Add comprehensive evaluation and ablation summaries

This commit is contained in:
2026-03-27 22:11:07 +08:00
parent 17f69f963f
commit b8696d0c54
46 changed files with 30666 additions and 0 deletions

View File

@@ -0,0 +1,537 @@
{
"generated_path": "/root/autodl-tmp/mask-ddpm/example/results/ablations/runs/full__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": 0.40165841194968555,
"avg_jsd": 0.028006235870934912,
"avg_lag1_diff": 0.29136546564037447
},
"two_sample": {
"continuous_mmd_rbf": 0.6529757976531982,
"continuous_mmd_gamma": 1.6922283487645608e-05,
"histogram_mmd_rbf": 0.6529804468154907,
"histogram_mmd_gamma": 1.692146470612109e-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": 162.5074005126953,
"nn_holdout_to_train_mean": 55.17637252807617,
"memorization_ratio": 2.945235307558582,
"one_nn_two_sample_accuracy": 1.0
},
"coupling": {
"corr_mean_abs_diff": 0.21485304832458496,
"corr_frobenius": 16.57508087158203,
"lag1_corr_mean_abs_diff": 0.2144312560558319,
"lag1_corr_frobenius": 16.73354148864746,
"by_process": {
"P1": {
"corr_mean_abs_diff": 0.29505810141563416,
"corr_frobenius": 10.385537147521973,
"lag1_corr_mean_abs_diff": 0.3118370771408081,
"lag1_corr_frobenius": 10.768470764160156
},
"P2": {
"corr_mean_abs_diff": 0.12853267788887024,
"corr_frobenius": 2.545632839202881,
"lag1_corr_mean_abs_diff": 0.16028834879398346,
"lag1_corr_frobenius": 2.9215023517608643
},
"P3": {
"corr_mean_abs_diff": 0.4330995976924896,
"corr_frobenius": 2.9806668758392334,
"lag1_corr_mean_abs_diff": 0.488036572933197,
"lag1_corr_frobenius": 3.1031997203826904
},
"P4": {
"corr_mean_abs_diff": 0.18106727302074432,
"corr_frobenius": 2.683600425720215,
"lag1_corr_mean_abs_diff": 0.19239205121994019,
"lag1_corr_frobenius": 2.8247570991516113
}
}
},
"frequency": {
"avg_psd_l1": 0.019314780831336975,
"avg_psd_cosine": 0.33202425872099467,
"avg_low_high_ratio_abs_diff": 9433975.202625437
},
"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": 0.90625,
"top1_mass": 0.028645833333333332,
"top3_mass": 0.06770833333333333,
"median_dwell": 1.0
},
"P1_PCV01D": {
"unique_ratio": 0.9166666666666666,
"top1_mass": 0.08333333333333333,
"top3_mass": 0.09114583333333333,
"median_dwell": 1.0
},
"P1_FCV02Z": {
"unique_ratio": 0.0390625,
"top1_mass": 0.3463541666666667,
"top3_mass": 0.6744791666666666,
"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": 0.3802083333333333,
"top1_mass": 0.13541666666666666,
"top3_mass": 0.2265625,
"median_dwell": 1.0
},
"P1_LCV01D": {
"unique_ratio": 0.9635416666666666,
"top1_mass": 0.005208333333333333,
"top3_mass": 0.015625,
"median_dwell": 1.0
},
"P1_LCV01Z": {
"unique_ratio": 0.1796875,
"top1_mass": 0.2552083333333333,
"top3_mass": 0.390625,
"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": 0.521447499593099,
"mean_abs_diff_top1_mass": 0.11526870727539062,
"mean_abs_diff_top3_mass": 0.0891888936360677,
"mean_abs_diff_median_dwell": 47.75
}
},
"type4_pv": {
"features": [
"P1_PIT02",
"P2_SIT02",
"P1_FT03"
],
"generated": {
"P1_PIT02": {
"q05": 0.17563000321388245,
"q50": 0.17563000321388245,
"q95": 0.27557000517845154,
"tail_ratio": NaN
},
"P2_SIT02": {
"q05": 774.910888671875,
"q50": 784.5538330078125,
"q95": 791.7017211914062,
"tail_ratio": 0.7412557756820052
},
"P1_FT03": {
"q05": 208.97262573242188,
"q50": 298.9196472167969,
"q95": 316.24639892578125,
"tail_ratio": 0.19263285679775694
}
},
"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": 3.590030978123347,
"mean_abs_diff_q50": 2.2669277489185333,
"mean_abs_diff_q95": 3.55855601032575,
"mean_abs_diff_tail_ratio": 0.04623891090189372
}
},
"type5_program_proxy": {
"features": [
"P1_FT03Z",
"P1_FT02Z"
],
"generated": {
"P1_FT03Z": {
"num_changes": 379.0,
"mean_dwell": 1.0105263157894737,
"median_dwell": 1.0,
"mean_step": 16.7416249780982,
"median_step": 7.720184326171875
},
"P1_FT02Z": {
"num_changes": 379.0,
"mean_dwell": 1.0105263157894737,
"median_dwell": 1.0,
"mean_step": 679.2698862558933,
"median_step": 195.1143798828125
}
},
"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": 0.0904041845427852,
"mean_abs_diff_median_dwell": 0.0,
"mean_abs_diff_mean_step": 340.3546550414803,
"mean_abs_diff_median_step": 98.15037536621094
}
},
"type6_aux": {
"features": [
"P4_HT_PO",
"P2_24Vdc",
"P2_HILout"
],
"generated": {
"P4_HT_PO": {
"mean": 34.00083923339844,
"std": 31.541128158569336,
"lag1": 0.5380550026893616
},
"P2_24Vdc": {
"mean": 28.028627395629883,
"std": 0.0034831492230296135,
"lag1": 0.048770755529403687
},
"P2_HILout": {
"mean": 711.4832153320312,
"std": 9.425703048706055,
"lag1": 0.01359469536691904
}
},
"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": 0.2827949523925781,
"mean_abs_diff_std": 0.4692591578544428,
"mean_abs_diff_lag1": 0.2379635035370787
}
}
},
"predictive_consistency": {
"real_only": {
"rmse": 0.5583509206771851,
"mae": 0.366405189037323
},
"synthetic_only": {
"rmse": 0.9723039269447327,
"mae": 0.7831042408943176
},
"real_plus_synthetic": {
"rmse": 0.5518718361854553,
"mae": 0.3549392819404602
},
"rmse_ratio_synth_to_real": 1.7413850160137512
},
"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": 0.8299860853432282,
"auprc": 0.5936877857343479,
"threshold": 0.012659437023103237,
