIT02": {
"q05": 0.17409999668598175,
"q50": 0.17409999668598175,
"q95": 0.27557000517845154,
"tail_ratio": NaN
},
"P2_SIT02": {
"q05": 774.923583984375,
"q50": 784.5628051757812,
"q95": 791.695068359375,
"tail_ratio": 0.7399211037871448
},
"P1_FT03": {
"q05": 209.12059020996094,
"q50": 298.9196472167969,
"q95": 316.24639892578125,
"tail_ratio": 0.19295026347175762
}
},
"reference": {
"P1_PIT02": {
"q05": 0.20232999324798584,
"q50": 0.2763400077819824,
"q95": 1.8746999502182007,
"tail_ratio": 21.596535989085773
},
"P2_SIT02": {
"q05": 771.5216674804688,
"q50": 779.1593017578125,
"q95": 785.1046752929688,
"tail_ratio": 0.7784312942022615
},
"P1_FT03": {
"q05": 201.6184539794922,
"q50": 300.2251892089844,
"q95": 313.76690673828125,
"tail_ratio": 0.13733055351422585
}
},
"aggregates": {
"mean_abs_diff_q05": 3.644094243645668,
"mean_abs_diff_q50": 2.27042847375075,
"mean_abs_diff_q95": 3.5563383996486664,
"mean_abs_diff_tail_ratio": 0.04706495018632424
}
},
"type5_program_proxy": {
"features": [
"P1_FT03Z",
"P1_FT02Z"
],
"generated": {
"P1_FT03Z": {
"num_changes": 383.0,
"mean_dwell": 1.0,
"median_dwell": 1.0,
"mean_step": 25.53740243936643,
"median_step": 12.781341552734375
},
"P1_FT02Z": {
"num_changes": 378.0,
"mean_dwell": 1.0131926121372032,
"median_dwell": 1.0,
"mean_step": 782.3384777250744,
"median_step": 406.63330078125
}
},
"reference": {
"P1_FT03Z": {
"num_changes": 83889.0,
"mean_dwell": 1.1718202407915126,
"median_dwell": 1.0,
"mean_step": 0.9289188007355237,
"median_step": 0.6378173828125
},
"P1_FT02Z": {
"num_changes": 95436.0,
"mean_dwell": 1.0300407598730053,
"median_dwell": 1.0,
"mean_step": 14.373282350295296,
"median_step": 5.89599609375
}
},
"aggregates": {
"mean_abs_diff_num_changes": 89282.0,
"mean_abs_diff_mean_dwell": 0.0943341942636573,
"mean_abs_diff_median_dwell": 0.0,
"mean_abs_diff_mean_step": 396.286839506705,
"mean_abs_diff_median_step": 206.44041442871094
}
},
"type6_aux": {
"features": [
"P4_HT_PO",
"P2_24Vdc",
"P2_HILout"
],
"generated": {
"P4_HT_PO": {
"mean": 34.0006217956543,
"std": 31.54228401184082,
"lag1": 0.5838339328765869
},
"P2_24Vdc": {
"mean": 28.028640747070312,
"std": 0.003505086060613394,
"lag1": 0.1788267344236374
},
"P2_HILout": {
"mean": 711.4868774414062,
"std": 9.422904014587402,
"lag1": 0.029019661247730255
}
},
"reference": {
"P4_HT_PO": {
"mean": 34.35928726196289,
"std": 31.320688247680664,
"lag1": 0.9990671873092651
},
"P2_24Vdc": {
"mean": 28.0284366607666,
"std": 0.0032698388677090406,
"lag1": 0.05670436844229698
},
"P2_HILout": {
"mean": 711.9729614257812,
"std": 8.238578796386719,
"lag1": 0.2585394084453583
}
},
"aggregates": {
"mean_abs_diff_mean": 0.28165117899576825,
"mean_abs_diff_std": 0.4687187431845814,
"mean_abs_diff_lag1": 0.25562512253721553
}
}
},
"predictive_consistency": {
"real_only": {
"rmse": 0.5583509206771851,
"mae": 0.366405189037323
},
"synthetic_only": {
"rmse": 0.9607057571411133,
"mae": 0.7719733715057373
},
"real_plus_synthetic": {
"rmse": 0.5602709650993347,
"mae": 0.3653229773044586
},
"rmse_ratio_synth_to_real": 1.720612828892518
},
"anomaly_utility": {
"real_only": {
"auroc": 0.8881493506493506,
"auprc": 0.6527744226377132,
"threshold": 0.3682355284690857,
"f1": 0.35714285714285715,
"precision": 0.24193548387096775,
"recall": 0.6818181818181818,
"best_f1": 0.763157894736842,
"best_f1_threshold": 0.49033087491989136
},
"synthetic_only": {
"auroc": 0.8270871985157698,
"auprc": 0.5839558451818384,
"threshold": 0.009951102547347546,
"f1": 0.08239700374531835,
"precision": 0.04296875,
"recall": 1.0,
"best_f1": 0.6666666666666667,
"best_f1_threshold": 1.4928399324417114
},
"real_plus_synthetic": {
"auroc": 0.8756029684601114,
"auprc": 0.637313246257706,
"threshold": 0.3299241065979004,
"f1": 0.2723404255319149,
"precision": 0.16753926701570682,
"recall": 0.7272727272727273,
"best_f1": 0.7466666666666666,
"best_f1_threshold": 0.5474025011062622
}
}
}

538
example/results/ablations/runs/no_snr_weight__seed1337/comprehensive_eval_post.json Normal file
View File

@@ -0,0 +1,538 @@
{
"generated_path": "/root/autodl-tmp/mask-ddpm/example/results/ablations/runs/no_snr_weight__seed1337/generated_post.csv",
"reference_paths": [
"/root/autodl-tmp/dataset/hai/hai-21.03/train1.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/train2.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/train3.csv.gz"
],
"test_paths": [
"/root/autodl-tmp/dataset/hai/hai-21.03/test1.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/test2.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/test3.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/test4.csv.gz",
"/root/autodl-tmp/dataset/hai/hai-21.03/test5.csv.gz"
],
"seq_len": 96,
"stride": 96,
"counts": {
"train_windows": 1024,
"generated_windows": 4,
"test_windows": 1024,
"test_anomalous_windows": 44,
"test_normal_windows": 980
},
"basic_eval": {
"avg_ks": null,
"avg_jsd": null,
"avg_lag1_diff": null
},
"two_sample": {
"continuous_mmd_rbf": 0.23022794723510742,
"continuous_mmd_gamma": 4.8223101163589525e-05,
"histogram_mmd_rbf": 0.230302095413208,
"histogram_mmd_gamma": 4.8215780686001324e-05,
"discriminative_accuracy": 0.5,
"discriminative_balanced_accuracy": 0.25,
"discriminative_auroc": NaN
},
"diversity_privacy": {
"duplicate_rate": 0.0,
"exact_match_rate_to_train": 0.0,
"nn_gen_to_train_mean": 93.34505462646484,
"nn_holdout_to_train_mean": 55.17637252807617,
"memorization_ratio": 1.6917577279834184,
"one_nn_two_sample_accuracy": 1.0
},
"coupling": {
"corr_mean_abs_diff": 0.19277362525463104,
"corr_frobenius": 15.927645683288574,
"lag1_corr_mean_abs_diff": 0.1993265599012375,
"lag1_corr_frobenius": 16.577377319335938,
"by_process": {
"P1": {
"corr_mean_abs_diff": 0.3383921682834625,
"corr_frobenius": 11.783731460571289,
"lag1_corr_mean_abs_diff": 0.36134302616119385,
"lag1_corr_frobenius": 12.532601356506348
},
"P2": {
"corr_mean_abs_diff": 0.09637951850891113,
"corr_frobenius": 2.3628015518188477,
"lag1_corr_mean_abs_diff": 0.15011084079742432,
"lag1_corr_frobenius": 2.8796932697296143
},
"P3": {
"corr_mean_abs_diff": 0.4641381800174713,
"corr_frobenius": 3.0637080669403076,
"lag1_corr_mean_abs_diff": 0.5239542126655579,
"lag1_corr_frobenius": 3.1854543685913086
},
"P4": {
"corr_mean_abs_diff": 0.20987968146800995,
"corr_frobenius": 3.224473476409912,
"lag1_corr_mean_abs_diff": 0.2387717217206955,
"lag1_corr_frobenius": 3.581017255783081
}
}
},
"frequency": {
"avg_psd_l1": 0.022738220170140266,
"avg_psd_cosine": 0.4610892964421578,
"avg_low_high_ratio_abs_diff": 18.224427510946988
},
"type_metrics": {
"type1_program": {
"features": [
"P1_B4002",
"P2_MSD",
"P4_HT_LD",
"P1_B2004",
"P1_B3004",
"P1_B4022",
"P1_B3005"
],
"generated": {
"P1_B4002": {
"num_changes": 308.0,
"mean_dwell": 1.2427184466019416,
"median_dwell": 1.0,
"mean_step": 0.8413416007896523,
"median_step": 0.7274894714355469
},
"P2_MSD": {
"num_changes": 0.0,
"mean_dwell": 384.0,
"median_dwell": 384.0,
"mean_step": NaN,
"median_step": NaN
},
"P4_HT_LD": {
"num_changes": 347.0,
"mean_dwell": 1.103448275862069,
"median_dwell": 1.0,
"mean_step": 41.3141472878254,
"median_step": 54.116028785705566
},
"P1_B2004": {
"num_changes": 362.0,
"mean_dwell": 1.0578512396694215,
"median_dwell": 1.0,
"mean_step": 0.014068839402653235,
"median_step": 0.0017450004816055298
},
"P1_B3004": {
"num_changes": 370.0,
"mean_dwell": 1.0350404312668464,
"median_dwell": 1.0,
