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Update experiment metrics and diagnostics

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This commit is contained in:
mzYang
2026-03-27 20:30:52 +08:00
parent 633e9fd18c
commit 17f69f963f
13 changed files with 1437 additions and 763 deletions
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80
example/results/actuator_stats.json
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@@ -3,31 +3,59 @@
"P1_PCV02Z", "P1_PCV02Z",
"P1_PCV01Z", "P1_PCV01Z",
"P1_PCV01D", "P1_PCV01D",
"P1_FCV02Z" "P1_FCV02Z",
"P1_FCV03D",
"P1_FCV03Z",
"P1_LCV01D",
"P1_LCV01Z"
], ],
"generated": { "generated": {
"P1_PCV02Z": { "P1_PCV02Z": {
"unique_ratio": 0.0026041666666666665, "unique_ratio": 0.015625,
"top1_mass": 1.0, "top1_mass": 0.40625,
"top3_mass": 1.0, "top3_mass": 0.7760416666666666,
"median_dwell": 384 "median_dwell": 1
}, },
"P1_PCV01Z": { "P1_PCV01Z": {
"unique_ratio": 0.9921875, "unique_ratio": 0.8776041666666666,
"top1_mass": 0.005208333333333333, "top1_mass": 0.0078125,
"top3_mass": 0.015625, "top3_mass": 0.0234375,
"median_dwell": 1 "median_dwell": 1
}, },
"P1_PCV01D": { "P1_PCV01D": {
"unique_ratio": 0.9192708333333334, "unique_ratio": 0.9166666666666666,
"top1_mass": 0.08333333333333333, "top1_mass": 0.059895833333333336,
"top3_mass": 0.08854166666666667, "top3_mass": 0.0703125,
"median_dwell": 1 "median_dwell": 1
}, },
"P1_FCV02Z": { "P1_FCV02Z": {
"unique_ratio": 0.0390625, "unique_ratio": 0.22135416666666666,
"top1_mass": 0.2734375, "top1_mass": 0.18229166666666666,
"top3_mass": 0.6302083333333334, "top3_mass": 0.3697916666666667,
"median_dwell": 1
},
"P1_FCV03D": {
"unique_ratio": 0.8463541666666666,
"top1_mass": 0.010416666666666666,
"top3_mass": 0.026041666666666668,
"median_dwell": 1
},
"P1_FCV03Z": {
"unique_ratio": 0.4817708333333333,
"top1_mass": 0.033854166666666664,
"top3_mass": 0.0859375,
"median_dwell": 1
},
"P1_LCV01D": {
"unique_ratio": 0.7864583333333334,
"top1_mass": 0.010416666666666666,
"top3_mass": 0.026041666666666668,
"median_dwell": 1
},
"P1_LCV01Z": {
"unique_ratio": 0.3515625,
"top1_mass": 0.036458333333333336,
"top3_mass": 0.09635416666666667,
"median_dwell": 1 "median_dwell": 1
} }
}, },
@@ -55,6 +83,30 @@
"top1_mass": 0.20116333333333333, "top1_mass": 0.20116333333333333,
"top3_mass": 0.3798166666666667, "top3_mass": 0.3798166666666667,
"median_dwell": 1 "median_dwell": 1
},
"P1_FCV03D": {
"unique_ratio": 0.004176666666666667,
"top1_mass": 0.002715,
"top3_mass": 0.008043333333333333,
"median_dwell": 1
},
"P1_FCV03Z": {
"unique_ratio": 0.0038233333333333335,
"top1_mass": 0.024618333333333332,
"top3_mass": 0.06685833333333334,
"median_dwell": 1
},
"P1_LCV01D": {
"unique_ratio": 0.0030316666666666665,
"top1_mass": 0.002788333333333333,
"top3_mass": 0.008311666666666667,
"median_dwell": 1
},
"P1_LCV01Z": {
"unique_ratio": 0.00259,
"top1_mass": 0.046893333333333335,
"top3_mass": 0.10350666666666666,
"median_dwell": 1
} }
} }
} }

18
example/results/aux_stats.json
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@@ -6,19 +6,19 @@
], ],
"generated": { "generated": {
"P4_HT_PO": { "P4_HT_PO": {
"mean": 34.007373333333334, "mean": 35.254512838541665,
"std": 31.53617529667349, "std": 31.650898099038642,
"lag1": 0.8885068573736707 "lag1": -0.09278048047505456
}, },
"P2_24Vdc": { "P2_24Vdc": {
"mean": 28.0286221875, "mean": 28.028608098958333,
"std": 0.0035396512501352177, "std": 0.003297098460237339,
"lag1": 0.022723347486219632 "lag1": 0.0664377131843415
}, },
"P2_HILout": { "P2_HILout": {
"mean": 711.4832105729166, "mean": 711.4986896354167,
"std": 9.433859430058579, "std": 7.856828438379634,
"lag1": 0.03579972306356291 "lag1": -0.013758425761850818
} }
}, },
"reference": { "reference": {

12
example/results/config_used.json
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@@ -1,10 +1,10 @@
{ {
"data_path": "/root/autodl-tmp/mask-ddpm/dataset/hai/hai-21.03/train1.csv.gz", "data_path": "/root/autodl-tmp/dataset/hai/hai-21.03/train1.csv.gz",
"data_glob": "/root/autodl-tmp/mask-ddpm/mask-ddpm/example/../../dataset/hai/hai-21.03/train*.csv.gz", "data_glob": "/root/autodl-tmp/mask-ddpm/example/../../dataset/hai/hai-21.03/train*.csv.gz",
"split_path": "/root/autodl-tmp/mask-ddpm/mask-ddpm/example/feature_split.json", "split_path": "/root/autodl-tmp/mask-ddpm/example/feature_split.json",
"stats_path": "/root/autodl-tmp/mask-ddpm/mask-ddpm/example/results/cont_stats.json", "stats_path": "/root/autodl-tmp/mask-ddpm/example/results/cont_stats.json",
"vocab_path": "/root/autodl-tmp/mask-ddpm/mask-ddpm/example/results/disc_vocab.json", "vocab_path": "/root/autodl-tmp/mask-ddpm/example/results/disc_vocab.json",
"out_dir": "/root/autodl-tmp/mask-ddpm/mask-ddpm/example/results", "out_dir": "/root/autodl-tmp/mask-ddpm/example/results",
"device": "cuda", "device": "cuda",
"timesteps": 600, "timesteps": 600,
"batch_size": 12, "batch_size": 12,