"f1": 0.08239700374531835,
"precision": 0.04296875,
"recall": 1.0,
"best_f1": 0.6753246753246752,
"best_f1_threshold": 1.2799640893936157
},
"real_plus_synthetic": {
"auroc": 0.8843692022263452,
"auprc": 0.6436615501494315,
"threshold": 0.2907267212867737,
"f1": 0.23443223443223443,
"precision": 0.13973799126637554,
"recall": 0.7272727272727273,
"best_f1": 0.7466666666666666,
"best_f1_threshold": 0.5491346120834351
}
}
}

View File

@@ -0,0 +1,538 @@
{
"generated_path": "/root/autodl-tmp/mask-ddpm/example/results/ablations/runs/full__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": 0.21801376342773438,
"continuous_mmd_gamma": 5.3593154060743865e-05,
"histogram_mmd_rbf": 0.21808743476867676,
"histogram_mmd_gamma": 5.357758012673609e-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": 89.01089477539062,
"nn_holdout_to_train_mean": 55.17637252807617,
"memorization_ratio": 1.6132067168804538,
"one_nn_two_sample_accuracy": 1.0
},
"coupling": {
"corr_mean_abs_diff": 0.19314609467983246,
"corr_frobenius": 15.973841667175293,
"lag1_corr_mean_abs_diff": 0.20119889080524445,
"lag1_corr_frobenius": 16.674213409423828,
"by_process": {
"P1": {
"corr_mean_abs_diff": 0.3415932059288025,
"corr_frobenius": 11.884793281555176,
"lag1_corr_mean_abs_diff": 0.3632906377315521,
"lag1_corr_frobenius": 12.56336498260498
},
"P2": {
"corr_mean_abs_diff": 0.08792565762996674,
"corr_frobenius": 1.6836949586868286,
"lag1_corr_mean_abs_diff": 0.15461258590221405,
"lag1_corr_frobenius": 2.910283327102661
},
"P3": {
"corr_mean_abs_diff": 0.4330995976924896,
"corr_frobenius": 2.9806668758392334,
"lag1_corr_mean_abs_diff": 0.488036572933197,
"lag1_corr_frobenius": 3.1031997203826904
},
"P4": {
"corr_mean_abs_diff": 0.21049436926841736,
"corr_frobenius": 3.2200543880462646,
"lag1_corr_mean_abs_diff": 0.23382383584976196,
"lag1_corr_frobenius": 3.576234817504883
}
}
},
"frequency": {
"avg_psd_l1": 0.022376514971256256,
"avg_psd_cosine": 0.4402457082046653,
"avg_low_high_ratio_abs_diff": 18.461675871818574
},
"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": 0.17563000321388245,
"q50": 0.17563000321388245,
"q95": 0.27557000517845154,
"tail_ratio": NaN
},
"P2_SIT02": {
"q05": 774.910888671875,
"q50": 784.5538330078125,
"q95": 791.7017211914062,
"tail_ratio": 0.7412557756820052
},
"P1_FT03": {
"q05": 208.97262573242188,
"q50": 298.9196472167969,
"q95": 316.24639892578125,
"tail_ratio": 0.19263285679775694
}
},
"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": 3.590030978123347,
"mean_abs_diff_q50": 2.2669277489185333,
"mean_abs_diff_q95": 3.55855601032575,
"mean_abs_diff_tail_ratio": 0.04623891090189372
}
},
"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": 0.9636826515197754,
"mae": 0.7771188616752625
},
"real_plus_synthetic": {
"rmse": 0.5483431220054626,
"mae": 0.35133740305900574
},
"rmse_ratio_synth_to_real": 1.7259444120751009
},
"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": 0.8286178107606678,
"auprc": 0.591504821106902,
"threshold": 0.001942009199410677,
"f1": 0.08239700374531835,
"precision": 0.04296875,
"recall": 1.0,
"best_f1": 0.6756756756756758,
"best_f1_threshold": 1.4600814580917358
},
"real_plus_synthetic": {
"auroc": 0.8840677179962895,
"auprc": 0.6460935090211736,
"threshold": 0.28852400183677673,
"f1": 0.24150943396226415,
"precision": 0.14479638009049775,
"recall": 0.7272727272727273,
"best_f1": 0.7466666666666666,
"best_f1_threshold": 0.5378937721252441
}
}
}

View File

@@ -0,0 +1,974 @@
{
"rows": 384,
"continuous_summary": {
"P1_B2004": {
"mean": 0.11384,
"std": 0.0
},
"P1_B2016": {
"mean": 1.3915169791666673,
"std": 0.13943831071397558
},
"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": 1769.7853541666657,
"std": 1195.0342421744162
},
"P1_B4022": {
"mean": 36.881583541666664,
"std": 0.14105102171131376
},
"P1_FCV02Z": {
"mean": 22.320061927083323,
"std": 38.91077582497131
},
"P1_FCV03D": {
"mean": 58.570938776041665,
"std": 6.641066821382397
},
"P1_FCV03Z": {
"mean": 59.159972604166676,
"std": 6.782049383292698
},
"P1_FT01": {
"mean": 194.7738916406249,
"std": 32.02017013040693
},
"P1_FT01Z": {
"mean": 876.8946808333341,
"std": 84.82995107102002
},
"P1_FT02": {
"mean": 1129.006613541667,
"std": 890.9766838535422
},
"P1_FT02Z": {
"mean": 1129.006613541667,
"std": 890.9766838535422
},
"P1_FT03": {
"mean": 282.55279374999986,
"std": 33.70565422729771
},
"P1_FT03Z": {
"mean": 282.55279374999986,
"std": 33.70565422729771
},
"P1_LCV01D": {
"mean": 12.166996848958325,
"std": 3.0452708274616125
},
"P1_LCV01Z": {
"mean": 11.224420286458333,
"std": 3.3096185530935207
},
"P1_LIT01": {
"mean": 404.01072572916655,
"std": 15.830517116867311
},
"P1_PCV01D": {
"mean": 67.4503832552083,
"std": 23.852228142415264
},
"P1_PCV01Z": {
"mean": 68.30529460937498,
"std": 23.92581520523648
},
"P1_PCV02Z": {
"mean": 11.76605,
"std": 0.0
},
"P1_PIT01": {
"mean": 1.3641433593750003,
"std": 0.07412462833472319
},
"P1_PIT02": {
"mean": 0.22266562499999998,
"std": 0.050024260428937296
},
"P1_TIT01": {
"mean": 35.66191083333333,
"std": 0.587215446293234
},
"P1_TIT02": {
"mean": 36.49771968750001,
"std": 1.2278381103056584
},
"P2_24Vdc": {
"mean": 28.02862885416666,
"std": 0.0034830646209355787