"mean_step": 14.77256890374261,
"median_step": 10.804779052734375
},
"P1_B4022": {
"num_changes": 383.0,
"mean_dwell": 1.0,
"median_dwell": 1.0,
"mean_step": 0.8157603410765646,
"median_step": 0.5944099426269531
},
"P1_B3005": {
"num_changes": 362.0,
"mean_dwell": 1.0578512396694215,
"median_dwell": 1.0,
"mean_step": 64.28072175926926,
"median_step": 41.228179931640625
}
},
"reference": {
"P1_B4002": {
"num_changes": 97.0,
"mean_dwell": 1003.1020408163265,
"median_dwell": 1.0,
"mean_step": 0.032477270696581025,
"median_step": 0.0126495361328125
},
"P2_MSD": {
"num_changes": 0.0,
"mean_dwell": 98304.0,
"median_dwell": 98304.0,
"mean_step": NaN,
"median_step": NaN
},
"P4_HT_LD": {
"num_changes": 63727.0,
"mean_dwell": 1.5425558624152649,
"median_dwell": 1.0,
"mean_step": 1.0409184914880636,
"median_step": 0.245941162109375
},
"P1_B2004": {
"num_changes": 145.0,
"mean_dwell": 673.3150684931506,
"median_dwell": 1.0,
"mean_step": 0.0015369655757114806,
"median_step": 0.00010000169277191162
},
"P1_B3004": {
"num_changes": 146.0,
"mean_dwell": 668.734693877551,
"median_dwell": 1.0,
"mean_step": 1.113193877755779,
"median_step": 0.819305419921875
},
"P1_B4022": {
"num_changes": 97122.0,
"mean_dwell": 1.0121598385552342,
"median_dwell": 1.0,
"mean_step": 0.011706427666086412,
"median_step": 0.00952911376953125
},
"P1_B3005": {
"num_changes": 148.0,
"mean_dwell": 659.7583892617449,
"median_dwell": 1.0,
"mean_step": 5.635673316749367,
"median_step": 5.34417724609375
}
},
"aggregates": {
"mean_abs_diff_num_changes": 22997.85714285714,
"mean_abs_diff_mean_dwell": 14417.281142645239,
"mean_abs_diff_median_dwell": 13988.57142857143,
"mean_abs_diff_mean_step": 19.03385039702909,
"mean_abs_diff_median_step": 16.840154950817425
}
},
"type2_controller": {
"features": [
"P1_B4005"
],
"generated": {
"P1_B4005": {
"saturation_ratio": 0.6822916666666666,
"change_rate": 0.7702349869451697,
"step_median": 68.81373023986816
}
},
"reference": {
"P1_B4005": {
"saturation_ratio": 0.588958740234375,
"change_rate": 0.4608201173921447,
"step_median": 0.03202030062675476
}
},
"aggregates": {
"mean_abs_diff_saturation_ratio": 0.09333292643229163,
"mean_abs_diff_change_rate": 0.309414869553025,
"mean_abs_diff_step_median": 68.78170993924141
}
},
"type3_actuator": {
"features": [
"P1_PCV02Z",
"P1_PCV01Z",
"P1_PCV01D",
"P1_FCV02Z",
"P1_FCV03D",
"P1_FCV03Z",
"P1_LCV01D",
"P1_LCV01Z"
],
"generated": {
"P1_PCV02Z": {
"unique_ratio": 0.015625,
"top1_mass": 0.40625,
"top3_mass": 0.7760416666666666,
"median_dwell": 1.0
},
"P1_PCV01Z": {
"unique_ratio": 0.8776041666666666,
"top1_mass": 0.0078125,
"top3_mass": 0.0234375,
"median_dwell": 1.0
},
"P1_PCV01D": {
"unique_ratio": 0.9166666666666666,
"top1_mass": 0.059895833333333336,
"top3_mass": 0.0703125,
"median_dwell": 1.0
},
"P1_FCV02Z": {
"unique_ratio": 0.22135416666666666,
"top1_mass": 0.18229166666666666,
"top3_mass": 0.3697916666666667,
"median_dwell": 1.0
},
"P1_FCV03D": {
"unique_ratio": 0.8463541666666666,
"top1_mass": 0.010416666666666666,
"top3_mass": 0.026041666666666668,
"median_dwell": 1.0
},
"P1_FCV03Z": {
"unique_ratio": 0.4817708333333333,
"top1_mass": 0.033854166666666664,
"top3_mass": 0.0859375,
"median_dwell": 1.0
},
"P1_LCV01D": {
"unique_ratio": 0.7864583333333334,
"top1_mass": 0.010416666666666666,
"top3_mass": 0.026041666666666668,
"median_dwell": 1.0
},
"P1_LCV01Z": {
"unique_ratio": 0.3515625,
"top1_mass": 0.036458333333333336,
"top3_mass": 0.09635416666666667,
"median_dwell": 1.0
}
},
"reference": {
"P1_PCV02Z": {
"unique_ratio": 5.0862630208333336e-05,
"top1_mass": 0.5122273763020834,
"top3_mass": 0.9970194498697916,
"median_dwell": 2.0
},
"P1_PCV01Z": {
"unique_ratio": 0.063232421875,
"top1_mass": 0.009714762369791666,
"top3_mass": 0.020904541015625,
"median_dwell": 1.0
},
"P1_PCV01D": {
"unique_ratio": 0.074310302734375,
"top1_mass": 0.043843587239583336,
"top3_mass": 0.044850667317708336,
"median_dwell": 1.0
},
"P1_FCV02Z": {
"unique_ratio": 0.058146158854166664,
"top1_mass": 0.20765177408854166,
"top3_mass": 0.3501078287760417,
"median_dwell": 1.0
},
"P1_FCV03D": {
"unique_ratio": 0.017527262369791668,
"top1_mass": 0.004384358723958333,
"top3_mass": 0.012776692708333334,
"median_dwell": 1.0
},
"P1_FCV03Z": {
"unique_ratio": 0.013102213541666666,
"top1_mass": 0.10939534505208333,
"top3_mass": 0.2132568359375,
"median_dwell": 1.0
},
"P1_LCV01D": {
"unique_ratio": 0.015523274739583334,
"top1_mass": 0.0033976236979166665,
"top3_mass": 0.009999593098958334,
"median_dwell": 1.0
},
"P1_LCV01Z": {
"unique_ratio": 0.012715657552083334,
"top1_mass": 0.047566731770833336,
"top3_mass": 0.1214599609375,
"median_dwell": 1.0
}
},
"aggregates": {
"mean_abs_diff_unique_ratio": 0.5303484598795573,
"mean_abs_diff_top1_mass": 0.03112411499023438,
"mean_abs_diff_top3_mass": 0.05629857381184896,
"mean_abs_diff_median_dwell": 0.125
}
},
"type4_pv": {
"features": [
"P1_PIT02",
"P2_SIT02",
"P1_FT03"
],
"generated": {
"P1_PIT02": {
"q05": 0.17409999668598175,
"q50": 0.17409999668598175,
"q95": 0.27557000517845154,
"tail_ratio": NaN
},
"P2_SIT02": {
"q05": 774.923583984375,
"q50": 784.5628051757812,
"q95": 791.695068359375,
"tail_ratio": 0.7399211037871448
},
"P1_FT03": {
"q05": 209.12059020996094,
"q50": 298.9196472167969,
"q95": 316.24639892578125,
"tail_ratio": 0.19295026347175762
}
},
"reference": {
"P1_PIT02": {
"q05": 0.20232999324798584,
"q50": 0.2763400077819824,
"q95": 1.8746999502182007,
"tail_ratio": 21.596535989085773
},
"P2_SIT02": {
"q05": 771.5216674804688,
"q50": 779.1593017578125,
"q95": 785.1046752929688,
"tail_ratio": 0.7784312942022615
},
"P1_FT03": {
"q05": 201.6184539794922,
"q50": 300.2251892089844,
"q95": 313.76690673828125,
"tail_ratio": 0.13733055351422585
}
},
"aggregates": {
"mean_abs_diff_q05": 3.644094243645668,
"mean_abs_diff_q50": 2.27042847375075,
"mean_abs_diff_q95": 3.5563383996486664,
"mean_abs_diff_tail_ratio": 0.04706495018632424
}
},
"type5_program_proxy": {
"features": [
"P1_FT03Z",
"P1_FT02Z"
],
"generated": {
"P1_FT03Z": {
"num_changes": 380.0,
"mean_dwell": 1.0078740157480315,
"median_dwell": 1.0,
"mean_step": 64.74391126130756,
"median_step": 62.410614013671875
},
"P1_FT02Z": {
"num_changes": 378.0,
"mean_dwell": 1.0131926121372032,
"median_dwell": 1.0,
"mean_step": 1312.3134692358592,
"median_step": 1284.6439208984375
}
},
"reference": {
"P1_FT03Z": {
"num_changes": 83889.0,
"mean_dwell": 1.1718202407915126,
"median_dwell": 1.0,
"mean_step": 0.9289188007355237,
"median_step": 0.6378173828125
},
"P1_FT02Z": {
"num_changes": 95436.0,
"mean_dwell": 1.0300407598730053,
"median_dwell": 1.0,
"mean_step": 14.373282350295296,
"median_step": 5.89599609375
}
},
"aggregates": {
"mean_abs_diff_num_changes": 89283.5,
"mean_abs_diff_mean_dwell": 0.09039718638964156,
"mean_abs_diff_median_dwell": 0.0,
"mean_abs_diff_mean_step": 680.877589673068,
"mean_abs_diff_median_step": 670.2603607177734
}
},
"type6_aux": {
"features": [
"P4_HT_PO",
"P2_24Vdc",
"P2_HILout"
],
"generated": {
"P4_HT_PO": {
"mean": 35.254512786865234,
"std": 31.650897979736328,
"lag1": -0.0927804708480835
},
"P2_24Vdc": {
"mean": 28.028608322143555,
"std": 0.003297113813459873,
"lag1": 0.06643600016832352
},
"P2_HILout": {
"mean": 711.4987182617188,
"std": 7.856828212738037,
"lag1": -0.013758387416601181
}
},
"reference": {
"P4_HT_PO": {
"mean": 34.35928726196289,
"std": 31.320688247680664,
"lag1": 0.9990671873092651