6
example/results/controller_stats.json
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@@ -4,9 +4,9 @@
], ],
"generated": { "generated": {
"P1_B4005": { "P1_B4005": {
"saturation_ratio": 0.6041666666666666, "saturation_ratio": 0.6822916666666666,
"change_rate": 0.6814621409921671, "change_rate": 0.7702349869451697,
"step_median": 29.92255 "step_median": 68.81372999999999
} }
}, },
"reference": { "reference": {

869
example/results/eval.json
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example/results/eval_post.json
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2
example/results/filtered_metrics.json
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@@ -1,5 +1,5 @@
{ {
"filtered_avg_ks": 0.3386173878205128, "filtered_avg_ks": 0.3190653044871795,
"kept_features": [ "kept_features": [
"P1_B2004", "P1_B2004",
"P1_B2016", "P1_B2016",

100
example/results/ks_per_feature.csv
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@@ -1,54 +1,54 @@
feature,ks,gen_frac_at_min,gen_frac_at_max,real_n,gen_n,real_min,real_max feature,ks,gen_frac_at_min,gen_frac_at_max,real_n,gen_n,real_min,real_max
P2_MSD,1.0,1.0,1.0,600000,384,763.19324,763.19324 P2_MSD,1.0,1.0,1.0,600000,384,763.19324,763.19324
P1_PIT02,0.8005475000000001,0.1953125,0.0026041666666666665,600000,384,0.17029,2.34695 P1_PIT02,0.5733533333333334,0.005208333333333333,0.0,600000,384,0.17029,2.34695
P4_ST_PT01,0.4924841666666666,0.0,0.0026041666666666665,600000,384,9916.0,10330.0 P3_PIT01,0.533095,0.013020833333333334,0.0,600000,384,-24.0,3871.0
P3_LCV01D,0.45815083333333334,0.4609375,0.0026041666666666665,600000,384,-288.0,18416.0 P4_ST_PT01,0.5087166666666666,0.0,0.0,600000,384,9916.0,10330.0
P1_B4005,0.42708333333333337,0.1796875,0.4296875,600000,384,0.0,100.0 P1_PCV02Z,0.48497500000000004,0.3411458333333333,0.0,600000,384,11.76605,12.04071
P1_PCV02Z,0.41346249999999996,0.0,0.0,600000,384,11.76605,12.04071 P1_B4005,0.41666666666666663,0.5182291666666666,0.421875,600000,384,0.0,100.0
P4_ST_TT01,0.40832333333333337,0.0026041666666666665,0.0,600000,384,27530.0,27629.0 P4_ST_TT01,0.3953025,0.0026041666666666665,0.0,600000,384,27530.0,27629.0
P1_B4002,0.3742658333333333,0.03125,0.03125,600000,384,31.41343,33.6555 P1_B4002,0.37515916666666665,0.3984375,0.0,600000,384,31.41343,33.6555
P4_HT_LD,0.33388666666666666,0.3463541666666667,0.0,600000,384,-0.00723,83.10184 P3_FIT01,0.37015583333333335,0.0234375,0.0,600000,384,-27.0,5421.0
P4_HT_FD,0.2657733333333333,0.0,0.0,600000,384,-0.02496,0.0293 P4_HT_LD,0.34580083333333334,0.6796875,0.0026041666666666665,600000,384,-0.00723,83.10184
P3_PIT01,0.251845,0.0026041666666666665,0.0026041666666666665,600000,384,-24.0,3871.0 P4_HT_FD,0.23909333333333332,0.0,0.0,600000,384,-0.02496,0.0293
P1_B2004,0.1847441666666667,0.0026041666666666665,0.015625,600000,384,0.02978,0.10196 P1_B3005,0.17637333333333333,0.0026041666666666665,0.0,600000,384,894.71869,1121.94116
P1_B3005,0.18418583333333333,0.013020833333333334,0.010416666666666666,600000,384,894.71869,1121.94116 P1_FCV02Z,0.17116666666666666,0.010416666666666666,0.0,600000,384,-1.89819,97.38312
P1_TIT01,0.16439749999999997,0.0026041666666666665,0.0026041666666666665,600000,384,34.68933,36.94763 P3_LCV01D,0.16585666666666665,0.033854166666666664,0.0026041666666666665,600000,384,-288.0,18416.0
P1_B2004,0.16277583333333334,0.026041666666666668,0.0078125,600000,384,0.02978,0.10196
P3_LCP01D,0.16091416666666666,0.0026041666666666665,0.0026041666666666665,600000,384,-8.0,13816.0 P3_LCP01D,0.16091416666666666,0.0026041666666666665,0.0026041666666666665,600000,384,-8.0,13816.0
P1_FCV02Z,0.15279416666666668,0.0,0.005208333333333333,600000,384,-1.89819,97.38312 P1_B3004,0.15369333333333335,0.041666666666666664,0.0,600000,384,369.75601,447.63004
P1_FT02Z,0.14047833333333334,0.0078125,0.0026041666666666665,600000,384,25.02598,2857.54565 P4_HT_PO,0.14073916666666664,0.16145833333333334,0.0,600000,384,0.05423,85.17798
P2_SIT01,0.13867416666666665,0.0,0.0,600000,384,752.0,826.0 P2_SIT01,0.1309191666666667,0.0,0.0,600000,384,752.0,826.0
P1_B3004,0.13400166666666669,0.010416666666666666,0.010416666666666666,600000,384,369.75601,447.63004 P1_TIT01,0.12383250000000001,0.0026041666666666665,0.0026041666666666665,600000,384,34.68933,36.94763
P1_B400B,0.13062416666666665,0.0026041666666666665,0.0026041666666666665,600000,384,25.02598,2857.54565 P1_FT02Z,0.11239500000000002,0.0546875,0.0026041666666666665,600000,384,25.02598,2857.54565
P3_FIT01,0.11403833333333332,0.005208333333333333,0.0,600000,384,-27.0,5421.0 P1_LCV01Z,0.10206666666666675,0.0026041666666666665,0.0,600000,384,0.28381,23.72894
P4_HT_PO,0.111865,0.07291666666666667,0.0,600000,384,0.05423,85.17798 P1_B400B,0.0988633333333333,0.0026041666666666665,0.0026041666666666665,600000,384,25.02598,2857.54565
P1_FT02,0.09471416666666665,0.0026041666666666665,0.0026041666666666665,600000,384,4.80653,2006.56897 P1_PCV01D,0.08333333333333337,0.0,0.08333333333333333,600000,384,24.99937,100.0
P1_LCV01Z,0.08522916666666669,0.0078125,0.0,600000,384,0.28381,23.72894 P1_B4022,0.07863083333333332,0.0026041666666666665,0.0026041666666666665,600000,384,34.20232,38.65093
P1_FCV03Z,0.08152083333333332,0.0,0.0,600000,384,46.35773,73.0835 P1_FT02,0.07860916666666667,0.0026041666666666665,0.0026041666666666665,600000,384,4.80653,2006.56897
P1_PCV01D,0.07552083333333337,0.0,0.07552083333333333,600000,384,24.99937,100.0 P2_SIT02,0.0753416666666667,0.0,0.0,600000,384,751.53876,825.68994
P2_SIT02,0.07539333333333337,0.0,0.0,600000,384,751.53876,825.68994 P1_FCV03Z,0.07265833333333332,0.0,0.0,600000,384,46.35773,73.0835
P1_FT03,0.07067499999999999,0.0,0.0,600000,384,187.88596,326.00403 P1_FT03,0.07029749999999996,0.0,0.0,600000,384,187.88596,326.00403
P1_FCV03D,0.06918583333333334,0.0,0.0,600000,384,45.96558,71.82662 P1_FT03Z,0.06987000000000004,0.0,0.0,600000,384,867.38,1136.07874