},
"P2_CO_rpm": {
"mean": 54102.28948968744,
"std": 24.102981208861518
},
"P2_HILout": {
"mean": 711.4832500260413,
"std": 9.425702432265151
},
"P2_MSD": {
"mean": 758.4425,
"std": 0.0
},
"P2_SIT01": {
"mean": 783.1080989583335,
"std": 5.823213497430518
},
"P2_SIT02": {
"mean": 783.9254949999996,
"std": 5.841862921294127
},
"P2_VT01": {
"mean": 11.923772838541666,
"std": 0.06900960879865246
},
"P2_VXT02": {
"mean": -3.2993482031250005,
"std": 0.4773366739873613
},
"P2_VXT03": {
"mean": -1.305684166666667,
"std": 0.3573219073509669
},
"P2_VYT02": {
"mean": 3.980818906249999,
"std": 0.5058086972940764
},
"P2_VYT03": {
"mean": 6.233472864583333,
"std": 0.38911584026721935
},
"P3_FIT01": {
"mean": 899.7896354166668,
"std": 1625.0289852427827
},
"P3_LCP01D": {
"mean": 4590.882869270832,
"std": 5143.432130733786
},
"P3_LCV01D": {
"mean": 7122.205779010418,
"std": 6859.721607840774
},
"P3_LIT01": {
"mean": 13352.467730182292,
"std": 4371.257796553593
},
"P3_PIT01": {
"mean": 45.75260416666667,
"std": 484.2709130492731
},
"P4_HT_FD": {
"mean": -0.0005401822916666672,
"std": 0.0045261268484950035
},
"P4_HT_LD": {
"mean": -115.69799739583333,
"std": 35.27327640165136
},
"P4_HT_PO": {
"mean": 34.00084049479167,
"std": 31.541126911615113
},
"P4_LD": {
"mean": 366.1261522135412,
"std": 61.030691338163635
},
"P4_ST_FD": {
"mean": -6.567708333333341e-05,
"std": 0.0040457343761286235
},
"P4_ST_GOV": {
"mean": 17918.88347888019,
"std": 1897.796541489009
},
"P4_ST_LD": {
"mean": 332.09558960937517,
"std": 38.601298687602366
},
"P4_ST_PO": {
"mean": 332.36973,
"std": 35.263965506582586
},
"P4_ST_PT01": {
"mean": 10047.419270833343,
"std": 14.88962852414534
},
"P4_ST_TT01": {
"mean": 27608.260976171874,
"std": 24.748102592251026
}
},
"continuous_error": {
"P1_B2004": {
"mean_abs_err": 0.020272347909024324,
"std_abs_err": 0.017998437082092405
},
"P1_B2016": {
"mean_abs_err": 0.0002506545019003159,
"std_abs_err": 0.0036647482374125018
},
"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": 8.690516011302407,
"std_abs_err": 1.6819692553435743
},
"P1_B4022": {
"mean_abs_err": 0.8204088942641405,
"std_abs_err": 0.5303998331235046
},
"P1_FCV02Z": {
"mean_abs_err": 2.6308729733889535,
"std_abs_err": 1.52770961428687
},
"P1_FCV03D": {
"mean_abs_err": 0.003075325194835443,
"std_abs_err": 0.04157110267364228
},
"P1_FCV03Z": {
"mean_abs_err": 0.1390665760231613,
"std_abs_err": 0.06724541896109582
},
"P1_FT01": {
"mean_abs_err": 0.05023728434463237,
"std_abs_err": 4.672188291762605
},
"P1_FT01Z": {
"mean_abs_err": 2.155000670818481,
"std_abs_err": 9.064248107701772
},
"P1_FT02": {
"mean_abs_err": 3.811539692959059,
"std_abs_err": 1.780520002129606
},
"P1_FT02Z": {
"mean_abs_err": 649.4718330669816,
"std_abs_err": 302.36867191760734
},
"P1_FT03": {
"mean_abs_err": 0.08617652622905325,
"std_abs_err": 0.23144111600220185
},
"P1_FT03Z": {
"mean_abs_err": 778.4892445985217,
"std_abs_err": 27.41983463631962
},
"P1_LCV01D": {
"mean_abs_err": 0.012664187183188957,
"std_abs_err": 0.13065587443149118
},
"P1_LCV01Z": {
"mean_abs_err": 0.7416537428795849,
"std_abs_err": 0.3461490557482092
},
"P1_LIT01": {
"mean_abs_err": 0.10414643383973043,
"std_abs_err": 0.19861906849333977
},
"P1_PCV01D": {
"mean_abs_err": 0.015190480483084912,
"std_abs_err": 0.08246144150968959
},
"P1_PCV01Z": {
"mean_abs_err": 0.10285718752760431,
"std_abs_err": 0.06121539457283376
},
"P1_PCV02Z": {
"mean_abs_err": 0.07670294660492694,
"std_abs_err": 0.09684446546464737
},
"P1_PIT01": {
"mean_abs_err": 0.013337861378391658,
"std_abs_err": 0.01269206896484109
},
"P1_PIT02": {
"mean_abs_err": 0.26449146534151674,
"std_abs_err": 0.4486873776259425
},
"P1_TIT01": {
"mean_abs_err": 0.019297409099884533,
"std_abs_err": 0.0039348191072849925
},
"P1_TIT02": {
"mean_abs_err": 0.027258990836521946,
"std_abs_err": 0.006079384281395317
},
"P2_24Vdc": {
"mean_abs_err": 8.084846101041876e-05,
"std_abs_err": 0.00014059850652866366
},
"P2_CO_rpm": {
"mean_abs_err": 0.42070819523360115,
"std_abs_err": 1.647249434073153
},
"P2_HILout": {
"mean_abs_err": 0.020440755945173805,
"std_abs_err": 0.9709765550089884
},
"P2_MSD": {
"mean_abs_err": 4.750739999999951,
"std_abs_err": 1.0
},
"P2_SIT01": {
"mean_abs_err": 0.7958184551094973,
"std_abs_err": 0.624298136986293
},
"P2_SIT02": {
"mean_abs_err": 0.02175711745337594,
"std_abs_err": 0.6512831644811605
},
"P2_VT01": {
"mean_abs_err": 4.280746846774264e-05,
"std_abs_err": 0.0004959267266504003
},
"P2_VXT02": {
"mean_abs_err": 0.0008302692649957422,
"std_abs_err": 0.006303747716141006
},
"P2_VXT03": {
"mean_abs_err": 0.0012091199980108769,
"std_abs_err": 0.007694528187313254
},
"P2_VYT02": {
"mean_abs_err": 0.0006499437429381416,
"std_abs_err": 0.005898244301288547
},
"P2_VYT03": {
"mean_abs_err": 0.0009322482145517341,
"std_abs_err": 0.009312878296127758
},
"P3_FIT01": {
"mean_abs_err": 251.11054068951637,
"std_abs_err": 154.69571254749212
},
"P3_LCP01D": {
"mean_abs_err": 6.155721030258064,
"std_abs_err": 13.43213301790729
},
"P3_LCV01D": {
"mean_abs_err": 11.670937970823616,
"std_abs_err": 19.793712024952583
},
"P3_LIT01": {
"mean_abs_err": 2.3767625116943236,
"std_abs_err": 17.083159625656663
},
"P3_PIT01": {
"mean_abs_err": 603.6052988566611,