},
"P2_24Vdc": {
"mean": 28.0284366607666,
"std": 0.0032698388677090406,
"lag1": 0.05670436844229698
},
"P2_HILout": {
"mean": 711.9729614257812,
"std": 8.238578796386719,
"lag1": 0.2585394084453583
}
},
"aggregates": {
"mean_abs_diff_mean": 0.4565467834472656,
"mean_abs_diff_std": 0.2373291968833655,
"mean_abs_diff_lag1": 0.4579590285817782
}
}
},
"predictive_consistency": {
"real_only": {
"rmse": 0.5583509206771851,
"mae": 0.366405189037323
},
"synthetic_only": {
"rmse": 0.9622408151626587,
"mae": 0.7748920321464539
},
"real_plus_synthetic": {
"rmse": 0.5504262447357178,
"mae": 0.35703518986701965
},
"rmse_ratio_synth_to_real": 1.7233620999417778
},
"anomaly_utility": {
"real_only": {
"auroc": 0.8881493506493506,
"auprc": 0.6527744226377132,
"threshold": 0.3682355284690857,
"f1": 0.35714285714285715,
"precision": 0.24193548387096775,
"recall": 0.6818181818181818,
"best_f1": 0.763157894736842,
"best_f1_threshold": 0.49033087491989136
},
"synthetic_only": {
"auroc": 0.8290584415584414,
"auprc": 0.5923604480636702,
"threshold": 0.006162473000586033,
"f1": 0.08239700374531835,
"precision": 0.04296875,
"recall": 1.0,
"best_f1": 0.6756756756756758,
"best_f1_threshold": 1.4353219270706177
},
"real_plus_synthetic": {
"auroc": 0.8748840445269016,
"auprc": 0.6416395524092404,
"threshold": 0.30959632992744446,
"f1": 0.25196850393700787,
"precision": 0.1523809523809524,
"recall": 0.7272727272727273,
"best_f1": 0.7466666666666666,
"best_f1_threshold": 0.552984893321991
}
}
}

974
example/results/ablations/runs/no_snr_weight__seed1337/eval.json Normal file
View File

@@ -0,0 +1,974 @@
{
"rows": 384,
"continuous_summary": {
"P1_B2004": {
"mean": 0.11384,
"std": 0.0
},
"P1_B2016": {
"mean": 1.3915789583333333,
"std": 0.13951615663369016
},
"P1_B3004": {
"mean": 396.00211,
"std": 0.0
},
"P1_B3005": {
"mean": 1015.43976,
"std": 0.0
},
"P1_B4002": {
"mean": 33.54375,
"std": 0.0
},
"P1_B4005": {
"mean": 0.0,
"std": 0.0
},
"P1_B400B": {
"mean": 1774.7827939583326,
"std": 1196.249609157371
},
"P1_B4022": {
"mean": 36.881583541666664,
"std": 0.14105102171131376
},
"P1_FCV02Z": {
"mean": 22.649096953125017,
"std": 40.02980408940943
},
"P1_FCV03D": {
"mean": 58.57132513020832,
"std": 6.641758179865945
},
"P1_FCV03Z": {
"mean": 58.90815119791667,
"std": 7.001653005350173
},
"P1_FT01": {
"mean": 194.87539984374996,
"std": 31.95704148207855
},
"P1_FT01Z": {
"mean": 877.9929187239587,
"std": 88.39585465010407
},
"P1_FT02": {
"mean": 1130.2433795572906,
"std": 890.8762181787059
},
"P1_FT02Z": {
"mean": 1130.2433795572906,
"std": 890.8762181787059
},
"P1_FT03": {
"mean": 282.5776710677085,
"std": 33.729988496983445
},
"P1_FT03Z": {
"mean": 282.5776710677085,
"std": 33.729988496983445
},
"P1_LCV01D": {
"mean": 12.167291770833325,
"std": 3.045686552374071
},
"P1_LCV01Z": {
"mean": 11.623581380208337,
"std": 3.115988372905861
},
"P1_LIT01": {
"mean": 404.0177025000001,
"std": 15.875418171676097
},
"P1_PCV01D": {
"mean": 67.45024533854168,
"std": 23.851350116634656
},
"P1_PCV01Z": {
"mean": 68.27232518229168,
"std": 23.94305647540201
},
"P1_PCV02Z": {
"mean": 11.76605,
"std": 0.0
},
"P1_PIT01": {
"mean": 1.3656589583333334,
"std": 0.06896384474826658
},
"P1_PIT02": {
"mean": 0.22165216145833339,
"std": 0.050713451923733784
},
"P1_TIT01": {
"mean": 35.664832421874976,
"std": 0.581411930313464
},
"P1_TIT02": {
"mean": 36.50254908854167,
"std": 1.230454577883268
},
"P2_24Vdc": {
"mean": 28.028640781249994,
"std": 0.003504988301149289
},
"P2_CO_rpm": {
"mean": 54102.263132760454,
"std": 24.22991470965418
},
"P2_HILout": {
"mean": 711.4869008854171,
"std": 9.422904336246441
},
"P2_MSD": {
"mean": 758.4425,
"std": 0.0
},
"P2_SIT01": {
"mean": 783.1203645833333,
"std": 5.863175595627757
},
"P2_SIT02": {
"mean": 783.9243950520832,
"std": 5.842073451728935
},
"P2_VT01": {
"mean": 11.92377559895834,
"std": 0.06899504734301475
},
"P2_VXT02": {
"mean": -3.2993418229166647,
"std": 0.47732142243099734
},
"P2_VXT03": {
"mean": -1.3056558072916657,
"std": 0.357358577684624
},
"P2_VYT02": {
"mean": 3.9809067447916653,
"std": 0.5056739269819277
},
"P2_VYT03": {
"mean": 6.233385781250003,
"std": 0.3890750532936693
},
"P3_FIT01": {
"mean": 923.9914200520819,
"std": 1652.5150467263375
},
"P3_LCP01D": {
"mean": 4590.935969635418,
"std": 5143.60672748293
},
"P3_LCV01D": {
"mean": 7112.66516984375,
"std": 6868.979309599681
},
"P3_LIT01": {
"mean": 13352.549798333343,
"std": 4371.181160177564
},
"P3_PIT01": {
"mean": 349.60746950520803,
"std": 1059.1836216633467
},
"P4_HT_FD": {
"mean": -0.0009628385416666669,
"std": 0.007058789792277817
},
"P4_HT_LD": {
"mean": -115.69799739583333,
"std": 35.27327640165136
},
"P4_HT_PO": {
"mean": 34.00062229166666,
"std": 31.54228311535166
},
"P4_LD": {
"mean": 366.12835208333337,
"std": 61.029872497703124
},
"P4_ST_FD": {
"mean": -6.520833333333327e-05,
"std": 0.0040470190116635085
},
"P4_ST_GOV": {
"mean": 17918.342076744808,
"std": 1896.1799616733456
},
"P4_ST_LD": {
"mean": 332.0939757812499,
"std": 38.59835141654271
},
"P4_ST_PO": {
"mean": 332.3675919270833,
"std": 35.2570832506201
},
"P4_ST_PT01": {
"mean": 10048.308759036465,
"std": 18.72132950187206
},
"P4_ST_TT01": {
"mean": 27608.200469973974,
"std": 24.77120613410809
}
},
"continuous_error": {
"P1_B2004": {
"mean_abs_err": 0.020272347909024324,
"std_abs_err": 0.017998437082092405
},
"P1_B2016": {
"mean_abs_err": 0.00031263366856637553,
"std_abs_err": 0.003742594157127077
},
"P1_B3004": {
"mean_abs_err": 7.383953824526145,
"std_abs_err": 15.41814958804181
},
"P1_B3005": {
"mean_abs_err": 45.609026528629784,
"std_abs_err": 61.18331651100028
},
"P1_B4002": {
"mean_abs_err": 1.2268236801201198,
"std_abs_err": 0.5786734991990778
},
"P1_B4005": {
"mean_abs_err": 60.52510701619792,
"std_abs_err": 42.18129744770969
},
"P1_B400B": {
"mean_abs_err": 3.6930762196354863,
"std_abs_err": 2.897336238298294
},
"P1_B4022": {
"mean_abs_err": 0.8204088942641405,
"std_abs_err": 0.5303998331235046
},
"P1_FCV02Z": {
"mean_abs_err": 2.301837947347259,
"std_abs_err": 0.4086813498487487
},
"P1_FCV03D": {
"mean_abs_err": 0.0034616793614929975,
"std_abs_err": 0.04226246115718979
},
"P1_FCV03Z": {
"mean_abs_err": 0.39088798227316346,
"std_abs_err": 0.2868490410185709
},
"P1_FT01": {
"mean_abs_err": 0.15174548746969663,
"std_abs_err": 4.609059643434225
},
"P1_FT01Z": {
"mean_abs_err": 1.0567627801938215,
"std_abs_err": 12.630151686785823
},
"P1_FT02": {
"mean_abs_err": 2.5747736773355427,
"std_abs_err": 1.6800543272933055
},
"P1_FT02Z": {
"mean_abs_err": 648.2350670513581,
"std_abs_err": 302.46913759244364
},
"P1_FT03": {
"mean_abs_err": 0.06129920852043824,
"std_abs_err": 0.2557753856879401
},
"P1_FT03Z": {
"mean_abs_err": 778.4643672808131,
"std_abs_err": 27.395500366633883
},
"P1_LCV01D": {
"mean_abs_err": 0.012959109058188645,
"std_abs_err": 0.13107159934394952
},
"P1_LCV01Z": {
"mean_abs_err": 0.34249264912958033,
"std_abs_err": 0.15251887556054955
},
"P1_LIT01": {
"mean_abs_err": 0.09716966300618424,
"std_abs_err": 0.24352012330212602
},
"P1_PCV01D": {
"mean_abs_err": 0.0153283971497018,
"std_abs_err": 0.08158341572908157
},
"P1_PCV01Z": {
"mean_abs_err": 0.13582661461090595,
"std_abs_err": 0.07845666473836488
},
"P1_PCV02Z": {
"mean_abs_err": 0.07670294660492694,
"std_abs_err": 0.09684446546464737
},
"P1_PIT01": {
"mean_abs_err": 0.011822262420058571,
"std_abs_err": 0.007531285378384482
},