P1_PCV01Z,0.060832499999999956,0.0,0.010416666666666666,600000,384,25.53711,100.0 P1_FCV03D,0.0691,0.0,0.0,600000,384,45.96558,71.82662
P1_FT01,0.0566483333333333,0.0026041666666666665,0.0,600000,384,-15.60213,352.89764 P1_PCV01Z,0.06778916666666668,0.0026041666666666665,0.005208333333333333,600000,384,25.53711,100.0
P1_FT01Z,0.05532500000000001,0.0026041666666666665,0.0,600000,384,0.0,1181.04492 P1_FT01Z,0.05663666666666667,0.0026041666666666665,0.0,600000,384,0.0,1181.04492
P1_LCV01D,0.051529999999999965,0.0026041666666666665,0.0,600000,384,2.12251,24.58632 P1_FT01,0.05593083333333332,0.0026041666666666665,0.0,600000,384,-15.60213,352.89764
P1_FT03Z,0.05117333333333329,0.0,0.0,600000,384,867.38,1136.07874 P1_LCV01D,0.051549999999999985,0.0026041666666666665,0.0,600000,384,2.12251,24.58632
P2_VXT03,0.04682249999999999,0.0026041666666666665,0.0026041666666666665,600000,384,-2.1603,0.2445 P2_VXT03,0.04696333333333336,0.0026041666666666665,0.0026041666666666665,600000,384,-2.1603,0.2445
P1_TIT02,0.044837499999999975,0.0026041666666666665,0.0,600000,384,34.97925,40.4419 P1_LIT01,0.04080916666666666,0.0026041666666666665,0.0026041666666666665,600000,384,355.98859,459.44928
P1_B4022,0.044090000000000074,0.0,0.0,600000,384,34.20232,38.65093 P1_PIT01,0.04006916666666671,0.0,0.0,600000,384,0.9317,2.39578
P2_24Vdc,0.04159166666666669,0.0,0.0,600000,384,28.01254,28.04642 P2_24Vdc,0.03793166666666664,0.0026041666666666665,0.0,600000,384,28.01254,28.04642
P1_LIT01,0.035651666666666665,0.0026041666666666665,0.0026041666666666665,600000,384,355.98859,459.44928
P2_CO_rpm,0.03524333333333329,0.0,0.0,600000,384,53975.0,54185.0 P2_CO_rpm,0.03524333333333329,0.0,0.0,600000,384,53975.0,54185.0
P2_HILout,0.032365833333333316,0.0,0.0,600000,384,653.75977,775.1648 P4_ST_FD,0.03412333333333328,0.0026041666666666665,0.0026041666666666665,600000,384,-0.05244,0.05035
P2_VYT03,0.030539166666666673,0.0026041666666666665,0.0026041666666666665,600000,384,4.5149,7.3006 P2_VYT03,0.03054166666666666,0.0026041666666666665,0.0026041666666666665,600000,384,4.5149,7.3006
P4_ST_FD,0.02765500000000004,0.0026041666666666665,0.0026041666666666665,600000,384,-0.05244,0.05035 P2_VXT02,0.027084166666666687,0.0026041666666666665,0.0026041666666666665,600000,384,-4.4009,-1.7734
P2_VXT02,0.02734666666666663,0.0026041666666666665,0.0026041666666666665,600000,384,-4.4009,-1.7734 P2_VYT02,0.0216875,0.0026041666666666665,0.0026041666666666665,600000,384,2.4162,5.156
P1_PIT01,0.026545833333333338,0.0,0.0026041666666666665,600000,384,0.9317,2.39578 P1_TIT02,0.018258333333333376,0.005208333333333333,0.0026041666666666665,600000,384,34.97925,40.4419
P2_VYT02,0.021624166666666667,0.0026041666666666665,0.0026041666666666665,600000,384,2.4162,5.156 P2_HILout,0.01677083333333329,0.0026041666666666665,0.0026041666666666665,600000,384,653.75977,775.1648
P2_VT01,0.010640833333333335,0.0026041666666666665,0.0026041666666666665,600000,384,11.76047,12.06294 P2_VT01,0.010516666666666667,0.0026041666666666665,0.0026041666666666665,600000,384,11.76047,12.06294
P1_B2016,0.009901666666666642,0.0026041666666666665,0.0026041666666666665,600000,384,0.94729,2.0523 P1_B2016,0.009704999999999964,0.0026041666666666665,0.0026041666666666665,600000,384,0.94729,2.0523
P3_LIT01,0.009228333333333338,0.0,0.0026041666666666665,600000,384,5084.0,19730.0 P3_LIT01,0.00915083333333333,0.0,0.0026041666666666665,600000,384,5084.0,19730.0
P4_ST_PO,0.004804999999999948,0.0026041666666666665,0.0026041666666666665,600000,384,233.56122,498.86066 P4_ST_PO,0.004858333333333298,0.0026041666666666665,0.0026041666666666665,600000,384,233.56122,498.86066
P4_ST_LD,0.004610833333333342,0.0026041666666666665,0.0026041666666666665,600000,384,229.87201,499.62018 P4_ST_GOV,0.004589999999999983,0.0026041666666666665,0.0026041666666666665,600000,384,12625.0,26927.0
P4_ST_GOV,0.00450583333333332,0.0026041666666666665,0.0026041666666666665,600000,384,12625.0,26927.0 P4_ST_LD,0.00441333333333338,0.0026041666666666665,0.0026041666666666665,600000,384,229.87201,499.62018
P4_LD,0.0033483333333333143,0.0026041666666666665,0.0026041666666666665,600000,384,231.13788,499.76489 P4_LD,0.003527499999999989,0.0026041666666666665,0.0026041666666666665,600000,384,231.13788,499.76489
1 feature ks gen_frac_at_min gen_frac_at_max real_n gen_n real_min real_max
2 P2_MSD 1.0 1.0 1.0 600000 384 763.19324 763.19324
3 P1_PIT02 0.8005475000000001 0.5733533333333334 0.1953125 0.005208333333333333 0.0026041666666666665 0.0 600000 384 0.17029 2.34695
4 P4_ST_PT01 P3_PIT01 0.4924841666666666 0.533095 0.0 0.013020833333333334 0.0026041666666666665 0.0 600000 384 9916.0 -24.0 10330.0 3871.0
5 P3_LCV01D P4_ST_PT01 0.45815083333333334 0.5087166666666666 0.4609375 0.0 0.0026041666666666665 0.0 600000 384 -288.0 9916.0 18416.0 10330.0
6 P1_B4005 P1_PCV02Z 0.42708333333333337 0.48497500000000004 0.1796875 0.3411458333333333 0.4296875 0.0 600000 384 0.0 11.76605 100.0 12.04071
7 P1_PCV02Z P1_B4005 0.41346249999999996 0.41666666666666663 0.0 0.5182291666666666 0.0 0.421875 600000 384 11.76605 0.0 12.04071 100.0
8 P4_ST_TT01 0.40832333333333337 0.3953025 0.0026041666666666665 0.0 600000 384 27530.0 27629.0
9 P1_B4002 0.3742658333333333 0.37515916666666665 0.03125 0.3984375 0.03125 0.0 600000 384 31.41343 33.6555
10 P4_HT_LD P3_FIT01 0.33388666666666666 0.37015583333333335 0.3463541666666667 0.0234375 0.0 600000 384 -0.00723 -27.0 83.10184 5421.0
11 P4_HT_FD P4_HT_LD 0.2657733333333333 0.34580083333333334 0.0 0.6796875 0.0 0.0026041666666666665 600000 384 -0.02496 -0.00723 0.0293 83.10184
12 P3_PIT01 P4_HT_FD 0.251845 0.23909333333333332 0.0026041666666666665 0.0 0.0026041666666666665 0.0 600000 384 -24.0 -0.02496 3871.0 0.0293