"std_abs_err": 666.6510176579222
},
"P4_HT_FD": {
"mean_abs_err": 0.00043699434631492743,
"std_abs_err": 0.002494108534090903
},
"P4_HT_LD": {
"mean_abs_err": 149.69291447551893,
"std_abs_err": 1.8494828916530537
},
"P4_HT_PO": {
"mean_abs_err": 0.017032700034761206,
"std_abs_err": 0.10025569429363657
},
"P4_LD": {
"mean_abs_err": 0.002601580653106339,
"std_abs_err": 0.41488496872062797
},
"P4_ST_FD": {
"mean_abs_err": 3.65638534501846e-05,
"std_abs_err": 0.0024035581181385945
},
"P4_ST_GOV": {
"mean_abs_err": 5.922217632665706,
"std_abs_err": 45.65332550123571
},
"P4_ST_LD": {
"mean_abs_err": 0.09269243955748152,
"std_abs_err": 0.7481293959848188
},
"P4_ST_PO": {
"mean_abs_err": 0.10075867634122915,
"std_abs_err": 0.8130220041742859
},
"P4_ST_PT01": {
"mean_abs_err": 3.1558859857395873,
"std_abs_err": 2.8951415011737893
},
"P4_ST_TT01": {
"mean_abs_err": 0.7717155076570634,
"std_abs_err": 0.8307807876826985
}
},
"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": 0.04343750000000002,
"P1_B3004": 0.8108,
"P1_B3005": 0.8106,
"P1_B4002": 0.81055,
"P1_B4005": 0.9113,
"P1_B400B": 0.4596875,
"P1_B4022": 0.5730333333333334,
"P1_FCV02Z": 0.6912666666666666,
"P1_FCV03D": 0.48778750000000004,
"P1_FCV03Z": 0.4924416666666667,
"P1_FT01": 0.4750083333333333,
"P1_FT01Z": 0.4726416666666667,
"P1_FT02": 0.4587083333333334,
"P1_FT02Z": 0.8361000000000001,
"P1_FT03": 0.5241,
"P1_FT03Z": 1.0,
"P1_LCV01D": 0.4479875,
"P1_LCV01Z": 0.4260125,
"P1_LIT01": 0.49126250000000005,
"P1_PCV01D": 0.5573083333333333,
"P1_PCV01Z": 0.5560208333333334,
"P1_PCV02Z": 1.0,
"P1_PIT01": 0.15733333333333333,
"P1_PIT02": 0.61435,
"P1_TIT01": 0.09973333333333334,
"P1_TIT02": 0.10090833333333338,
"P2_24Vdc": 0.12050416666666663,
"P2_CO_rpm": 0.09332916666666669,
"P2_HILout": 0.08234999999999998,
"P2_MSD": 1.0,
"P2_SIT01": 0.4626833333333333,
"P2_SIT02": 0.5013166666666666,
"P2_VT01": 0.12326250000000005,
"P2_VXT02": 0.28197916666666667,
"P2_VXT03": 0.43657916666666663,
"P2_VYT02": 0.2505666666666666,
"P2_VYT03": 0.2697583333333333,
"P3_FIT01": 0.18958333333333338,
"P3_LCP01D": 0.01715833333333333,
"P3_LCV01D": 0.08329166666666671,
"P3_LIT01": 0.09349166666666664,
"P3_PIT01": 0.4136708333333333,
"P4_HT_FD": 0.11226666666666663,
"P4_HT_LD": 0.9375,
"P4_HT_PO": 0.08826666666666669,
"P4_LD": 0.031079166666666658,
"P4_ST_FD": 0.03345833333333331,
"P4_ST_GOV": 0.03512083333333338,
"P4_ST_LD": 0.032354166666666684,
"P4_ST_PO": 0.03597499999999998,
"P4_ST_PT01": 0.16995416666666663,
"P4_ST_TT01": 0.08401666666666663
},
"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": 0.011969999999999814,
"q25_diff": 0.010260000000000158,
"q50_diff": 0.005159999999999831,
"q75_diff": 0.014349999999999863,
"q95_diff": 0.029469999999999885
},
"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": 2480.00824,
"q50_diff": 252.20629999999983,
"q75_diff": 9.545890000000327,
"q95_diff": 7.159419999999955
},
"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": 0.007630000000000026,
"q50_diff": 0.06103999999999998,
"q75_diff": 44.33441,
"q95_diff": 0.030520000000009873
},
"P1_FCV03D": {
"q05_diff": 2.891619999999996,
"q25_diff": 0.10130999999999801,
"q50_diff": 8.5484,
"q75_diff": 11.14537,
"q95_diff": 0.5946799999999968
},
"P1_FCV03Z": {
"q05_diff": 3.2806399999999982,
"q25_diff": 0.5874600000000001,
"q50_diff": 8.96454,
"q75_diff": 11.566150000000007,
"q95_diff": 0.5950900000000132
},
"P1_FT01": {
"q05_diff": 7.9056500000000085,
"q25_diff": 8.615820000000014,
"q50_diff": 32.61562999999998,
"q75_diff": 37.574780000000004,
"q95_diff": 3.0517600000000016
},
"P1_FT01Z": {
"q05_diff": 44.013919999999985,
"q25_diff": 17.829899999999952,
"q50_diff": 74.79840000000002,
"q75_diff": 84.80078000000003,
"q95_diff": 6.958009999999945
},
"P1_FT02": {
"q05_diff": 0.3814799999999998,
"q25_diff": 1899.2434799999999,
"q50_diff": 258.05504999999994,
"q75_diff": 13.160759999999982,
"q95_diff": 9.536740000000009
},
"P1_FT02Z": {
"q05_diff": 27.82217,
"q25_diff": 2761.18427,
"q50_diff": 1117.6293999999998,
"q75_diff": 871.0228200000001,
"q95_diff": 865.2337600000001
},
"P1_FT03": {
"q05_diff": 36.13194999999999,
"q25_diff": 1.5291600000000187,
"q50_diff": 51.52633000000003,
"q75_diff": 59.53728000000001,
"q95_diff": 1.9374400000000378
},
"P1_FT03Z": {
"q05_diff": 788.86581,
"q25_diff": 752.66955,
"q50_diff": 703.89301,
"q75_diff": 697.8350800000001,
"q95_diff": 800.17028
},
"P1_LCV01D": {
"q05_diff": 0.10856999999999939,
"q25_diff": 1.20613,
"q50_diff": 4.63339,
"q75_diff": 3.31133,
"q95_diff": 0.619250000000001
},
"P1_LCV01Z": {
"q05_diff": 0.5874600000000001,
"q25_diff": 1.1901799999999998,
"q50_diff": 1.3122600000000002,
"q75_diff": 3.387459999999999,
"q95_diff": 0.7096700000000009
},
"P1_LIT01": {
"q05_diff": 14.301179999999988,
"q25_diff": 0.2044700000000148,
"q50_diff": 6.23626999999999,
"q75_diff": 8.229829999999993,
"q95_diff": 34.29950000000002
},
"P1_PCV01D": {
"q05_diff": 1.0659799999999962,
"q25_diff": 3.7112199999999973,
"q50_diff": 22.24991,
"q75_diff": 44.864110000000004,
"q95_diff": 46.32521
},
"P1_PCV01Z": {
"q05_diff": 0.9636600000000044,
"q25_diff": 3.814699999999995,
"q50_diff": 22.722420000000007,
"q75_diff": 45.46356000000001,
"q95_diff": 45.144450000000006