"P1_PIT02": {
"mean_abs_err": 0.26550492888318333,
"std_abs_err": 0.44799818613114606
},
"P1_TIT01": {
"mean_abs_err": 0.016375820558238274,
"std_abs_err": 0.0018686968724849207
},
"P1_TIT02": {
"mean_abs_err": 0.02242958979486076,
"std_abs_err": 0.00869585185900501
},
"P2_24Vdc": {
"mean_abs_err": 6.8921377675224e-05,
"std_abs_err": 0.00016252218674237418
},
"P2_CO_rpm": {
"mean_abs_err": 0.44706512222182937,
"std_abs_err": 1.7741829348658165
},
"P2_HILout": {
"mean_abs_err": 0.02409161532091275,
"std_abs_err": 0.9681784589902787
},
"P2_MSD": {
"mean_abs_err": 4.750739999999951,
"std_abs_err": 1.0
},
"P2_SIT01": {
"mean_abs_err": 0.7835528301096701,
"std_abs_err": 0.6642602351835318
},
"P2_SIT02": {
"mean_abs_err": 0.02065716953700303,
"std_abs_err": 0.6514936949159686
},
"P2_VT01": {
"mean_abs_err": 4.00470517938345e-05,
"std_abs_err": 0.000481365271012682
},
"P2_VXT02": {
"mean_abs_err": 0.0008366494733316188,
"std_abs_err": 0.006288496159777057
},
"P2_VXT03": {
"mean_abs_err": 0.001237479373012107,
"std_abs_err": 0.007731198520970317
},
"P2_VYT02": {
"mean_abs_err": 0.0005621052012716454,
"std_abs_err": 0.0057634739891398445
},
"P2_VYT03": {
"mean_abs_err": 0.0010193315478819187,
"std_abs_err": 0.009272091322577725
},
"P3_FIT01": {
"mean_abs_err": 226.90875605410122,
"std_abs_err": 127.20965106393737
},
"P3_LCP01D": {
"mean_abs_err": 6.208821394843653,
"std_abs_err": 13.606729767051547
},
"P3_LCV01D": {
"mean_abs_err": 21.211547137491834,
"std_abs_err": 29.05141378385997
},
"P3_LIT01": {
"mean_abs_err": 2.2946943606439163,
"std_abs_err": 17.006523249628117
},
"P3_PIT01": {
"mean_abs_err": 299.7504335181197,
"std_abs_err": 91.73830904384863
},
"P4_HT_FD": {
"mean_abs_err": 0.000859650596314927,
"std_abs_err": 0.005026771477873717
},
"P4_HT_LD": {
"mean_abs_err": 149.69291447551893,
"std_abs_err": 1.8494828916530537
},
"P4_HT_PO": {
"mean_abs_err": 0.016814496909752563,
"std_abs_err": 0.10141189803018236
},
"P4_LD": {
"mean_abs_err": 0.00040171086095597275,
"std_abs_err": 0.41406612826011724
},
"P4_ST_FD": {
"mean_abs_err": 3.609510345018445e-05,
"std_abs_err": 0.0024048427536734794
},
"P4_ST_GOV": {
"mean_abs_err": 5.380815497283038,
"std_abs_err": 44.036745685572214
},
"P4_ST_LD": {
"mean_abs_err": 0.09107861143223772,
"std_abs_err": 0.7451821249251651
},
"P4_ST_PO": {
"mean_abs_err": 0.0986206034245356,
"std_abs_err": 0.8061397482117982
},
"P4_ST_PT01": {
"mean_abs_err": 2.266397782617787,
"std_abs_err": 0.9365594765529295
},
"P4_ST_TT01": {
"mean_abs_err": 0.8322217055574583,
"std_abs_err": 0.8538843295397633
}
},
"discrete_invalid_counts": {
"P1_FCV01D": 0,
"P1_FCV01Z": 0,
"P1_FCV02D": 0,
"P1_PCV02D": 0,
"P1_PP01AD": 0,
"P1_PP01AR": 0,
"P1_PP01BD": 0,
"P1_PP01BR": 0,
"P1_PP02D": 0,
"P1_PP02R": 0,
"P1_STSP": 0,
"P2_ASD": 0,
"P2_AutoGO": 0,
"P2_Emerg": 0,
"P2_ManualGO": 0,
"P2_OnOff": 0,
"P2_RTR": 0,
"P2_TripEx": 0,
"P2_VTR01": 0,
"P2_VTR02": 0,
"P2_VTR03": 0,
"P2_VTR04": 0,
"P3_LH": 0,
"P3_LL": 0,
"P4_HT_PS": 0,
"P4_ST_PS": 0
},
"missing_generated_columns": {},
"continuous_ks": {
"P1_B2004": 1.0,
"P1_B2016": 0.04309583333333333,
"P1_B3004": 0.8108,
"P1_B3005": 0.8106,
"P1_B4002": 0.81055,
"P1_B4005": 0.9113,
"P1_B400B": 0.4580666666666666,
"P1_B4022": 0.5730333333333334,
"P1_FCV02Z": 0.6847041666666667,
"P1_FCV03D": 0.4880875,
"P1_FCV03Z": 0.4260833333333333,
"P1_FT01": 0.4750083333333333,
"P1_FT01Z": 0.4746,
"P1_FT02": 0.45826666666666666,
"P1_FT02Z": 0.8361000000000001,
"P1_FT03": 0.5241,
"P1_FT03Z": 1.0,
"P1_LCV01D": 0.44748750000000004,
"P1_LCV01Z": 0.4546666666666667,
"P1_LIT01": 0.49126250000000005,
"P1_PCV01D": 0.5573083333333333,
"P1_PCV01Z": 0.5588041666666668,
"P1_PCV02Z": 1.0,
"P1_PIT01": 0.15849999999999997,
"P1_PIT02": 0.61435,
"P1_TIT01": 0.09710416666666666,
"P1_TIT02": 0.09962083333333338,
"P2_24Vdc": 0.12001666666666666,
"P2_CO_rpm": 0.09774166666666667,
"P2_HILout": 0.08204583333333332,
"P2_MSD": 1.0,
"P2_SIT01": 0.4593125,
"P2_SIT02": 0.5010625,
"P2_VT01": 0.1226708333333334,
"P2_VXT02": 0.2817291666666666,
"P2_VXT03": 0.43657500000000005,
"P2_VYT02": 0.25022083333333334,
"P2_VYT03": 0.2700083333333334,
"P3_FIT01": 0.2109375,
"P3_LCP01D": 0.01715833333333333,
"P3_LCV01D": 0.0937541666666667,
"P3_LIT01": 0.09344166666666665,
"P3_PIT01": 0.3359375,
"P4_HT_FD": 0.16174583333333337,
"P4_HT_LD": 0.9375,
"P4_HT_PO": 0.0811416666666667,
"P4_LD": 0.03089583333333329,
"P4_ST_FD": 0.023541666666666683,
"P4_ST_GOV": 0.035420833333333346,
"P4_ST_LD": 0.032491666666666585,
"P4_ST_PO": 0.035720833333333424,
"P4_ST_PT01": 0.1282875,
"P4_ST_TT01": 0.07099583333333337
},
"continuous_quantile_diff": {
"P1_B2004": {
"q05_diff": 0.08333,
"q25_diff": 0.012630000000000002,
"q50_diff": 0.012630000000000002,
"q75_diff": 0.012630000000000002,
"q95_diff": 0.012630000000000002
},
"P1_B2016": {
"q05_diff": 0.01142999999999983,
"q25_diff": 0.010210000000000052,
"q50_diff": 0.005260000000000042,
"q75_diff": 0.01419999999999999,
"q95_diff": 0.03000999999999987
},
"P1_B3004": {
"q05_diff": 2.8398500000000126,
"q25_diff": 1.6357399999999984,
"q50_diff": 1.6357399999999984,
"q75_diff": 1.6357399999999984,
"q95_diff": 1.6357399999999984
},
"P1_B3005": {
"q05_diff": 13.44177000000002,
"q25_diff": 13.44177000000002,
"q50_diff": 13.44177000000002,
"q75_diff": 13.44177000000002,
"q95_diff": 99.67999000000009
},
"P1_B4002": {
"q05_diff": 1.5437500000000028,
"q25_diff": 0.11175000000000068,
"q50_diff": 0.11175000000000068,
"q75_diff": 0.11175000000000068,
"q95_diff": 0.11175000000000068
},
"P1_B4005": {
"q05_diff": 0.0,
"q25_diff": 100.0,
"q50_diff": 100.0,
"q75_diff": 100.0,
"q95_diff": 100.0
},
"P1_B400B": {
"q05_diff": 1.986220000000003,
"q25_diff": 2493.20291,
"q50_diff": 193.92164000000002,
"q75_diff": 9.545890000000327,
"q95_diff": 7.019040000000132
},
"P1_B4022": {
"q05_diff": 1.2294699999999992,
"q25_diff": 0.1574500000000043,
"q50_diff": 0.4875299999999996,
"q75_diff": 0.5946499999999943,
"q95_diff": 0.6461800000000011
},
"P1_FCV02Z": {
"q05_diff": 0.015249999999999986,
"q25_diff": 0.015260000000000051,
"q50_diff": 0.015260000000000051,
"q75_diff": 33.11158,
"q95_diff": 0.030520000000009873
},
"P1_FCV03D": {
"q05_diff": 2.895609999999998,
"q25_diff": 0.09575999999999851,
"q50_diff": 8.542679999999997,
"q75_diff": 11.14949,
"q95_diff": 0.7052599999999956
},
"P1_FCV03Z": {
"q05_diff": 3.52478,
"q25_diff": 0.01525999999999783,
"q50_diff": 8.96454,
"q75_diff": 11.100770000000004,
"q95_diff": 0.5172800000000137
},
"P1_FT01": {
"q05_diff": 7.965710000000001,
"q25_diff": 8.585710000000006,
"q50_diff": 32.806329999999974,
"q75_diff": 37.76549,
"q95_diff": 3.0517600000000016
},
"P1_FT01Z": {
"q05_diff": 39.49407999999994,
"q25_diff": 17.395080000000007,
"q50_diff": 73.92865000000006,
"q75_diff": 86.54010000000005,
"q95_diff": 6.958009999999945
},
"P1_FT02": {
"q05_diff": 0.3814799999999998,
"q25_diff": 1899.3297499999999,
"q50_diff": 334.3580300000001,
"q75_diff": 12.970209999999952,
"q95_diff": 9.536740000000009
},
"P1_FT02Z": {
"q05_diff": 27.82217,
"q25_diff": 2761.27054,
"q50_diff": 1193.93238,
"q75_diff": 870.8322700000001,
"q95_diff": 865.2337600000001
},
"P1_FT03": {
"q05_diff": 35.983990000000006,
"q25_diff": 1.5271900000000187,
"q50_diff": 51.52633000000003,
"q75_diff": 59.781600000000026,
"q95_diff": 1.9374400000000378
},
"P1_FT03Z": {
"q05_diff": 788.71785,
"q25_diff": 752.67152,
"q50_diff": 703.89301,
"q75_diff": 697.59076,