13 P1_B2004 P1_B3005 0.1847441666666667 0.17637333333333333 0.0026041666666666665 0.015625 0.0 600000 384 0.02978 894.71869 0.10196 1121.94116
14 P1_B3005 P1_FCV02Z 0.18418583333333333 0.17116666666666666 0.013020833333333334 0.010416666666666666 0.010416666666666666 0.0 600000 384 894.71869 -1.89819 1121.94116 97.38312
15 P1_TIT01 P3_LCV01D 0.16439749999999997 0.16585666666666665 0.0026041666666666665 0.033854166666666664 0.0026041666666666665 600000 384 34.68933 -288.0 36.94763 18416.0
16 P1_B2004 0.16277583333333334 0.026041666666666668 0.0078125 600000 384 0.02978 0.10196
17 P3_LCP01D 0.16091416666666666 0.0026041666666666665 0.0026041666666666665 600000 384 -8.0 13816.0
18 P1_FCV02Z P1_B3004 0.15279416666666668 0.15369333333333335 0.0 0.041666666666666664 0.005208333333333333 0.0 600000 384 -1.89819 369.75601 97.38312 447.63004
19 P1_FT02Z P4_HT_PO 0.14047833333333334 0.14073916666666664 0.0078125 0.16145833333333334 0.0026041666666666665 0.0 600000 384 25.02598 0.05423 2857.54565 85.17798
20 P2_SIT01 0.13867416666666665 0.1309191666666667 0.0 0.0 600000 384 752.0 826.0
21 P1_B3004 P1_TIT01 0.13400166666666669 0.12383250000000001 0.010416666666666666 0.0026041666666666665 0.010416666666666666 0.0026041666666666665 600000 384 369.75601 34.68933 447.63004 36.94763
22 P1_B400B P1_FT02Z 0.13062416666666665 0.11239500000000002 0.0026041666666666665 0.0546875 0.0026041666666666665 600000 384 25.02598 2857.54565
23 P3_FIT01 P1_LCV01Z 0.11403833333333332 0.10206666666666675 0.005208333333333333 0.0026041666666666665 0.0 600000 384 -27.0 0.28381 5421.0 23.72894
24 P4_HT_PO P1_B400B 0.111865 0.0988633333333333 0.07291666666666667 0.0026041666666666665 0.0 0.0026041666666666665 600000 384 0.05423 25.02598 85.17798 2857.54565
25 P1_FT02 P1_PCV01D 0.09471416666666665 0.08333333333333337 0.0026041666666666665 0.0 0.0026041666666666665 0.08333333333333333 600000 384 4.80653 24.99937 2006.56897 100.0
26 P1_LCV01Z P1_B4022 0.08522916666666669 0.07863083333333332 0.0078125 0.0026041666666666665 0.0 0.0026041666666666665 600000 384 0.28381 34.20232 23.72894 38.65093
27 P1_FCV03Z P1_FT02 0.08152083333333332 0.07860916666666667 0.0 0.0026041666666666665 0.0 0.0026041666666666665 600000 384 46.35773 4.80653 73.0835 2006.56897
28 P1_PCV01D P2_SIT02 0.07552083333333337 0.0753416666666667 0.0 0.07552083333333333 0.0 600000 384 24.99937 751.53876 100.0 825.68994
29 P2_SIT02 P1_FCV03Z 0.07539333333333337 0.07265833333333332 0.0 0.0 600000 384 751.53876 46.35773 825.68994 73.0835
30 P1_FT03 0.07067499999999999 0.07029749999999996 0.0 0.0 600000 384 187.88596 326.00403
31 P1_FCV03D P1_FT03Z 0.06918583333333334 0.06987000000000004 0.0 0.0 600000 384 45.96558 867.38 71.82662 1136.07874
32 P1_PCV01Z P1_FCV03D 0.060832499999999956 0.0691 0.0 0.010416666666666666 0.0 600000 384 25.53711 45.96558 100.0 71.82662
33 P1_FT01 P1_PCV01Z 0.0566483333333333 0.06778916666666668 0.0026041666666666665 0.0 0.005208333333333333 600000 384 -15.60213 25.53711 352.89764 100.0
34 P1_FT01Z 0.05532500000000001 0.05663666666666667 0.0026041666666666665 0.0 600000 384 0.0 1181.04492
35 P1_LCV01D P1_FT01 0.051529999999999965 0.05593083333333332 0.0026041666666666665 0.0 600000 384 2.12251 -15.60213 24.58632 352.89764
36 P1_FT03Z P1_LCV01D 0.05117333333333329 0.051549999999999985 0.0 0.0026041666666666665 0.0 600000 384 867.38 2.12251 1136.07874 24.58632
37 P2_VXT03 0.04682249999999999 0.04696333333333336 0.0026041666666666665 0.0026041666666666665 600000 384 -2.1603 0.2445
38 P1_TIT02 P1_LIT01 0.044837499999999975 0.04080916666666666 0.0026041666666666665 0.0 0.0026041666666666665 600000 384 34.97925 355.98859 40.4419 459.44928
39 P1_B4022 P1_PIT01 0.044090000000000074 0.04006916666666671 0.0 0.0 600000 384 34.20232 0.9317 38.65093 2.39578
40 P2_24Vdc 0.04159166666666669 0.03793166666666664 0.0 0.0026041666666666665 0.0 600000 384 28.01254 28.04642
P1_LIT01 0.035651666666666665 0.0026041666666666665 0.0026041666666666665 600000 384 355.98859 459.44928
41 P2_CO_rpm 0.03524333333333329 0.0 0.0 600000 384 53975.0 54185.0
42 P2_HILout P4_ST_FD 0.032365833333333316 0.03412333333333328 0.0 0.0026041666666666665 0.0 0.0026041666666666665 600000 384 653.75977 -0.05244 775.1648 0.05035
43 P2_VYT03 0.030539166666666673 0.03054166666666666 0.0026041666666666665 0.0026041666666666665 600000 384 4.5149 7.3006
44 P4_ST_FD P2_VXT02 0.02765500000000004 0.027084166666666687 0.0026041666666666665 0.0026041666666666665 600000 384 -0.05244 -4.4009 0.05035 -1.7734
45 P2_VXT02 P2_VYT02 0.02734666666666663 0.0216875 0.0026041666666666665 0.0026041666666666665 600000 384 -4.4009 2.4162 -1.7734 5.156
46 P1_PIT01 P1_TIT02 0.026545833333333338 0.018258333333333376 0.0 0.005208333333333333 0.0026041666666666665 600000 384 0.9317 34.97925 2.39578 40.4419
47 P2_VYT02 P2_HILout 0.021624166666666667 0.01677083333333329 0.0026041666666666665 0.0026041666666666665 600000 384 2.4162 653.75977 5.156 775.1648
48 P2_VT01 0.010640833333333335 0.010516666666666667 0.0026041666666666665 0.0026041666666666665 600000 384 11.76047 12.06294
49 P1_B2016 0.009901666666666642 0.009704999999999964 0.0026041666666666665 0.0026041666666666665 600000 384 0.94729 2.0523
50 P3_LIT01 0.009228333333333338 0.00915083333333333 0.0 0.0026041666666666665 600000 384 5084.0 19730.0
51 P4_ST_PO 0.004804999999999948 0.004858333333333298 0.0026041666666666665 0.0026041666666666665 600000 384 233.56122 498.86066
52 P4_ST_LD P4_ST_GOV 0.004610833333333342 0.004589999999999983 0.0026041666666666665 0.0026041666666666665 600000 384 229.87201 12625.0 499.62018 26927.0
53 P4_ST_GOV P4_ST_LD 0.00450583333333332 0.00441333333333338 0.0026041666666666665 0.0026041666666666665 600000 384 12625.0 229.87201 26927.0 499.62018
54 P4_LD 0.0033483333333333143 0.003527499999999989 0.0026041666666666665 0.0026041666666666665 600000 384 231.13788 499.76489