},
"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": 0.029750000000000165,
"q25_diff": 0.011450000000000182,
"q50_diff": 0.009149999999999991,
"q75_diff": 0.022119999999999918,
"q95_diff": 0.035090000000000066
},
"P1_PIT02": {
"q05_diff": 0.028989999999999988,
"q25_diff": 0.09993999999999997,
"q50_diff": 0.10070999999999997,
"q75_diff": 0.0015300000000000313,
"q95_diff": 0.0022900000000000142
},
"P1_TIT01": {
"q05_diff": 0.045769999999997424,
"q25_diff": 0.07629999999999626,
"q50_diff": 0.0915600000000012,
"q75_diff": 0.24206000000000216,
"q95_diff": 0.09154999999999802
},
"P1_TIT02": {
"q05_diff": 0.01525999999999783,
"q25_diff": 0.030520000000002767,
"q50_diff": 0.09154999999999802,
"q75_diff": 0.30516999999999683,
"q95_diff": 0.4297200000000032
},
"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": 1.0
},
"P2_HILout": {
"q05_diff": 0.5523099999999204,
"q25_diff": 2.020259999999894,
"q50_diff": 0.08911000000000513,
"q75_diff": 1.5326000000000022,
"q95_diff": 1.1968400000000656
},
"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": 1.0,
"q25_diff": 3.0,
"q50_diff": 5.0,
"q75_diff": 6.0,
"q95_diff": 6.0
},
"P2_SIT02": {
"q05_diff": 2.650700000000029,
"q25_diff": 3.569340000000011,
"q50_diff": 5.613770000000045,
"q75_diff": 6.357240000000047,
"q95_diff": 6.842530000000011
},
"P2_VT01": {
"q05_diff": 0.008340000000000458,
"q25_diff": 0.015269999999999229,
"q50_diff": 0.013980000000000103,
"q75_diff": 0.01343999999999923,
"q95_diff": 0.018990000000000506
},
"P2_VXT02": {
"q05_diff": 0.13161000000000023,
"q25_diff": 0.29940999999999995,
"q50_diff": 0.28532,
"q75_diff": 0.2669400000000004,
"q95_diff": 0.45862999999999987
},
"P2_VXT03": {
"q05_diff": 0.09976000000000007,
"q25_diff": 0.26910999999999996,
"q50_diff": 0.2972699999999999,
"q75_diff": 0.3267199999999999,
"q95_diff": 0.60987
},
"P2_VYT02": {
"q05_diff": 0.09552000000000005,
"q25_diff": 0.2620300000000002,
"q50_diff": 0.22682000000000002,
"q75_diff": 0.23567999999999945,
"q95_diff": 0.3888600000000002
},
"P2_VYT03": {
"q05_diff": 0.056390000000000384,
"q25_diff": 0.1858500000000003,
"q50_diff": 0.17562999999999995,
"q75_diff": 0.18247999999999998,
"q95_diff": 0.35470999999999986
},
"P3_FIT01": {
"q05_diff": 1.0,
"q25_diff": 0.0,
"q50_diff": 72.0,
"q75_diff": 2010.0,
"q95_diff": 63.0
},
"P3_LCP01D": {
"q05_diff": 0.0,
"q25_diff": 16.0,
"q50_diff": 88.22606999999994,
"q75_diff": 131.70507999999973,
"q95_diff": 10.988279999999577
},
"P3_LCV01D": {
"q05_diff": 0.0,
"q25_diff": 256.0,
"q50_diff": 3227.02344,
"q75_diff": 192.0,
"q95_diff": 31.28319999999985
},
"P3_LIT01": {
"q05_diff": 1131.2470700000003,
"q25_diff": 28.58984000000055,
"q50_diff": 649.9677699999993,
"q75_diff": 1146.6367199999986,
"q95_diff": 1.662110000001121
},
"P3_PIT01": {
"q05_diff": 4.0,
"q25_diff": 5.0,
"q50_diff": 0.0,
"q75_diff": 928.0,
"q95_diff": 3524.0
},
"P4_HT_FD": {
"q05_diff": 0.0,
"q25_diff": 0.0,
"q50_diff": 0.0,
"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": 14.723600000000005,
"q75_diff": 0.8129899999999992,
"q95_diff": 0.08902000000000498
},
"P4_LD": {
"q05_diff": 0.5058300000000031,
"q25_diff": 3.0157100000000128,
"q50_diff": 3.449520000000007,
"q75_diff": 0.16302000000001726,
"q95_diff": 4.291780000000017
},
"P4_ST_FD": {
"q05_diff": 4.99999999999997e-05,
"q25_diff": 0.00013999999999999993,
"q50_diff": 0.0,
"q75_diff": 0.0,
"q95_diff": 0.00014999999999999996
},
"P4_ST_GOV": {
"q05_diff": 125.97559000000001,
"q25_diff": 38.71679999999833,
"q50_diff": 30.52147999999943,
"q75_diff": 105.58594000000085,
"q95_diff": 402.84179999999833
},
"P4_ST_LD": {
"q05_diff": 0.5073900000000435,
"q25_diff": 0.40126999999995405,
"q50_diff": 0.4448600000000056,
"q75_diff": 2.0440699999999765,
"q95_diff": 7.88191999999998
},
"P4_ST_PO": {
"q05_diff": 2.2981300000000147,
"q25_diff": 0.7247299999999655,
"q50_diff": 0.6087400000000116,
"q75_diff": 2.2022400000000175,
"q95_diff": 7.818750000000023
},
"P4_ST_PT01": {
"q05_diff": 4.0,
"q25_diff": 20.0,
"q50_diff": 0.0,
"q75_diff": 0.0,
"q95_diff": 30.0
},
"P4_ST_TT01": {
"q05_diff": 6.0,
"q25_diff": 7.0,
"q50_diff": 1.7675799999997253,
"q75_diff": 0.0,
"q95_diff": 0.0
}
},
"continuous_lag1_diff": {
"P1_B2004": 1.0189476811306442e-05,
"P1_B2016": 0.09372153962205165,
"P1_B3004": 1.018740504876714e-05,
"P1_B3005": 0.9999898125942444,
"P1_B4002": 0.9999898146591784,
"P1_B4005": 0.9999997508214005,
"P1_B400B": 0.4439571613343968,
"P1_B4022": 0.03037469907643997,
"P1_FCV02Z": 0.05990495226799131,
"P1_FCV03D": 0.27813943305114686,
"P1_FCV03Z": 0.1319412848524787,
"P1_FT01": 0.6609997822834346,
"P1_FT01Z": 0.3575180502180102,
"P1_FT02": 0.6690460556684432,
"P1_FT02Z": 0.6691010342783548,
"P1_FT03": 0.3022907751961552,
"P1_FT03Z": 0.30215371815154835,
"P1_LCV01D": 0.2945091789081814,
"P1_LCV01Z": 0.2660150572155058,
"P1_LIT01": 0.14869229177703291,
"P1_PCV01D": 0.23625611920865597,
"P1_PCV01Z": 0.10360200752869408,
"P1_PCV02Z": 0.5669400491575541,
"P1_PIT01": 0.2884406396378245,
"P1_PIT02": 0.16563474008732848,
"P1_TIT01": 0.043653145904043456,
"P1_TIT02": 0.08140759059784364,
"P2_24Vdc": 0.0222998336628301,
"P2_CO_rpm": 0.41590072608765727,
"P2_HILout": 0.21970749804238027,
"P2_MSD": 0.0,
"P2_SIT01": 0.49280073603354146,