"q95_diff": 800.17028
},
"P1_LCV01D": {
"q05_diff": 0.10884999999999945,
"q25_diff": 1.2068000000000012,
"q50_diff": 4.63546,
"q75_diff": 3.3100299999999994,
"q95_diff": 0.6150000000000002
},
"P1_LCV01Z": {
"q05_diff": 0.4653900000000002,
"q25_diff": 0.3738399999999995,
"q50_diff": 3.8070700000000013,
"q75_diff": 3.4561199999999985,
"q95_diff": 0.7163599999999999
},
"P1_LIT01": {
"q05_diff": 14.272339999999986,
"q25_diff": 1.0244100000000458,
"q50_diff": 6.281960000000026,
"q75_diff": 8.229829999999993,
"q95_diff": 34.75434000000001
},
"P1_PCV01D": {
"q05_diff": 1.0878000000000014,
"q25_diff": 3.7107699999999966,
"q50_diff": 22.24723999999999,
"q75_diff": 44.833270000000006,
"q95_diff": 46.32521
},
"P1_PCV01Z": {
"q05_diff": 0.9393799999999999,
"q25_diff": 3.814699999999995,
"q50_diff": 22.722680000000004,
"q75_diff": 45.46356000000001,
"q95_diff": 45.14488
},
"P1_PCV02Z": {
"q05_diff": 0.2441399999999998,
"q25_diff": 0.2441399999999998,
"q50_diff": 0.2517700000000005,
"q75_diff": 0.2517700000000005,
"q95_diff": 0.2517700000000005
},
"P1_PIT01": {
"q05_diff": 0.020600000000000174,
"q25_diff": 0.006870000000000154,
"q50_diff": 0.012210000000000054,
"q75_diff": 0.02364999999999995,
"q95_diff": 0.04959000000000002
},
"P1_PIT02": {
"q05_diff": 0.03051999999999999,
"q25_diff": 0.10146999999999998,
"q50_diff": 0.10223999999999997,
"q75_diff": 0.0015300000000000313,
"q95_diff": 0.0022900000000000142
},
"P1_TIT01": {
"q05_diff": 0.06425000000000125,
"q25_diff": 0.07629999999999626,
"q50_diff": 0.0915600000000012,
"q75_diff": 0.22887999999999664,
"q95_diff": 0.07629000000000019
},
"P1_TIT02": {
"q05_diff": 0.0,
"q25_diff": 0.01525999999999783,
"q50_diff": 0.13732999999999862,
"q75_diff": 0.25939000000000334,
"q95_diff": 0.4425099999999986
},
"P2_24Vdc": {
"q05_diff": 3.999999999848569e-05,
"q25_diff": 0.0008400000000001739,
"q50_diff": 7.000000000090267e-05,
"q75_diff": 0.0008799999999986596,
"q95_diff": 0.000920000000000698
},
"P2_CO_rpm": {
"q05_diff": 11.0,
"q25_diff": 5.0,
"q50_diff": 3.0,
"q75_diff": 2.0,
"q95_diff": 0.2656199999983073
},
"P2_HILout": {
"q05_diff": 0.5208799999999201,
"q25_diff": 2.0201399999999694,
"q50_diff": 0.08233999999993102,
"q75_diff": 1.539190000000076,
"q95_diff": 1.1491100000000642
},
"P2_MSD": {
"q05_diff": 4.750739999999951,
"q25_diff": 4.750739999999951,
"q50_diff": 4.750739999999951,
"q75_diff": 4.750739999999951,
"q95_diff": 4.750739999999951
},
"P2_SIT01": {
"q05_diff": 3.0,
"q25_diff": 2.0,
"q50_diff": 4.0,
"q75_diff": 6.0,
"q95_diff": 7.0
},
"P2_SIT02": {
"q05_diff": 2.6633900000000494,
"q25_diff": 3.5723900000000413,
"q50_diff": 5.610480000000052,
"q75_diff": 6.367129999999975,
"q95_diff": 6.833739999999921
},
"P2_VT01": {
"q05_diff": 0.00835000000000008,
"q25_diff": 0.015249999999999986,
"q50_diff": 0.014089999999999492,
"q75_diff": 0.013489999999999114,
"q95_diff": 0.018819999999999837
},
"P2_VXT02": {
"q05_diff": 0.13024000000000058,
"q25_diff": 0.29942,
"q50_diff": 0.28566,
"q75_diff": 0.26685000000000025,
"q95_diff": 0.45981000000000005
},
"P2_VXT03": {
"q05_diff": 0.10094999999999987,
"q25_diff": 0.26912999999999987,
"q50_diff": 0.29733999999999994,
"q75_diff": 0.32732000000000006,
"q95_diff": 0.61116
},
"P2_VYT02": {
"q05_diff": 0.09450000000000003,
"q25_diff": 0.26248000000000005,
"q50_diff": 0.22676000000000007,
"q75_diff": 0.2350399999999997,
"q95_diff": 0.38853000000000026
},
"P2_VYT03": {
"q05_diff": 0.05539999999999967,
"q25_diff": 0.18588000000000005,
"q50_diff": 0.17625000000000046,
"q75_diff": 0.18273000000000028,
"q95_diff": 0.35335999999999945
},
"P3_FIT01": {
"q05_diff": 3.0,
"q25_diff": 0.0,
"q50_diff": 70.0,
"q75_diff": 98.0,
"q95_diff": 114.0
},
"P3_LCP01D": {
"q05_diff": 0.0,
"q25_diff": 16.0,
"q50_diff": 103.36768000000006,
"q75_diff": 127.4433599999993,
"q95_diff": 11.193359999999302
},
"P3_LCV01D": {
"q05_diff": 0.0,
"q25_diff": 256.0,
"q50_diff": 3824.0,
"q75_diff": 161.67871000000014,
"q95_diff": 31.040039999999863
},
"P3_LIT01": {
"q05_diff": 1134.7026400000004,
"q25_diff": 27.31151999999929,
"q50_diff": 650.7148400000005,
"q75_diff": 1140.0781199999983,
"q95_diff": 1.0507800000013958
},
"P3_PIT01": {
"q05_diff": 4.0,
"q25_diff": 5.0,
"q50_diff": 0.0,
"q75_diff": 928.0,
"q95_diff": 62.24805000000015
},
"P4_HT_FD": {
"q05_diff": 0.0,
"q25_diff": 0.0,
"q50_diff": 7.000000000000002e-05,
"q75_diff": 7e-05,
"q95_diff": 0.0
},
"P4_HT_LD": {
"q05_diff": 124.7862,
"q25_diff": 124.7862,
"q50_diff": 179.53157,
"q75_diff": 193.36982,
"q95_diff": 56.57957999999999
},
"P4_HT_PO": {
"q05_diff": 0.0,
"q25_diff": 1.24783,
"q50_diff": 14.768200000000004,
"q75_diff": 0.7967900000000014,
"q95_diff": 0.1009300000000053
},
"P4_LD": {
"q05_diff": 0.43831999999997606,
"q25_diff": 3.1083299999999667,
"q50_diff": 3.4359999999999786,
"q75_diff": 0.03201000000001386,
"q95_diff": 4.201050000000009
},
"P4_ST_FD": {
"q05_diff": 3.999999999999967e-05,
"q25_diff": 0.00013999999999999993,
"q50_diff": 0.0,
"q75_diff": 0.0,
"q95_diff": 8.000000000000021e-05
},
"P4_ST_GOV": {
"q05_diff": 116.28319999999985,
"q25_diff": 38.044920000000275,
"q50_diff": 31.888670000000275,
"q75_diff": 110.5820300000014,
"q95_diff": 413.2324200000003
},
"P4_ST_LD": {
"q05_diff": 0.7356900000000337,
"q25_diff": 0.4004799999999591,
"q50_diff": 0.47867000000002236,
"q75_diff": 2.0575600000000236,
"q95_diff": 7.868069999999989
},
"P4_ST_PO": {
"q05_diff": 2.1548199999999724,
"q25_diff": 0.7244600000000219,
"q50_diff": 0.6116099999999847,
"q75_diff": 2.1616500000000087,
"q95_diff": 7.556669999999997
},
"P4_ST_PT01": {
"q05_diff": 4.0,
"q25_diff": 20.0,
"q50_diff": 0.0,
"q75_diff": 0.0,
"q95_diff": 0.0
},
"P4_ST_TT01": {
"q05_diff": 6.0,
"q25_diff": 6.0,
"q50_diff": 3.0,
"q75_diff": 0.0,
"q95_diff": 0.0
}
},
"continuous_lag1_diff": {
"P1_B2004": 1.0189476811306442e-05,
"P1_B2016": 0.06955732600083286,
"P1_B3004": 1.018740504876714e-05,
"P1_B3005": 0.9999898125942444,
"P1_B4002": 0.9999898146591784,
"P1_B4005": 0.9999997508214005,
"P1_B400B": 0.5854431525410038,
"P1_B4022": 0.03037469907643997,
"P1_FCV02Z": 0.06392491640099707,
"P1_FCV03D": 0.2645428296063813,
"P1_FCV03Z": 0.14097187280714174,
"P1_FT01": 0.47270955964658845,
"P1_FT01Z": 0.36815633159095196,
"P1_FT02": 0.7916960456221444,
"P1_FT02Z": 0.7917510242320559,
"P1_FT03": 0.5895476319903267,
"P1_FT03Z": 0.5894105749457198,
"P1_LCV01D": 0.17282397457797494,
"P1_LCV01Z": 0.21892854220313507,
"P1_LIT01": 0.11337733428660046,
"P1_PCV01D": 0.1803572897957656,
"P1_PCV01Z": 0.09548514944092523,
"P1_PCV02Z": 0.5669400491575541,
"P1_PIT01": 0.1875869792291166,
"P1_PIT02": 0.19751880548222533,
"P1_TIT01": 0.04303664560561393,
"P1_TIT02": 0.08718233760664018,
"P2_24Vdc": 0.15235368502801752,
"P2_CO_rpm": 0.42742755199484195,
"P2_HILout": 0.2042824724688297,
"P2_MSD": 0.0,
"P2_SIT01": 0.43609660500873776,
"P2_SIT02": 0.5838584105971032,
"P2_VT01": 0.1492203579005219,
"P2_VXT02": 0.16161782957088977,
"P2_VXT03": 0.17996575274100857,
"P2_VYT02": 0.1464148112045175,
"P2_VYT03": 0.16868545803734847,
"P3_FIT01": 0.18381695503960072,
"P3_LCP01D": 0.20447780712073593,
"P3_LCV01D": 0.27862298184654877,
"P3_LIT01": 0.06847572452877615,
"P3_PIT01": 0.8461534722886025,
"P4_HT_FD": 0.03635399688775193,
"P4_HT_LD": 0.15670838558697175,
"P4_HT_PO": 0.4151919928262455,
"P4_LD": 0.06943187697091346,
"P4_ST_FD": 0.28469546148549274,
"P4_ST_GOV": 0.0913873968521397,
"P4_ST_LD": 0.13676128749029393,