4
example/results/ks_summary.json
View File

@@ -5,10 +5,10 @@
"top_k_features": [ "top_k_features": [
"P2_MSD", "P2_MSD",
"P1_PIT02", "P1_PIT02",
"P3_PIT01",
"P4_ST_PT01", "P4_ST_PT01",
"P3_LCV01D",
"P1_B4005",
"P1_PCV02Z", "P1_PCV02Z",
"P1_B4005",
"P4_ST_TT01", "P4_ST_TT01",
"P1_B4002" "P1_B4002"
] ]

1
example/results/metrics_history.csv
View File

@@ -15,3 +15,4 @@ timestamp,avg_ks,avg_jsd,avg_lag1_diff
2026-01-28T11:27:57.010675,None,None,None 2026-01-28T11:27:57.010675,None,None,None
2026-01-28T15:06:13.198144,0.30925147405660375,0.03503984996838547,0.2722453599605884 2026-01-28T15:06:13.198144,0.30925147405660375,0.03503984996838547,0.2722453599605884
2026-02-03T19:54:15.128968,0.3215058962264151,0.04221522366002455,0.27680991224125195 2026-02-03T19:54:15.128968,0.3215058962264151,0.04221522366002455,0.27680991224125195
2026-03-26T14:27:38.693728,0.40248121069182385,0.01659609083832257,0.2859088424512934
1 timestamp avg_ks avg_jsd avg_lag1_diff
15 2026-01-28T11:27:57.010675 None None None
16 2026-01-28T15:06:13.198144 0.30925147405660375 0.03503984996838547 0.2722453599605884
17 2026-02-03T19:54:15.128968 0.3215058962264151 0.04221522366002455 0.27680991224125195
18 2026-03-26T14:27:38.693728 0.40248121069182385 0.01659609083832257 0.2859088424512934