"P2_SIT02": 0.5608912244785349,
"P2_VT01": 0.14955850806894322,
"P2_VXT02": 0.1622295159815592,
"P2_VXT03": 0.19162944594539777,
"P2_VYT02": 0.15176778852528572,
"P2_VYT03": 0.1718451687373067,
"P3_FIT01": 0.16161011867720687,
"P3_LCP01D": 0.14050969105480315,
"P3_LCV01D": 0.347878557710531,
"P3_LIT01": 0.07579325279870874,
"P3_PIT01": 0.7237460833164835,
"P4_HT_FD": 0.05083342513502456,
"P4_HT_LD": 0.15670838558697175,
"P4_HT_PO": 0.46097106172696245,
"P4_LD": 0.06981743984686695,
"P4_ST_FD": 0.2809423474777602,
"P4_ST_GOV": 0.11942940208112951,
"P4_ST_LD": 0.15564231905790638,
"P4_ST_PO": 0.1019794048923851,
"P4_ST_PT01": 0.8083994035521874,
"P4_ST_TT01": 0.05517927948168333
},
"discrete_jsd": {
"P1_FCV01D": 0.09833180131798225,
"P1_FCV01Z": 0.5505791762707029,
"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": 0.40165841194968555,
"avg_jsd": 0.028006235870934912,
"avg_lag1_diff": 0.29136546564037447
}

View File

@@ -0,0 +1,971 @@
{
"rows": 384,
"continuous_summary": {
"P1_B2004": {
"mean": 0.09355486979166669,
"std": 0.01799194293084728
},
"P1_B2016": {
"mean": 1.3915169791666673,
"std": 0.13943831071397558
},
"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": 1769.7853541666657,
"std": 1195.0342421744162
},
"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": 194.7738916406249,
"std": 32.02017013040693
},
"P1_FT01Z": {
"mean": 876.8946808333341,
"std": 84.82995107102002
},
"P1_FT02": {
"mean": 1129.006613541667,
"std": 890.9766838535422
},
"P1_FT02Z": {
"mean": 1843.7261292187509,
"std": 1190.4241853713818
},
"P1_FT03": {
"mean": 282.55279374999986,
"std": 33.70565422729771
},
"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": 404.01072572916655,
"std": 15.830517116867311
},
"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": 1.3641433593750003,
"std": 0.07412462833472319
},
"P1_PIT02": {
"mean": 0.22266562499999998,
"std": 0.050024260428937296
},
"P1_TIT01": {
"mean": 35.66191083333333,
"std": 0.587215446293234
},
"P1_TIT02": {
"mean": 36.49771968750001,
"std": 1.2278381103056584
},
"P2_24Vdc": {
"mean": 28.02860809895833,
"std": 0.0032970984602375326
},
"P2_CO_rpm": {
"mean": 54102.28948968744,
"std": 24.102981208861518
},
"P2_HILout": {
"mean": 711.4986896354167,
"std": 7.856828438379631
},
"P2_MSD": {
"mean": 763.19324,
"std": 0.0
},
"P2_SIT01": {
"mean": 783.1080989583335,
"std": 5.823213497430518
},
"P2_SIT02": {
"mean": 783.9254949999996,
"std": 5.841862921294127
},
"P2_VT01": {
"mean": 11.923772838541666,
"std": 0.06900960879865246
},
"P2_VXT02": {
"mean": -3.2993482031250005,
"std": 0.4773366739873613
},
"P2_VXT03": {
"mean": -1.305684166666667,
"std": 0.3573219073509669
},
"P2_VYT02": {
"mean": 3.980818906249999,
"std": 0.5058086972940764
},
"P2_VYT03": {
"mean": 6.233472864583333,
"std": 0.38911584026721935
},
"P3_FIT01": {
"mean": 899.7896354166668,
"std": 1625.0289852427827
},
"P3_LCP01D": {
"mean": 4590.882869270832,
"std": 5143.432130733786
},
"P3_LCV01D": {
"mean": 7122.205779010418,
"std": 6859.721607840774
},
"P3_LIT01": {
"mean": 13352.467730182292,
"std": 4371.257796553593
},
"P3_PIT01": {
"mean": 45.75260416666667,
"std": 484.2709130492731
},
"P4_HT_FD": {
"mean": -0.0005401822916666672,
"std": 0.0045261268484950035
},
"P4_HT_LD": {
"mean": 34.231568880208286,
"std": 33.60361854009684
},
"P4_HT_PO": {
"mean": 35.25451283854166,
"std": 31.650898099038645
},
"P4_LD": {
"mean": 366.1261522135412,
"std": 61.030691338163635
},
"P4_ST_FD": {
"mean": -6.567708333333341e-05,
"std": 0.0040457343761286235
},
"P4_ST_GOV": {
"mean": 17918.88347888019,
"std": 1897.796541489009
},
"P4_ST_LD": {
"mean": 332.09558960937517,
"std": 38.601298687602366
},
"P4_ST_PO": {
"mean": 332.36973,
"std": 35.263965506582586
},
"P4_ST_PT01": {
"mean": 10047.419270833343,
"std": 14.88962852414534
},
"P4_ST_TT01": {
"mean": 27608.260976171874,
"std": 24.748102592251026
}
},
"continuous_error": {
"P1_B2004": {
"mean_abs_err": 1.2782299308983225e-05,
"std_abs_err": 6.494151245123314e-06
},
"P1_B2016": {
"mean_abs_err": 0.0002506545019003159,
"std_abs_err": 0.0036647482374125018
},
"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": 8.690516011302407,
"std_abs_err": 1.6819692553435743
},
"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": 0.05023728434463237,
"std_abs_err": 4.672188291762605
},
"P1_FT01Z": {
"mean_abs_err": 2.155000670818481,
"std_abs_err": 9.064248107701772
},
"P1_FT02": {
"mean_abs_err": 3.811539692959059,
"std_abs_err": 1.780520002129606
},
"P1_FT02Z": {
"mean_abs_err": 65.24768261010217,
"std_abs_err": 2.9211703997677887
},
"P1_FT03": {
"mean_abs_err": 0.08617652622905325,
"std_abs_err": 0.23144111600220185
},
"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": 0.10414643383973043,
"std_abs_err": 0.19861906849333977
},
"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": 0.013337861378391658,
"std_abs_err": 0.01269206896484109
},
"P1_PIT02": {
"mean_abs_err": 0.26449146534151674,
"std_abs_err": 0.4486873776259425
},
"P1_TIT01": {
"mean_abs_err": 0.019297409099884533,
"std_abs_err": 0.0039348191072849925
},
"P1_TIT02": {
"mean_abs_err": 0.027258990836521946,
"std_abs_err": 0.006079384281395317
},
"P2_24Vdc": {
"mean_abs_err": 0.00010160366933931186,