"P4_ST_PO": 0.08652073760594847,
"P4_ST_PT01": 0.6715692188345836,
"P4_ST_TT01": 0.1081291586433758
},
"discrete_jsd": {
"P1_FCV01D": 0.09833180131798225,
"P1_FCV01Z": 0.3825871639778149,
"P1_FCV02D": 0.07925115505562264,
"P1_PCV02D": 0.0,
"P1_PP01AD": 0.0,
"P1_PP01AR": 0.0,
"P1_PP01BD": 0.0,
"P1_PP01BR": 0.0,
"P1_PP02D": 0.0,
"P1_PP02R": 0.0,
"P1_STSP": 0.0,
"P2_ASD": 0.0,
"P2_AutoGO": 0.0,
"P2_Emerg": 0.0,
"P2_ManualGO": 0.0,
"P2_OnOff": 0.0,
"P2_RTR": 0.0,
"P2_TripEx": 0.0,
"P2_VTR01": 0.0,
"P2_VTR02": 0.0,
"P2_VTR03": 0.0,
"P2_VTR04": 0.0,
"P3_LH": 0.0,
"P3_LL": 0.0,
"P4_HT_PS": 0.0,
"P4_ST_PS": 0.0
},
"avg_ks": 0.39950668238993714,
"avg_jsd": 0.02154500462890076,
"avg_lag1_diff": 0.2994253248181626
}

971
example/results/ablations/runs/no_snr_weight__seed1337/eval_post.json Normal file
View File

@@ -0,0 +1,971 @@
{
"rows": 384,
"continuous_summary": {
"P1_B2004": {
"mean": 0.09355486979166669,
"std": 0.01799194293084728
},
"P1_B2016": {
"mean": 1.3915789583333333,
"std": 0.13951615663369016
},
"P1_B3004": {
"mean": 403.2905014583335,
"std": 14.217563527951576
},
"P1_B3005": {
"mean": 1059.5253898958326,
"std": 58.42587703751758
},
"P1_B4002": {
"mean": 32.37490617187499,
"std": 0.6519533213854061
},
"P1_B4005": {
"mean": 64.99571291666655,
"std": 42.03467331899641
},
"P1_B400B": {
"mean": 1774.7827939583326,
"std": 1196.249609157371
},
"P1_B4022": {
"mean": 36.08671476562498,
"std": 0.7147782383668128
},
"P1_FCV02Z": {
"mean": 21.954832630208315,
"std": 38.87335152465215
},
"P1_FCV03D": {
"mean": 58.14541601562505,
"std": 6.267267768996455
},
"P1_FCV03Z": {
"mean": 58.21398343750003,
"std": 6.423211358701469
},
"P1_FT01": {
"mean": 194.87539984374996,
"std": 31.95704148207855
},
"P1_FT01Z": {
"mean": 877.9929187239587,
"std": 88.39585465010407
},
"P1_FT02": {
"mean": 1130.2433795572906,
"std": 890.8762181787059
},
"P1_FT02Z": {
"mean": 1843.7261292187509,
"std": 1190.4241853713818
},
"P1_FT03": {
"mean": 282.5776710677085,
"std": 33.729988496983445
},
"P1_FT03Z": {
"mean": 1058.2564329947922,
"std": 59.50957255113764
},
"P1_LCV01D": {
"mean": 11.699055963541667,
"std": 3.0155193220433567
},
"P1_LCV01Z": {
"mean": 11.627510442708333,
"std": 3.0251072332459787
},
"P1_LIT01": {
"mean": 404.0177025000001,
"std": 15.875418171676097
},
"P1_PCV01D": {
"mean": 65.64593611979173,
"std": 23.56629129628467
},
"P1_PCV01Z": {
"mean": 65.565628671875,
"std": 23.790956943468952
},
"P1_PCV02Z": {
"mean": 11.867279765625007,
"std": 0.10811550492611105
},
"P1_PIT01": {
"mean": 1.3656589583333334,
"std": 0.06896384474826658
},
"P1_PIT02": {
"mean": 0.22165216145833339,
"std": 0.050713451923733784
},
"P1_TIT01": {
"mean": 35.664832421874976,
"std": 0.581411930313464
},
"P1_TIT02": {
"mean": 36.50254908854167,
"std": 1.230454577883268
},
"P2_24Vdc": {
"mean": 28.02860809895833,
"std": 0.0032970984602375326
},
"P2_CO_rpm": {
"mean": 54102.263132760454,
"std": 24.22991470965418
},
"P2_HILout": {
"mean": 711.4986896354167,
"std": 7.856828438379631
},
"P2_MSD": {
"mean": 763.19324,
"std": 0.0
},
"P2_SIT01": {
"mean": 783.1203645833333,
"std": 5.863175595627757
},
"P2_SIT02": {
"mean": 783.9243950520832,
"std": 5.842073451728935
},
"P2_VT01": {
"mean": 11.92377559895834,
"std": 0.06899504734301475
},
"P2_VXT02": {
"mean": -3.2993418229166647,
"std": 0.47732142243099734
},
"P2_VXT03": {
"mean": -1.3056558072916657,
"std": 0.357358577684624
},
"P2_VYT02": {
"mean": 3.9809067447916653,
"std": 0.5056739269819277
},
"P2_VYT03": {
"mean": 6.233385781250003,
"std": 0.3890750532936693
},
"P3_FIT01": {
"mean": 923.9914200520819,
"std": 1652.5150467263375
},
"P3_LCP01D": {
"mean": 4590.935969635418,
"std": 5143.60672748293
},
"P3_LCV01D": {
"mean": 7112.66516984375,
"std": 6868.979309599681
},
"P3_LIT01": {
"mean": 13352.549798333343,
"std": 4371.181160177564
},
"P3_PIT01": {
"mean": 349.60746950520803,
"std": 1059.1836216633467
},
"P4_HT_FD": {
"mean": -0.0009628385416666669,
"std": 0.007058789792277817
},
"P4_HT_LD": {
"mean": 34.231568880208286,
"std": 33.60361854009684
},
"P4_HT_PO": {
"mean": 35.25451283854166,
"std": 31.650898099038645
},
"P4_LD": {
"mean": 366.12835208333337,
"std": 61.029872497703124
},
"P4_ST_FD": {
"mean": -6.520833333333327e-05,
"std": 0.0040470190116635085
},
"P4_ST_GOV": {
"mean": 17918.342076744808,
"std": 1896.1799616733456
},
"P4_ST_LD": {
"mean": 332.0939757812499,
"std": 38.59835141654271
},
"P4_ST_PO": {
"mean": 332.3675919270833,
"std": 35.2570832506201
},
"P4_ST_PT01": {
"mean": 10048.308759036465,
"std": 18.72132950187206
},
"P4_ST_TT01": {
"mean": 27608.200469973974,
"std": 24.77120613410809
}
},
"continuous_error": {
"P1_B2004": {
"mean_abs_err": 1.2782299308983225e-05,
"std_abs_err": 6.494151245123314e-06
},
"P1_B2016": {
"mean_abs_err": 0.00031263366856637553,
"std_abs_err": 0.003742594157127077
},
"P1_B3004": {
"mean_abs_err": 0.09556236619266656,
"std_abs_err": 1.2005860600902345
},
"P1_B3005": {
"mean_abs_err": 1.5233966327971302,
"std_abs_err": 2.757439473482698
},
"P1_B4002": {
"mean_abs_err": 0.05797985199510691,
"std_abs_err": 0.07327982218632823
},
"P1_B4005": {
"mean_abs_err": 4.470605900468627,
"std_abs_err": 0.14662412871327746
},
"P1_B400B": {
"mean_abs_err": 3.6930762196354863,
"std_abs_err": 2.897336238298294
},
"P1_B4022": {
"mean_abs_err": 0.02554011822245883,
"std_abs_err": 0.04332738353199439
},
"P1_FCV02Z": {
"mean_abs_err": 2.996102270263961,
"std_abs_err": 1.5651339146060295
},
"P1_FCV03D": {
"mean_abs_err": 0.42244743522177686,
"std_abs_err": 0.3322279497122995
},
"P1_FCV03Z": {
"mean_abs_err": 1.0850557426898035,
"std_abs_err": 0.29159260563013323
},
"P1_FT01": {
"mean_abs_err": 0.15174548746969663,
"std_abs_err": 4.609059643434225
},
"P1_FT01Z": {
"mean_abs_err": 1.0567627801938215,
"std_abs_err": 12.630151686785823
},
"P1_FT02": {
"mean_abs_err": 2.5747736773355427,
"std_abs_err": 1.6800543272933055
},
"P1_FT02Z": {
"mean_abs_err": 65.24768261010217,
"std_abs_err": 2.9211703997677887
},
"P1_FT03": {
"mean_abs_err": 0.06129920852043824,
"std_abs_err": 0.2557753856879401
},
"P1_FT03Z": {
"mean_abs_err": 2.785605353729352,
"std_abs_err": 1.6159163124796905
},
"P1_LCV01D": {
"mean_abs_err": 0.45527669823346884,
"std_abs_err": 0.1009043690132354
},
"P1_LCV01Z": {
"mean_abs_err": 0.33856358662958463,
"std_abs_err": 0.061637735900667234
},
"P1_LIT01": {
"mean_abs_err": 0.09716966300618424,
"std_abs_err": 0.24352012330212602
},
"P1_PCV01D": {
"mean_abs_err": 1.8196376158996515,
"std_abs_err": 0.20347540462090308
},
"P1_PCV01Z": {
"mean_abs_err": 2.842523125027583,
"std_abs_err": 0.07364286719469249
},
"P1_PCV02Z": {
"mean_abs_err": 0.024526819020080026,
"std_abs_err": 0.011271039461463683
},
"P1_PIT01": {
"mean_abs_err": 0.011822262420058571,
"std_abs_err": 0.007531285378384482
},
"P1_PIT02": {
"mean_abs_err": 0.26550492888318333,
"std_abs_err": 0.44799818613114606
},
"P1_TIT01": {
"mean_abs_err": 0.016375820558238274,
"std_abs_err": 0.0018686968724849207
},
"P1_TIT02": {
"mean_abs_err": 0.02242958979486076,
"std_abs_err": 0.00869585185900501
},
"P2_24Vdc": {
"mean_abs_err": 0.00010160366933931186,
"std_abs_err": 4.536765416938244e-05
},
"P2_CO_rpm": {
"mean_abs_err": 0.44706512222182937,
"std_abs_err": 1.7741829348658165
},
"P2_HILout": {
"mean_abs_err": 0.035880365320508645,
"std_abs_err": 0.5978974388765312
},
"P2_MSD": {
"mean_abs_err": 0.0,
"std_abs_err": 1.0
},
"P2_SIT01": {