153
example/results/program_stats.json
View File

@@ -1,41 +1,146 @@
{ {
"features": [ "features": [
"P1_B2004",
"P1_B3004",
"P1_B3005",
"P1_B4002",
"P1_B4005",
"P1_FCV02Z",
"P1_FT02Z",
"P1_FT03Z", "P1_FT03Z",
"P1_PCV02Z", "P1_PCV02Z",
"P1_PIT02", "P2_MSD",
"P4_HT_LD" "P4_HT_LD"
], ],
"generated": { "generated": {
"P1_FT03Z": { "P1_B2004": {
"num_changes": 371, "num_changes": 362,
"mean_dwell": 1.032258064516129, "mean_dwell": 1.0578512396694215,
"median_dwell": 1,
"mean_step": 0.014068839779005526,
"median_step": 0.0017450000000000035
},
"P1_B3004": {
"num_changes": 370,
"mean_dwell": 1.0350404312668464,
"median_dwell": 1,
"mean_step": 14.772569108108106,
"median_step": 10.804780000000022
},
"P1_B3005": {
"num_changes": 362,
"mean_dwell": 1.0578512396694215,
"median_dwell": 1,
"mean_step": 64.28072179558009,
"median_step": 41.22817999999995
},
"P1_B4002": {
"num_changes": 308,
"mean_dwell": 1.2427184466019416,
"median_dwell": 1,
"mean_step": 0.84134159090909,
"median_step": 0.727489999999996
},
"P1_B4005": {
"num_changes": 295,
"mean_dwell": 1.2972972972972974,
"median_dwell": 1.0, "median_dwell": 1.0,
"mean_step": 8.410132614555256, "mean_step": 60.72382738983051,
"median_step": 2.288819999999987 "median_step": 68.81372999999999
},
"P1_FCV02Z": {
"num_changes": 363,
"mean_dwell": 1.054945054945055,
"median_dwell": 1.0,
"mean_step": 40.38093564738292,
"median_step": 27.59552
},
"P1_FT02Z": {
"num_changes": 378,
"mean_dwell": 1.0131926121372032,
"median_dwell": 1,
"mean_step": 1312.3134696560846,
"median_step": 1284.64392
},
"P1_FT03Z": {
"num_changes": 380,
"mean_dwell": 1.0078740157480315,
"median_dwell": 1,
"mean_step": 64.74391136842105,
"median_step": 62.41061000000008
}, },
"P1_PCV02Z": { "P1_PCV02Z": {
"num_changes": 280,
"mean_dwell": 1.3665480427046264,
"median_dwell": 1,
"mean_step": 0.14493032142857148,
"median_step": 0.2212499999999995
},
"P2_MSD": {
"num_changes": 0, "num_changes": 0,
"mean_dwell": 384.0, "mean_dwell": 384.0,
"median_dwell": 384, "median_dwell": 384,
"mean_step": null, "mean_step": null,
"median_step": null "median_step": null
}, },
"P1_PIT02": {
"num_changes": 66,
"mean_dwell": 5.731343283582089,
"median_dwell": 2,
"mean_step": 0.2720306060606061,
"median_step": 0.10452
},
"P4_HT_LD": { "P4_HT_LD": {
"num_changes": 15, "num_changes": 347,
"mean_dwell": 24.0, "mean_dwell": 1.103448275862069,
"median_dwell": 2.5, "median_dwell": 1.0,
"mean_step": 0.03375866666666667, "mean_step": 41.314147060518735,
"median_step": 0.02171 "median_step": 54.116029999999995
} }
}, },
"reference": { "reference": {
"P1_B2004": {
"num_changes": 854,
"mean_dwell": 701.7543859649123,
"median_dwell": 1,
"mean_step": 0.0017408899297423888,
"median_step": 0.0001900000000000096
},
"P1_B3004": {
"num_changes": 893,
"mean_dwell": 671.1409395973154,
"median_dwell": 1.0,
"mean_step": 1.3647845352743562,
"median_step": 1.2404200000000287
},
"P1_B3005": {
"num_changes": 898,
"mean_dwell": 667.4082313681869,
"median_dwell": 1,
"mean_step": 4.884911592427618,
"median_step": 3.892939999999953
},
"P1_B4002": {
"num_changes": 539,
"mean_dwell": 1111.111111111111,
"median_dwell": 1.0,
"mean_step": 0.03526690166975881,
"median_step": 0.02238999999999436
},
"P1_B4005": {
"num_changes": 250836,
"mean_dwell": 2.391991612082747,
"median_dwell": 1,
"mean_step": 0.040824411448117486,
"median_step": 0.030469999999999997
},
"P1_FCV02Z": {
"num_changes": 166548,
"mean_dwell": 3.60254339563732,
"median_dwell": 1,
"mean_step": 0.8654128744265918,
"median_step": 0.3738399999999995
},
"P1_FT02Z": {
"num_changes": 578336,
"mean_dwell": 1.037457399405537,
"median_dwell": 1,
"mean_step": 12.932503875670891,
"median_step": 5.334469999999783
},
"P1_FT03Z": { "P1_FT03Z": {
"num_changes": 513521, "num_changes": 513521,
"mean_dwell": 1.168401743255401, "mean_dwell": 1.168401743255401,
@@ -50,12 +155,12 @@
"mean_step": 0.008172025946107907, "mean_step": 0.008172025946107907,
"median_step": 0.007630000000000692 "median_step": 0.007630000000000692
}, },
"P1_PIT02": { "P2_MSD": {
"num_changes": 475007, "num_changes": 0,
"mean_dwell": 1.263136620856912, "mean_dwell": 600000.0,
"median_dwell": 1.0, "median_dwell": 600000,
"mean_step": 0.014330501550503465, "mean_step": null,
"median_step": 0.0015299999999999758 "median_step": null
}, },
"P4_HT_LD": { "P4_HT_LD": {
"num_changes": 381284, "num_changes": 381284,

22
example/results/pv_stats.json
View File

@@ -6,22 +6,22 @@
], ],
"generated": { "generated": {
"P1_PIT02": { "P1_PIT02": {
"q05": 0.17029, "q05": 0.1741,
"q50": 0.27481, "q50": 0.1741,
"q95": 0.27481, "q95": 0.27634,
"tail_ratio": 0.0 "tail_ratio": null
}, },
"P2_SIT02": { "P2_SIT02": {
"q05": 774.91748, "q05": 774.88641,
"q50": 784.55347, "q50": 784.55292,
"q95": 791.68481, "q95": 791.69409,
"tail_ratio": 0.7400734122804224 "tail_ratio": 0.7387536970426737
}, },
"P1_FT03": { "P1_FT03": {
"q05": 209.11856, "q05": 209.02019,
"q50": 298.72894, "q50": 298.91965,
"q95": 316.08582, "q95": 316.08582,
"tail_ratio": 0.1936927396134241 "tail_ratio": 0.19094853295003136
} }
}, },
"reference": { "reference": {