"std_abs_err": 4.536765416938244e-05
},
"P2_CO_rpm": {
"mean_abs_err": 0.42070819523360115,
"std_abs_err": 1.647249434073153
},
"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": 0.7958184551094973,
"std_abs_err": 0.624298136986293
},
"P2_SIT02": {
"mean_abs_err": 0.02175711745337594,
"std_abs_err": 0.6512831644811605
},
"P2_VT01": {
"mean_abs_err": 4.280746846774264e-05,
"std_abs_err": 0.0004959267266504003
},
"P2_VXT02": {
"mean_abs_err": 0.0008302692649957422,
"std_abs_err": 0.006303747716141006
},
"P2_VXT03": {
"mean_abs_err": 0.0012091199980108769,
"std_abs_err": 0.007694528187313254
},
"P2_VYT02": {
"mean_abs_err": 0.0006499437429381416,
"std_abs_err": 0.005898244301288547
},
"P2_VYT03": {
"mean_abs_err": 0.0009322482145517341,
"std_abs_err": 0.009312878296127758
},
"P3_FIT01": {
"mean_abs_err": 251.11054068951637,
"std_abs_err": 154.69571254749212
},
"P3_LCP01D": {
"mean_abs_err": 6.155721030258064,
"std_abs_err": 13.43213301790729
},
"P3_LCV01D": {
"mean_abs_err": 11.670937970823616,
"std_abs_err": 19.793712024952583
},
"P3_LIT01": {
"mean_abs_err": 2.3767625116943236,
"std_abs_err": 17.083159625656663
},
"P3_PIT01": {
"mean_abs_err": 603.6052988566611,
"std_abs_err": 666.6510176579222
},
"P4_HT_FD": {
"mean_abs_err": 0.00043699434631492743,
"std_abs_err": 0.002494108534090903
},
"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": 0.002601580653106339,
"std_abs_err": 0.41488496872062797
},
"P4_ST_FD": {
"mean_abs_err": 3.65638534501846e-05,
"std_abs_err": 0.0024035581181385945
},
"P4_ST_GOV": {
"mean_abs_err": 5.922217632665706,
"std_abs_err": 45.65332550123571
},
"P4_ST_LD": {
"mean_abs_err": 0.09269243955748152,
"std_abs_err": 0.7481293959848188
},
"P4_ST_PO": {
"mean_abs_err": 0.10075867634122915,
"std_abs_err": 0.8130220041742859
},
"P4_ST_PT01": {
"mean_abs_err": 3.1558859857395873,
"std_abs_err": 2.8951415011737893
},
"P4_ST_TT01": {
"mean_abs_err": 0.7717155076570634,
"std_abs_err": 0.8307807876826985
}
},
"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": 0.04343750000000002,
"P1_B3004": 0.671875,
"P1_B3005": 0.5293,
"P1_B4002": 0.7923208333333334,
"P1_B4005": 0.3062625,
"P1_B400B": 0.4596875,
"P1_B4022": 0.5756333333333334,
"P1_FCV02Z": 0.7746,
"P1_FCV03D": 0.45162500000000005,
"P1_FCV03Z": 0.40985833333333327,
"P1_FT01": 0.4750083333333333,
"P1_FT01Z": 0.4726416666666667,
"P1_FT02": 0.4587083333333334,
"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": 0.15733333333333333,
"P1_PIT02": 0.61435,
"P1_TIT01": 0.09973333333333334,
"P1_TIT02": 0.10090833333333338,
"P2_24Vdc": 0.13548333333333334,
"P2_CO_rpm": 0.09332916666666669,
"P2_HILout": 0.08242499999999997,
"P2_MSD": 0.0,
"P2_SIT01": 0.4626833333333333,
"P2_SIT02": 0.5013166666666666,
"P2_VT01": 0.12326250000000005,
"P2_VXT02": 0.28197916666666667,
"P2_VXT03": 0.43657916666666663,
"P2_VYT02": 0.2505666666666666,
"P2_VYT03": 0.2697583333333333,
"P3_FIT01": 0.18958333333333338,
"P3_LCP01D": 0.01715833333333333,
"P3_LCV01D": 0.08329166666666671,
"P3_LIT01": 0.09349166666666664,
"P3_PIT01": 0.4136708333333333,
"P4_HT_FD": 0.11226666666666663,
"P4_HT_LD": 0.06742500000000001,
"P4_HT_PO": 0.05970416666666667,
"P4_LD": 0.031079166666666658,
"P4_ST_FD": 0.03345833333333331,
"P4_ST_GOV": 0.03512083333333338,
"P4_ST_LD": 0.032354166666666684,
"P4_ST_PO": 0.03597499999999998,
"P4_ST_PT01": 0.16995416666666663,
"P4_ST_TT01": 0.08401666666666663
},
"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": 0.011969999999999814,
"q25_diff": 0.010260000000000158,
"q50_diff": 0.005159999999999831,
"q75_diff": 0.014349999999999863,
"q95_diff": 0.029469999999999885
},
"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": 2480.00824,
"q50_diff": 252.20629999999983,
"q75_diff": 9.545890000000327,
"q95_diff": 7.159419999999955
},
"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": 7.9056500000000085,
"q25_diff": 8.615820000000014,
"q50_diff": 32.61562999999998,
"q75_diff": 37.574780000000004,
"q95_diff": 3.0517600000000016
},
"P1_FT01Z": {
"q05_diff": 44.013919999999985,
"q25_diff": 17.829899999999952,
"q50_diff": 74.79840000000002,
"q75_diff": 84.80078000000003,
"q95_diff": 6.958009999999945
},
"P1_FT02": {
"q05_diff": 0.3814799999999998,
"q25_diff": 1899.2434799999999,
"q50_diff": 258.05504999999994,
"q75_diff": 13.160759999999982,
"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": 36.13194999999999,
"q25_diff": 1.5291600000000187,
"q50_diff": 51.52633000000003,
"q75_diff": 59.53728000000001,
"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": 14.301179999999988,
"q25_diff": 0.2044700000000148,
"q50_diff": 6.23626999999999,
"q75_diff": 8.229829999999993,
"q95_diff": 34.29950000000002
},
"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": 0.029750000000000165,
"q25_diff": 0.011450000000000182,
"q50_diff": 0.009149999999999991,
"q75_diff": 0.022119999999999918,
"q95_diff": 0.035090000000000066
},
"P1_PIT02": {
"q05_diff": 0.028989999999999988,
"q25_diff": 0.09993999999999997,
"q50_diff": 0.10070999999999997,
"q75_diff": 0.0015300000000000313,
"q95_diff": 0.0022900000000000142
},
"P1_TIT01": {
"q05_diff": 0.045769999999997424,
"q25_diff": 0.07629999999999626,
"q50_diff": 0.0915600000000012,