"mean_abs_err": 0.7835528301096701,
"std_abs_err": 0.6642602351835318
},
"P2_SIT02": {
"mean_abs_err": 0.02065716953700303,
"std_abs_err": 0.6514936949159686
},
"P2_VT01": {
"mean_abs_err": 4.00470517938345e-05,
"std_abs_err": 0.000481365271012682
},
"P2_VXT02": {
"mean_abs_err": 0.0008366494733316188,
"std_abs_err": 0.006288496159777057
},
"P2_VXT03": {
"mean_abs_err": 0.001237479373012107,
"std_abs_err": 0.007731198520970317
},
"P2_VYT02": {
"mean_abs_err": 0.0005621052012716454,
"std_abs_err": 0.0057634739891398445
},
"P2_VYT03": {
"mean_abs_err": 0.0010193315478819187,
"std_abs_err": 0.009272091322577725
},
"P3_FIT01": {
"mean_abs_err": 226.90875605410122,
"std_abs_err": 127.20965106393737
},
"P3_LCP01D": {
"mean_abs_err": 6.208821394843653,
"std_abs_err": 13.606729767051547
},
"P3_LCV01D": {
"mean_abs_err": 21.211547137491834,
"std_abs_err": 29.05141378385997
},
"P3_LIT01": {
"mean_abs_err": 2.2946943606439163,
"std_abs_err": 17.006523249628117
},
"P3_PIT01": {
"mean_abs_err": 299.7504335181197,
"std_abs_err": 91.73830904384863
},
"P4_HT_FD": {
"mean_abs_err": 0.000859650596314927,
"std_abs_err": 0.005026771477873717
},
"P4_HT_LD": {
"mean_abs_err": 0.23665180052267232,
"std_abs_err": 0.17982503009853446
},
"P4_HT_PO": {
"mean_abs_err": 1.2707050437847514,
"std_abs_err": 0.21002688171716954
},
"P4_LD": {
"mean_abs_err": 0.00040171086095597275,
"std_abs_err": 0.41406612826011724
},
"P4_ST_FD": {
"mean_abs_err": 3.609510345018445e-05,
"std_abs_err": 0.0024048427536734794
},
"P4_ST_GOV": {
"mean_abs_err": 5.380815497283038,
"std_abs_err": 44.036745685572214
},
"P4_ST_LD": {
"mean_abs_err": 0.09107861143223772,
"std_abs_err": 0.7451821249251651
},
"P4_ST_PO": {
"mean_abs_err": 0.0986206034245356,
"std_abs_err": 0.8061397482117982
},
"P4_ST_PT01": {
"mean_abs_err": 2.266397782617787,
"std_abs_err": 0.9365594765529295
},
"P4_ST_TT01": {
"mean_abs_err": 0.8322217055574583,
"std_abs_err": 0.8538843295397633
}
},
"discrete_invalid_counts": {
"P1_FCV01D": 0,
"P1_FCV01Z": 0,
"P1_FCV02D": 0,
"P1_PCV02D": 0,
"P1_PP01AD": 0,
"P1_PP01AR": 0,
"P1_PP01BD": 0,
"P1_PP01BR": 0,
"P1_PP02D": 0,
"P1_PP02R": 0,
"P1_STSP": 0,
"P2_ASD": 0,
"P2_AutoGO": 0,
"P2_Emerg": 0,
"P2_ManualGO": 0,
"P2_OnOff": 0,
"P2_RTR": 0,
"P2_TripEx": 0,
"P2_VTR01": 0,
"P2_VTR02": 0,
"P2_VTR03": 0,
"P2_VTR04": 0,
"P3_LH": 0,
"P3_LL": 0,
"P4_HT_PS": 0,
"P4_ST_PS": 0
},
"missing_generated_columns": {},
"continuous_ks": {
"P1_B2004": 0.6595583333333334,
"P1_B2016": 0.04309583333333333,
"P1_B3004": 0.671875,
"P1_B3005": 0.5293,
"P1_B4002": 0.7923208333333334,
"P1_B4005": 0.3062625,
"P1_B400B": 0.4580666666666666,
"P1_B4022": 0.5756333333333334,
"P1_FCV02Z": 0.7746,
"P1_FCV03D": 0.45162500000000005,
"P1_FCV03Z": 0.40985833333333327,
"P1_FT01": 0.4750083333333333,
"P1_FT01Z": 0.4746,
"P1_FT02": 0.45826666666666666,
"P1_FT02Z": 0.4029958333333334,
"P1_FT03": 0.5241,
"P1_FT03Z": 0.46950833333333336,
"P1_LCV01D": 0.3859916666666667,
"P1_LCV01Z": 0.397625,
"P1_LIT01": 0.49126250000000005,
"P1_PCV01D": 0.5304583333333333,
"P1_PCV01Z": 0.5184416666666667,
"P1_PCV02Z": 0.6588541666666666,
"P1_PIT01": 0.15849999999999997,
"P1_PIT02": 0.61435,
"P1_TIT01": 0.09710416666666666,
"P1_TIT02": 0.09962083333333338,
"P2_24Vdc": 0.13548333333333334,
"P2_CO_rpm": 0.09774166666666667,
"P2_HILout": 0.08242499999999997,
"P2_MSD": 0.0,
"P2_SIT01": 0.4593125,
"P2_SIT02": 0.5010625,
"P2_VT01": 0.1226708333333334,
"P2_VXT02": 0.2817291666666666,
"P2_VXT03": 0.43657500000000005,
"P2_VYT02": 0.25022083333333334,
"P2_VYT03": 0.2700083333333334,
"P3_FIT01": 0.2109375,
"P3_LCP01D": 0.01715833333333333,
"P3_LCV01D": 0.0937541666666667,
"P3_LIT01": 0.09344166666666665,
"P3_PIT01": 0.3359375,
"P4_HT_FD": 0.16174583333333337,
"P4_HT_LD": 0.06742500000000001,
"P4_HT_PO": 0.05970416666666667,
"P4_LD": 0.03089583333333329,
"P4_ST_FD": 0.023541666666666683,
"P4_ST_GOV": 0.035420833333333346,
"P4_ST_LD": 0.032491666666666585,
"P4_ST_PO": 0.035720833333333424,
"P4_ST_PT01": 0.1282875,
"P4_ST_TT01": 0.07099583333333337
},
"continuous_quantile_diff": {
"P1_B2004": {
"q05_diff": 0.02845,
"q25_diff": 0.0028399999999999953,
"q50_diff": 0.0011099999999999999,
"q75_diff": 0.0003399999999999931,
"q95_diff": 0.00033000000000001084
},
"P1_B2016": {
"q05_diff": 0.01142999999999983,
"q25_diff": 0.010210000000000052,
"q50_diff": 0.005260000000000042,
"q75_diff": 0.01419999999999999,
"q95_diff": 0.03000999999999987
},
"P1_B3004": {
"q05_diff": 14.80313000000001,
"q25_diff": 1.6197799999999916,
"q50_diff": 6.726189999999974,
"q75_diff": 8.508819999999957,
"q95_diff": 37.86444
},
"P1_B3005": {
"q05_diff": 40.40789999999993,
"q25_diff": 8.045049999999947,
"q50_diff": 89.51202,
"q75_diff": 104.97393,
"q95_diff": 4.4593499999998585
},
"P1_B4002": {
"q05_diff": 0.4564699999999995,
"q25_diff": 1.6555000000000035,
"q50_diff": 1.6555000000000035,
"q75_diff": 0.9287000000000063,
"q95_diff": 0.16969000000000278
},
"P1_B4005": {
"q05_diff": 0.0,
"q25_diff": 81.96193,
"q50_diff": 0.04000000000000625,
"q75_diff": 0.0,
"q95_diff": 0.0
},
"P1_B400B": {
"q05_diff": 1.986220000000003,
"q25_diff": 2493.20291,
"q50_diff": 193.92164000000002,
"q75_diff": 9.545890000000327,
"q95_diff": 7.019040000000132
},
"P1_B4022": {
"q05_diff": 0.38222999999999985,
"q25_diff": 1.3479000000000028,
"q50_diff": 1.4273799999999994,
"q75_diff": 0.9127399999999994,
"q95_diff": 0.5270299999999963
},
"P1_FCV02Z": {
"q05_diff": 0.007630000000000026,
"q25_diff": 0.015260000000000051,
"q50_diff": 0.05340999999999996,
"q75_diff": 38.169869999999996,
"q95_diff": 0.030520000000009873
},
"P1_FCV03D": {
"q05_diff": 1.3654200000000003,
"q25_diff": 0.2554099999999977,
"q50_diff": 8.60333,
"q75_diff": 10.84863,
"q95_diff": 0.824300000000008
},
"P1_FCV03Z": {
"q05_diff": 1.7547599999999974,
"q25_diff": 0.10681000000000296,
"q50_diff": 8.148199999999996,
"q75_diff": 10.864249999999998,
"q95_diff": 0.9307899999999876
},
"P1_FT01": {
"q05_diff": 7.965710000000001,
"q25_diff": 8.585710000000006,
"q50_diff": 32.806329999999974,
"q75_diff": 37.76549,
"q95_diff": 3.0517600000000016
},
"P1_FT01Z": {
"q05_diff": 39.49407999999994,
"q25_diff": 17.395080000000007,
"q50_diff": 73.92865000000006,
"q75_diff": 86.54010000000005,
"q95_diff": 6.958009999999945
},
"P1_FT02": {
"q05_diff": 0.3814799999999998,
"q25_diff": 1899.3297499999999,
"q50_diff": 334.3580300000001,
"q75_diff": 12.970209999999952,
"q95_diff": 9.536740000000009
},
"P1_FT02Z": {
"q05_diff": 1.9862300000000026,
"q25_diff": 2300.54303,
"q50_diff": 14.318849999999657,
"q75_diff": 7.299800000000232,
"q95_diff": 6.317140000000109
},
"P1_FT03": {
"q05_diff": 35.983990000000006,
"q25_diff": 1.5271900000000187,
"q50_diff": 51.52633000000003,
"q75_diff": 59.781600000000026,
"q95_diff": 1.9374400000000378
},
"P1_FT03Z": {
"q05_diff": 23.41980000000001,
"q25_diff": 2.9805299999999306,
"q50_diff": 84.98266000000012,
"q75_diff": 100.6383699999999,
"q95_diff": 3.5079399999999623
},
"P1_LCV01D": {
"q05_diff": 0.17497000000000007,
"q25_diff": 0.29953000000000074,
"q50_diff": 4.171619999999999,
"q75_diff": 3.162939999999999,
"q95_diff": 0.7125800000000009
},
"P1_LCV01Z": {
"q05_diff": 0.0,
"q25_diff": 0.5874600000000001,
"q50_diff": 4.638670000000001,
"q75_diff": 3.4561199999999985,
"q95_diff": 0.9536700000000007
},
"P1_LIT01": {
"q05_diff": 14.272339999999986,
"q25_diff": 1.0244100000000458,
"q50_diff": 6.281960000000026,
"q75_diff": 8.229829999999993,