104
example/results/ranked_ks.csv
View File

@@ -1,54 +1,54 @@
rank,feature,ks,contribution_to_avg,avg_ks_if_remove_top_n rank,feature,ks,contribution_to_avg,avg_ks_if_remove_top_n
1,P1_B4002,0.792321,0.014949,0.323380 1,P1_B4002,0.792321,0.014949,0.303828
2,P1_PIT02,0.791783,0.014939,0.314196 2,P1_FCV02Z,0.774600,0.014615,0.294598
3,P1_FCV02Z,0.774600,0.014615,0.304988 3,P1_B3004,0.671875,0.012677,0.287052
4,P1_B3004,0.671875,0.012677,0.297501 4,P1_B2004,0.659558,0.012444,0.279450
5,P1_B2004,0.659558,0.012444,0.289958 5,P1_PCV02Z,0.658854,0.012431,0.271546
6,P1_PCV02Z,0.658854,0.012431,0.282109 6,P1_B4022,0.575633,0.010861,0.265076
7,P1_B4022,0.575633,0.010861,0.275728 7,P1_PIT02,0.554792,0.010468,0.258777
8,P1_PCV01D,0.530458,0.010009,0.270067 8,P1_PCV01D,0.530458,0.010009,0.252740
9,P1_B3005,0.529300,0.009987,0.264175 9,P1_B3005,0.529300,0.009987,0.246455
10,P1_FT03,0.524100,0.009889,0.258131 10,P1_FT03,0.524100,0.009889,0.239998
11,P1_PCV01Z,0.518442,0.009782,0.251933 11,P1_PCV01Z,0.518442,0.009782,0.233368
12,P3_FIT01,0.508121,0.009587,0.245684 12,P2_SIT02,0.500967,0.009452,0.226841
13,P2_SIT02,0.501667,0.009465,0.239285 13,P1_LIT01,0.491263,0.009269,0.220231
14,P1_FCV03Z,0.492392,0.009290,0.232795 14,P2_SIT01,0.484875,0.009149,0.213445
15,P1_LIT01,0.491263,0.009269,0.225993 15,P1_FT01,0.475008,0.008962,0.206562
16,P1_FT03Z,0.490842,0.009261,0.218835 16,P1_FT01Z,0.473496,0.008934,0.199347
17,P1_FCV03D,0.487788,0.009204,0.211364 17,P1_FT03Z,0.469508,0.008859,0.191843
18,P1_FT01,0.475008,0.008962,0.203831 18,P1_FT02,0.463475,0.008745,0.184082
19,P1_FT01Z,0.475008,0.008962,0.195856 19,P1_B400B,0.459675,0.008673,0.175976
20,P1_B400B,0.473254,0.008929,0.187450 20,P1_FCV03D,0.451625,0.008521,0.167623
21,P1_FT02Z,0.470004,0.008868,0.178620 21,P2_VXT03,0.436621,0.008238,0.159217
22,P2_SIT01,0.460079,0.008681,0.169540 22,P3_PIT01,0.421875,0.007960,0.150744
23,P1_FT02,0.458708,0.008655,0.159902 23,P1_FCV03Z,0.409858,0.007733,0.142107
24,P1_LCV01Z,0.454667,0.008579,0.149737 24,P1_FT02Z,0.402996,0.007604,0.133111
25,P1_LCV01D,0.447133,0.008436,0.139116 25,P1_LCV01Z,0.397625,0.007502,0.123664
26,P2_VXT03,0.436821,0.008242,0.128090 26,P1_LCV01D,0.385992,0.007283,0.113948
27,P3_PIT01,0.356771,0.006732,0.119294 27,P1_B4005,0.306262,0.005779,0.106552
28,P1_B4005,0.306262,0.005779,0.111816 28,P2_VXT02,0.281529,0.005312,0.099552
29,P2_VXT02,0.281979,0.005320,0.104726 29,P2_VYT03,0.269654,0.005088,0.092465
30,P2_VYT03,0.269558,0.005086,0.097559 30,P2_VYT02,0.250325,0.004723,0.085601
31,P2_VYT02,0.250221,0.004721,0.090620 31,P3_FIT01,0.246750,0.004656,0.078277
32,P4_ST_PT01,0.205487,0.003877,0.085150 32,P4_ST_PT01,0.190787,0.003600,0.072919
33,P3_LCP01D,0.186950,0.003527,0.080060 33,P1_PIT01,0.159929,0.003018,0.068568
34,P1_TIT01,0.154500,0.002915,0.076142 34,P2_24Vdc,0.135483,0.002556,0.065046
35,P3_LCV01D,0.151042,0.002850,0.071981 35,P4_HT_FD,0.130133,0.002455,0.061431
36,P1_PIT01,0.146917,0.002772,0.067573 36,P2_VT01,0.123363,0.002328,0.057787
37,P2_VT01,0.122667,0.002314,0.064129 37,P1_TIT01,0.102437,0.001933,0.054997
38,P4_HT_FD,0.111662,0.002107,0.060961 38,P2_CO_rpm,0.097817,0.001846,0.052142
39,P2_24Vdc,0.111175,0.002098,0.057374 39,P1_TIT02,0.097646,0.001842,0.048892
40,P1_TIT02,0.100904,0.001904,0.054025 40,P3_LIT01,0.093487,0.001764,0.045462
41,P2_CO_rpm,0.100346,0.001893,0.050165 41,P2_HILout,0.082425,0.001555,0.042381
42,P3_LIT01,0.093337,0.001761,0.046241 42,P3_LCV01D,0.077550,0.001463,0.039184
43,P4_HT_PO,0.087088,0.001643,0.042156 43,P4_ST_TT01,0.069733,0.001316,0.036129
44,P4_ST_TT01,0.081412,0.001536,0.037794 44,P4_HT_LD,0.067425,0.001272,0.032652
45,P4_HT_LD,0.067425,0.001272,0.034090 45,P4_HT_PO,0.059704,0.001126,0.029270
46,P2_HILout,0.064279,0.001213,0.029777 46,P1_B2016,0.043592,0.000822,0.027224
47,P1_B2016,0.043192,0.000815,0.027542 47,P4_ST_FD,0.038550,0.000727,0.025337
48,P4_ST_PO,0.035825,0.000676,0.025885 48,P4_ST_PO,0.035875,0.000677,0.023229
49,P4_ST_GOV,0.035075,0.000662,0.023588 49,P4_ST_GOV,0.035075,0.000662,0.020268
50,P4_ST_LD,0.032454,0.000612,0.020632 50,P4_ST_LD,0.032537,0.000614,0.016178
51,P4_LD,0.031079,0.000586,0.015408 51,P4_LD,0.031375,0.000592,0.008579