"q75_diff": 0.24206000000000216,
"q95_diff": 0.09154999999999802
},
"P1_TIT02": {
"q05_diff": 0.01525999999999783,
"q25_diff": 0.030520000000002767,
"q50_diff": 0.09154999999999802,
"q75_diff": 0.30516999999999683,
"q95_diff": 0.4297200000000032
},
"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": 1.0
},
"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": 1.0,
"q25_diff": 3.0,
"q50_diff": 5.0,
"q75_diff": 6.0,
"q95_diff": 6.0
},
"P2_SIT02": {
"q05_diff": 2.650700000000029,
"q25_diff": 3.569340000000011,
"q50_diff": 5.613770000000045,
"q75_diff": 6.357240000000047,
"q95_diff": 6.842530000000011
},
"P2_VT01": {
"q05_diff": 0.008340000000000458,
"q25_diff": 0.015269999999999229,
"q50_diff": 0.013980000000000103,
"q75_diff": 0.01343999999999923,
"q95_diff": 0.018990000000000506
},
"P2_VXT02": {
"q05_diff": 0.13161000000000023,
"q25_diff": 0.29940999999999995,
"q50_diff": 0.28532,
"q75_diff": 0.2669400000000004,
"q95_diff": 0.45862999999999987
},
"P2_VXT03": {
"q05_diff": 0.09976000000000007,
"q25_diff": 0.26910999999999996,
"q50_diff": 0.2972699999999999,
"q75_diff": 0.3267199999999999,
"q95_diff": 0.60987
},
"P2_VYT02": {
"q05_diff": 0.09552000000000005,
"q25_diff": 0.2620300000000002,
"q50_diff": 0.22682000000000002,
"q75_diff": 0.23567999999999945,
"q95_diff": 0.3888600000000002
},
"P2_VYT03": {
"q05_diff": 0.056390000000000384,
"q25_diff": 0.1858500000000003,
"q50_diff": 0.17562999999999995,
"q75_diff": 0.18247999999999998,
"q95_diff": 0.35470999999999986
},
"P3_FIT01": {
"q05_diff": 1.0,
"q25_diff": 0.0,
"q50_diff": 72.0,
"q75_diff": 2010.0,
"q95_diff": 63.0
},
"P3_LCP01D": {
"q05_diff": 0.0,
"q25_diff": 16.0,
"q50_diff": 88.22606999999994,
"q75_diff": 131.70507999999973,
"q95_diff": 10.988279999999577
},
"P3_LCV01D": {
"q05_diff": 0.0,
"q25_diff": 256.0,
"q50_diff": 3227.02344,
"q75_diff": 192.0,
"q95_diff": 31.28319999999985
},
"P3_LIT01": {
"q05_diff": 1131.2470700000003,
"q25_diff": 28.58984000000055,
"q50_diff": 649.9677699999993,
"q75_diff": 1146.6367199999986,
"q95_diff": 1.662110000001121
},
"P3_PIT01": {
"q05_diff": 4.0,
"q25_diff": 5.0,
"q50_diff": 0.0,
"q75_diff": 928.0,
"q95_diff": 3524.0
},
"P4_HT_FD": {
"q05_diff": 0.0,
"q25_diff": 0.0,
"q50_diff": 0.0,
"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": 0.5058300000000031,
"q25_diff": 3.0157100000000128,
"q50_diff": 3.449520000000007,
"q75_diff": 0.16302000000001726,
"q95_diff": 4.291780000000017
},
"P4_ST_FD": {
"q05_diff": 4.99999999999997e-05,
"q25_diff": 0.00013999999999999993,
"q50_diff": 0.0,
"q75_diff": 0.0,
"q95_diff": 0.00014999999999999996
},
"P4_ST_GOV": {
"q05_diff": 125.97559000000001,
"q25_diff": 38.71679999999833,
"q50_diff": 30.52147999999943,
"q75_diff": 105.58594000000085,
"q95_diff": 402.84179999999833
},
"P4_ST_LD": {
"q05_diff": 0.5073900000000435,
"q25_diff": 0.40126999999995405,
"q50_diff": 0.4448600000000056,
"q75_diff": 2.0440699999999765,
"q95_diff": 7.88191999999998
},
"P4_ST_PO": {
"q05_diff": 2.2981300000000147,
"q25_diff": 0.7247299999999655,
"q50_diff": 0.6087400000000116,
"q75_diff": 2.2022400000000175,
"q95_diff": 7.818750000000023
},
"P4_ST_PT01": {
"q05_diff": 4.0,
"q25_diff": 20.0,
"q50_diff": 0.0,
"q75_diff": 0.0,
"q95_diff": 30.0
},
"P4_ST_TT01": {
"q05_diff": 6.0,
"q25_diff": 7.0,
"q50_diff": 1.7675799999997253,
"q75_diff": 0.0,
"q95_diff": 0.0
}
},
"continuous_lag1_diff": {
"P1_B2004": 1.0624831607922858,
"P1_B2016": 0.09372153962205165,
"P1_B3004": 0.9420514424699565,
"P1_B3005": 0.9755864990985265,
"P1_B4002": 0.9939428775878422,
"P1_B4005": 1.0901635813805555,
"P1_B400B": 0.4439571613343968,
"P1_B4022": 1.0728287547128275,
"P1_FCV02Z": 1.0856923346443097,
"P1_FCV03D": 1.0287616800381814,
"P1_FCV03Z": 1.01920928123416,
"P1_FT01": 0.6609997822834346,
"P1_FT01Z": 0.3575180502180102,
"P1_FT02": 0.6690460556684432,
"P1_FT02Z": 1.0572315062387077,
"P1_FT03": 0.3022907751961552,
"P1_FT03Z": 0.9861265787637634,
"P1_LCV01D": 0.9922897795117445,
"P1_LCV01Z": 0.9035160861736835,
"P1_LIT01": 0.14869229177703291,
"P1_PCV01D": 0.9847169107083952,
"P1_PCV01Z": 1.1483081333334428,
"P1_PCV02Z": 0.5764046458797007,
"P1_PIT01": 0.2884406396378245,
"P1_PIT02": 0.16563474008732848,
"P1_TIT01": 0.043653145904043456,
"P1_TIT02": 0.08140759059784364,
"P2_24Vdc": 0.039965792976989475,
"P2_CO_rpm": 0.41590072608765727,
"P2_HILout": 0.24706059027478758,
"P2_MSD": 0.0,
"P2_SIT01": 0.49280073603354146,
"P2_SIT02": 0.5608912244785349,
"P2_VT01": 0.14955850806894322,
"P2_VXT02": 0.1622295159815592,
"P2_VXT03": 0.19162944594539777,
"P2_VYT02": 0.15176778852528572,
"P2_VYT03": 0.1718451687373067,
"P3_FIT01": 0.16161011867720687,
"P3_LCP01D": 0.14050969105480315,
"P3_LCV01D": 0.347878557710531,
"P3_LIT01": 0.07579325279870874,
"P3_PIT01": 0.7237460833164835,
"P4_HT_FD": 0.05083342513502456,
"P4_HT_LD": 1.052071148480924,
"P4_HT_PO": 1.0918064404320895,
"P4_LD": 0.06981743984686695,
"P4_ST_FD": 0.2809423474777602,
"P4_ST_GOV": 0.11942940208112951,
"P4_ST_LD": 0.15564231905790638,
"P4_ST_PO": 0.1019794048923851,
"P4_ST_PT01": 0.8083994035521874,
"P4_ST_TT01": 0.05517927948168333
},
"discrete_jsd": {
"P1_FCV01D": 0.09833180131798225,
"P1_FCV01Z": 0.5505791762707029,
"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
}
}