"q95_diff": 34.75434000000001
},
"P1_PCV01D": {
"q05_diff": 0.18625000000000114,
"q25_diff": 2.7490099999999984,
"q50_diff": 18.274499999999996,
"q75_diff": 43.266600000000004,
"q95_diff": 46.32521
},
"P1_PCV01Z": {
"q05_diff": 0.22888000000000375,
"q25_diff": 2.0370500000000007,
"q50_diff": 16.029360000000004,
"q75_diff": 43.33495,
"q95_diff": 45.1493
},
"P1_PCV02Z": {
"q05_diff": 0.2288800000000002,
"q25_diff": 0.2212499999999995,
"q50_diff": 0.2288800000000002,
"q75_diff": 0.0,
"q95_diff": 0.0
},
"P1_PIT01": {
"q05_diff": 0.020600000000000174,
"q25_diff": 0.006870000000000154,
"q50_diff": 0.012210000000000054,
"q75_diff": 0.02364999999999995,
"q95_diff": 0.04959000000000002
},
"P1_PIT02": {
"q05_diff": 0.03051999999999999,
"q25_diff": 0.10146999999999998,
"q50_diff": 0.10223999999999997,
"q75_diff": 0.0015300000000000313,
"q95_diff": 0.0022900000000000142
},
"P1_TIT01": {
"q05_diff": 0.06425000000000125,
"q25_diff": 0.07629999999999626,
"q50_diff": 0.0915600000000012,
"q75_diff": 0.22887999999999664,
"q95_diff": 0.07629000000000019
},
"P1_TIT02": {
"q05_diff": 0.0,
"q25_diff": 0.01525999999999783,
"q50_diff": 0.13732999999999862,
"q75_diff": 0.25939000000000334,
"q95_diff": 0.4425099999999986
},
"P2_24Vdc": {
"q05_diff": 3.999999999848569e-05,
"q25_diff": 0.0008400000000001739,
"q50_diff": 0.00013999999999825263,
"q75_diff": 0.0008799999999986596,
"q95_diff": 0.00010999999999938836
},
"P2_CO_rpm": {
"q05_diff": 11.0,
"q25_diff": 5.0,
"q50_diff": 3.0,
"q75_diff": 2.0,
"q95_diff": 0.2656199999983073
},
"P2_HILout": {
"q05_diff": 0.3295900000000529,
"q25_diff": 1.6540499999999838,
"q50_diff": 0.31737999999995736,
"q75_diff": 1.7334000000000742,
"q95_diff": 2.2399900000000343
},
"P2_MSD": {
"q05_diff": 0.0,
"q25_diff": 0.0,
"q50_diff": 0.0,
"q75_diff": 0.0,
"q95_diff": 0.0
},
"P2_SIT01": {
"q05_diff": 3.0,
"q25_diff": 2.0,
"q50_diff": 4.0,
"q75_diff": 6.0,
"q95_diff": 7.0
},
"P2_SIT02": {
"q05_diff": 2.6633900000000494,
"q25_diff": 3.5723900000000413,
"q50_diff": 5.610480000000052,
"q75_diff": 6.367129999999975,
"q95_diff": 6.833739999999921
},
"P2_VT01": {
"q05_diff": 0.00835000000000008,
"q25_diff": 0.015249999999999986,
"q50_diff": 0.014089999999999492,
"q75_diff": 0.013489999999999114,
"q95_diff": 0.018819999999999837
},
"P2_VXT02": {
"q05_diff": 0.13024000000000058,
"q25_diff": 0.29942,
"q50_diff": 0.28566,
"q75_diff": 0.26685000000000025,
"q95_diff": 0.45981000000000005
},
"P2_VXT03": {
"q05_diff": 0.10094999999999987,
"q25_diff": 0.26912999999999987,
"q50_diff": 0.29733999999999994,
"q75_diff": 0.32732000000000006,
"q95_diff": 0.61116
},
"P2_VYT02": {
"q05_diff": 0.09450000000000003,
"q25_diff": 0.26248000000000005,
"q50_diff": 0.22676000000000007,
"q75_diff": 0.2350399999999997,
"q95_diff": 0.38853000000000026
},
"P2_VYT03": {
"q05_diff": 0.05539999999999967,
"q25_diff": 0.18588000000000005,
"q50_diff": 0.17625000000000046,
"q75_diff": 0.18273000000000028,
"q95_diff": 0.35335999999999945
},
"P3_FIT01": {
"q05_diff": 3.0,
"q25_diff": 0.0,
"q50_diff": 70.0,
"q75_diff": 98.0,
"q95_diff": 114.0
},
"P3_LCP01D": {
"q05_diff": 0.0,
"q25_diff": 16.0,
"q50_diff": 103.36768000000006,
"q75_diff": 127.4433599999993,
"q95_diff": 11.193359999999302
},
"P3_LCV01D": {
"q05_diff": 0.0,
"q25_diff": 256.0,
"q50_diff": 3824.0,
"q75_diff": 161.67871000000014,
"q95_diff": 31.040039999999863
},
"P3_LIT01": {
"q05_diff": 1134.7026400000004,
"q25_diff": 27.31151999999929,
"q50_diff": 650.7148400000005,
"q75_diff": 1140.0781199999983,
"q95_diff": 1.0507800000013958
},
"P3_PIT01": {
"q05_diff": 4.0,
"q25_diff": 5.0,
"q50_diff": 0.0,
"q75_diff": 928.0,
"q95_diff": 62.24805000000015
},
"P4_HT_FD": {
"q05_diff": 0.0,
"q25_diff": 0.0,
"q50_diff": 7.000000000000002e-05,
"q75_diff": 7e-05,
"q95_diff": 0.0
},
"P4_HT_LD": {
"q05_diff": 0.0,
"q25_diff": 0.0,
"q50_diff": 27.14122,
"q75_diff": 0.13020999999999106,
"q95_diff": 0.21701000000000192
},
"P4_HT_PO": {
"q05_diff": 0.0,
"q25_diff": 0.9223299999999999,
"q50_diff": 8.89752,
"q75_diff": 0.054199999999994475,
"q95_diff": 0.6510700000000043
},
"P4_LD": {
"q05_diff": 0.43831999999997606,
"q25_diff": 3.1083299999999667,
"q50_diff": 3.4359999999999786,
"q75_diff": 0.03201000000001386,
"q95_diff": 4.201050000000009
},
"P4_ST_FD": {
"q05_diff": 3.999999999999967e-05,
"q25_diff": 0.00013999999999999993,
"q50_diff": 0.0,
"q75_diff": 0.0,
"q95_diff": 8.000000000000021e-05
},
"P4_ST_GOV": {
"q05_diff": 116.28319999999985,
"q25_diff": 38.044920000000275,
"q50_diff": 31.888670000000275,
"q75_diff": 110.5820300000014,
"q95_diff": 413.2324200000003
},
"P4_ST_LD": {
"q05_diff": 0.7356900000000337,
"q25_diff": 0.4004799999999591,
"q50_diff": 0.47867000000002236,
"q75_diff": 2.0575600000000236,
"q95_diff": 7.868069999999989
},
"P4_ST_PO": {
"q05_diff": 2.1548199999999724,
"q25_diff": 0.7244600000000219,
"q50_diff": 0.6116099999999847,
"q75_diff": 2.1616500000000087,
"q95_diff": 7.556669999999997
},
"P4_ST_PT01": {
"q05_diff": 4.0,
"q25_diff": 20.0,
"q50_diff": 0.0,
"q75_diff": 0.0,
"q95_diff": 0.0
},
"P4_ST_TT01": {
"q05_diff": 6.0,
"q25_diff": 6.0,
"q50_diff": 3.0,
"q75_diff": 0.0,
"q95_diff": 0.0
}
},
"continuous_lag1_diff": {
"P1_B2004": 1.0624831607922858,
"P1_B2016": 0.06955732600083286,
"P1_B3004": 0.9420514424699565,
"P1_B3005": 0.9755864990985265,
"P1_B4002": 0.9939428775878422,
"P1_B4005": 1.0901635813805555,
"P1_B400B": 0.5854431525410038,
"P1_B4022": 1.0728287547128275,
"P1_FCV02Z": 1.0856923346443097,
"P1_FCV03D": 1.0287616800381814,
"P1_FCV03Z": 1.01920928123416,
"P1_FT01": 0.47270955964658845,
"P1_FT01Z": 0.36815633159095196,
"P1_FT02": 0.7916960456221444,
"P1_FT02Z": 1.0572315062387077,
"P1_FT03": 0.5895476319903267,
"P1_FT03Z": 0.9861265787637634,
"P1_LCV01D": 0.9922897795117445,
"P1_LCV01Z": 0.9035160861736835,
"P1_LIT01": 0.11337733428660046,
"P1_PCV01D": 0.9847169107083952,
"P1_PCV01Z": 1.1483081333334428,
"P1_PCV02Z": 0.5764046458797007,
"P1_PIT01": 0.1875869792291166,
"P1_PIT02": 0.19751880548222533,
"P1_TIT01": 0.04303664560561393,
"P1_TIT02": 0.08718233760664018,
"P2_24Vdc": 0.039965792976989475,
"P2_CO_rpm": 0.42742755199484195,
"P2_HILout": 0.24706059027478758,
"P2_MSD": 0.0,
"P2_SIT01": 0.43609660500873776,
"P2_SIT02": 0.5838584105971032,
"P2_VT01": 0.1492203579005219,
"P2_VXT02": 0.16161782957088977,
"P2_VXT03": 0.17996575274100857,
"P2_VYT02": 0.1464148112045175,
"P2_VYT03": 0.16868545803734847,
"P3_FIT01": 0.18381695503960072,
"P3_LCP01D": 0.20447780712073593,
"P3_LCV01D": 0.27862298184654877,
"P3_LIT01": 0.06847572452877615,
"P3_PIT01": 0.8461534722886025,
"P4_HT_FD": 0.03635399688775193,
"P4_HT_LD": 1.052071148480924,
"P4_HT_PO": 1.0918064404320895,
"P4_LD": 0.06943187697091346,
"P4_ST_FD": 0.28469546148549274,
"P4_ST_GOV": 0.0913873968521397,
"P4_ST_LD": 0.13676128749029393,
"P4_ST_PO": 0.08652073760594847,
"P4_ST_PT01": 0.6715692188345836,
"P4_ST_TT01": 0.1081291586433758
},
"discrete_jsd": {
"P1_FCV01D": 0.09833180131798225,
"P1_FCV01Z": 0.3825871639778149,
"P1_FCV02D": 0.07925115505562264,
"P1_PCV02D": 0.0,
"P1_PP01AD": 0.0,
"P1_PP01AR": 0.0,
"P1_PP01BD": 0.0,
"P1_PP01BR": 0.0,
"P1_PP02D": 0.0,
"P1_PP02R": 0.0,
"P1_STSP": 0.0,
"P2_ASD": 0.0,
"P2_AutoGO": 0.0,
"P2_Emerg": 0.0,
"P2_ManualGO": 0.0,
"P2_OnOff": 0.0,
"P2_RTR": 0.0,
"P2_TripEx": 0.0,
"P2_VTR01": 0.0,
"P2_VTR02": 0.0,
"P2_VTR03": 0.0,
"P2_VTR04": 0.0,
"P3_LH": 0.0,
"P3_LL": 0.0,
"P4_HT_PS": 0.0,
"P4_ST_PS": 0.0
}
}