52,P4_ST_FD,0.030817,0.000581,0.000000 52,P3_LCP01D,0.017158,0.000324,-0.000000
53,P2_MSD,0.000000,0.000000, 53,P2_MSD,0.000000,0.000000,
1 rank feature ks contribution_to_avg avg_ks_if_remove_top_n
2 1 P1_B4002 0.792321 0.014949 0.323380 0.303828
3 2 P1_PIT02 P1_FCV02Z 0.791783 0.774600 0.014939 0.014615 0.314196 0.294598
4 3 P1_FCV02Z P1_B3004 0.774600 0.671875 0.014615 0.012677 0.304988 0.287052
5 4 P1_B3004 P1_B2004 0.671875 0.659558 0.012677 0.012444 0.297501 0.279450
6 5 P1_B2004 P1_PCV02Z 0.659558 0.658854 0.012444 0.012431 0.289958 0.271546
7 6 P1_PCV02Z P1_B4022 0.658854 0.575633 0.012431 0.010861 0.282109 0.265076
8 7 P1_B4022 P1_PIT02 0.575633 0.554792 0.010861 0.010468 0.275728 0.258777
9 8 P1_PCV01D 0.530458 0.010009 0.270067 0.252740
10 9 P1_B3005 0.529300 0.009987 0.264175 0.246455
11 10 P1_FT03 0.524100 0.009889 0.258131 0.239998
12 11 P1_PCV01Z 0.518442 0.009782 0.251933 0.233368
13 12 P3_FIT01 P2_SIT02 0.508121 0.500967 0.009587 0.009452 0.245684 0.226841
14 13 P2_SIT02 P1_LIT01 0.501667 0.491263 0.009465 0.009269 0.239285 0.220231
15 14 P1_FCV03Z P2_SIT01 0.492392 0.484875 0.009290 0.009149 0.232795 0.213445
16 15 P1_LIT01 P1_FT01 0.491263 0.475008 0.009269 0.008962 0.225993 0.206562
17 16 P1_FT03Z P1_FT01Z 0.490842 0.473496 0.009261 0.008934 0.218835 0.199347
18 17 P1_FCV03D P1_FT03Z 0.487788 0.469508 0.009204 0.008859 0.211364 0.191843
19 18 P1_FT01 P1_FT02 0.475008 0.463475 0.008962 0.008745 0.203831 0.184082
20 19 P1_FT01Z P1_B400B 0.475008 0.459675 0.008962 0.008673 0.195856 0.175976
21 20 P1_B400B P1_FCV03D 0.473254 0.451625 0.008929 0.008521 0.187450 0.167623
22 21 P1_FT02Z P2_VXT03 0.470004 0.436621 0.008868 0.008238 0.178620 0.159217
23 22 P2_SIT01 P3_PIT01 0.460079 0.421875 0.008681 0.007960 0.169540 0.150744
24 23 P1_FT02 P1_FCV03Z 0.458708 0.409858 0.008655 0.007733 0.159902 0.142107
25 24 P1_LCV01Z P1_FT02Z 0.454667 0.402996 0.008579 0.007604 0.149737 0.133111
26 25 P1_LCV01D P1_LCV01Z 0.447133 0.397625 0.008436 0.007502 0.139116 0.123664
27 26 P2_VXT03 P1_LCV01D 0.436821 0.385992 0.008242 0.007283 0.128090 0.113948
28 27 P3_PIT01 P1_B4005 0.356771 0.306262 0.006732 0.005779 0.119294 0.106552
29 28 P1_B4005 P2_VXT02 0.306262 0.281529 0.005779 0.005312 0.111816 0.099552
30 29 P2_VXT02 P2_VYT03 0.281979 0.269654 0.005320 0.005088 0.104726 0.092465
31 30 P2_VYT03 P2_VYT02 0.269558 0.250325 0.005086 0.004723 0.097559 0.085601
32 31 P2_VYT02 P3_FIT01 0.250221 0.246750 0.004721 0.004656 0.090620 0.078277
33 32 P4_ST_PT01 0.205487 0.190787 0.003877 0.003600 0.085150 0.072919
34 33 P3_LCP01D P1_PIT01 0.186950 0.159929 0.003527 0.003018 0.080060 0.068568
35 34 P1_TIT01 P2_24Vdc 0.154500 0.135483 0.002915 0.002556 0.076142 0.065046
36 35 P3_LCV01D P4_HT_FD 0.151042 0.130133 0.002850 0.002455 0.071981 0.061431
37 36 P1_PIT01 P2_VT01 0.146917 0.123363 0.002772 0.002328 0.067573 0.057787
38 37 P2_VT01 P1_TIT01 0.122667 0.102437 0.002314 0.001933 0.064129 0.054997
39 38 P4_HT_FD P2_CO_rpm 0.111662 0.097817 0.002107 0.001846 0.060961 0.052142
40 39 P2_24Vdc P1_TIT02 0.111175 0.097646 0.002098 0.001842 0.057374 0.048892
41 40 P1_TIT02 P3_LIT01 0.100904 0.093487 0.001904 0.001764 0.054025 0.045462
42 41 P2_CO_rpm P2_HILout 0.100346 0.082425 0.001893 0.001555 0.050165 0.042381
43 42 P3_LIT01 P3_LCV01D 0.093337 0.077550 0.001761 0.001463 0.046241 0.039184
44 43 P4_HT_PO P4_ST_TT01 0.087088 0.069733 0.001643 0.001316 0.042156 0.036129
45 44 P4_ST_TT01 P4_HT_LD 0.081412 0.067425 0.001536 0.001272 0.037794 0.032652
46 45 P4_HT_LD P4_HT_PO 0.067425 0.059704 0.001272 0.001126 0.034090 0.029270
47 46 P2_HILout P1_B2016 0.064279 0.043592 0.001213 0.000822 0.029777 0.027224
48 47 P1_B2016 P4_ST_FD 0.043192 0.038550 0.000815 0.000727 0.027542 0.025337
49 48 P4_ST_PO 0.035825 0.035875 0.000676 0.000677 0.025885 0.023229
50 49 P4_ST_GOV 0.035075 0.000662 0.023588 0.020268
51 50 P4_ST_LD 0.032454 0.032537 0.000612 0.000614 0.020632 0.016178
52 51 P4_LD 0.031079 0.031375 0.000586 0.000592 0.015408 0.008579
53 52 P4_ST_FD P3_LCP01D 0.030817 0.017158 0.000581 0.000324 0.000000 -0.000000
54 53 P2_MSD 0.000000 0.000000