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Update experiment metrics and diagnostics

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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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104
example/results/ranked_ks.csv
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@@ -1,54 +1,54 @@
rank,feature,ks,contribution_to_avg,avg_ks_if_remove_top_n
1,P1_B4002,0.792321,0.014949,0.323380
2,P1_PIT02,0.791783,0.014939,0.314196
3,P1_FCV02Z,0.774600,0.014615,0.304988
4,P1_B3004,0.671875,0.012677,0.297501
5,P1_B2004,0.659558,0.012444,0.289958
6,P1_PCV02Z,0.658854,0.012431,0.282109
7,P1_B4022,0.575633,0.010861,0.275728
8,P1_PCV01D,0.530458,0.010009,0.270067
9,P1_B3005,0.529300,0.009987,0.264175
10,P1_FT03,0.524100,0.009889,0.258131
11,P1_PCV01Z,0.518442,0.009782,0.251933
12,P3_FIT01,0.508121,0.009587,0.245684
13,P2_SIT02,0.501667,0.009465,0.239285
14,P1_FCV03Z,0.492392,0.009290,0.232795
15,P1_LIT01,0.491263,0.009269,0.225993
16,P1_FT03Z,0.490842,0.009261,0.218835
17,P1_FCV03D,0.487788,0.009204,0.211364
18,P1_FT01,0.475008,0.008962,0.203831
19,P1_FT01Z,0.475008,0.008962,0.195856
20,P1_B400B,0.473254,0.008929,0.187450
21,P1_FT02Z,0.470004,0.008868,0.178620
22,P2_SIT01,0.460079,0.008681,0.169540
23,P1_FT02,0.458708,0.008655,0.159902
24,P1_LCV01Z,0.454667,0.008579,0.149737
25,P1_LCV01D,0.447133,0.008436,0.139116
26,P2_VXT03,0.436821,0.008242,0.128090
27,P3_PIT01,0.356771,0.006732,0.119294
28,P1_B4005,0.306262,0.005779,0.111816
29,P2_VXT02,0.281979,0.005320,0.104726
30,P2_VYT03,0.269558,0.005086,0.097559
31,P2_VYT02,0.250221,0.004721,0.090620
32,P4_ST_PT01,0.205487,0.003877,0.085150
33,P3_LCP01D,0.186950,0.003527,0.080060
34,P1_TIT01,0.154500,0.002915,0.076142
35,P3_LCV01D,0.151042,0.002850,0.071981
36,P1_PIT01,0.146917,0.002772,0.067573
37,P2_VT01,0.122667,0.002314,0.064129
38,P4_HT_FD,0.111662,0.002107,0.060961
39,P2_24Vdc,0.111175,0.002098,0.057374
40,P1_TIT02,0.100904,0.001904,0.054025
41,P2_CO_rpm,0.100346,0.001893,0.050165
42,P3_LIT01,0.093337,0.001761,0.046241
43,P4_HT_PO,0.087088,0.001643,0.042156
44,P4_ST_TT01,0.081412,0.001536,0.037794
45,P4_HT_LD,0.067425,0.001272,0.034090
46,P2_HILout,0.064279,0.001213,0.029777
47,P1_B2016,0.043192,0.000815,0.027542
48,P4_ST_PO,0.035825,0.000676,0.025885
49,P4_ST_GOV,0.035075,0.000662,0.023588
50,P4_ST_LD,0.032454,0.000612,0.020632
51,P4_LD,0.031079,0.000586,0.015408
52,P4_ST_FD,0.030817,0.000581,0.000000
1,P1_B4002,0.792321,0.014949,0.303828
2,P1_FCV02Z,0.774600,0.014615,0.294598
3,P1_B3004,0.671875,0.012677,0.287052
4,P1_B2004,0.659558,0.012444,0.279450
5,P1_PCV02Z,0.658854,0.012431,0.271546
6,P1_B4022,0.575633,0.010861,0.265076
7,P1_PIT02,0.554792,0.010468,0.258777
8,P1_PCV01D,0.530458,0.010009,0.252740
9,P1_B3005,0.529300,0.009987,0.246455
10,P1_FT03,0.524100,0.009889,0.239998
11,P1_PCV01Z,0.518442,0.009782,0.233368
12,P2_SIT02,0.500967,0.009452,0.226841
13,P1_LIT01,0.491263,0.009269,0.220231
14,P2_SIT01,0.484875,0.009149,0.213445
15,P1_FT01,0.475008,0.008962,0.206562
16,P1_FT01Z,0.473496,0.008934,0.199347
17,P1_FT03Z,0.469508,0.008859,0.191843
18,P1_FT02,0.463475,0.008745,0.184082
19,P1_B400B,0.459675,0.008673,0.175976
20,P1_FCV03D,0.451625,0.008521,0.167623
21,P2_VXT03,0.436621,0.008238,0.159217
22,P3_PIT01,0.421875,0.007960,0.150744
23,P1_FCV03Z,0.409858,0.007733,0.142107
24,P1_FT02Z,0.402996,0.007604,0.133111
25,P1_LCV01Z,0.397625,0.007502,0.123664
26,P1_LCV01D,0.385992,0.007283,0.113948
27,P1_B4005,0.306262,0.005779,0.106552
28,P2_VXT02,0.281529,0.005312,0.099552
29,P2_VYT03,0.269654,0.005088,0.092465
30,P2_VYT02,0.250325,0.004723,0.085601
31,P3_FIT01,0.246750,0.004656,0.078277
32,P4_ST_PT01,0.190787,0.003600,0.072919
33,P1_PIT01,0.159929,0.003018,0.068568
34,P2_24Vdc,0.135483,0.002556,0.065046
35,P4_HT_FD,0.130133,0.002455,0.061431
36,P2_VT01,0.123363,0.002328,0.057787
37,P1_TIT01,0.102437,0.001933,0.054997
38,P2_CO_rpm,0.097817,0.001846,0.052142
39,P1_TIT02,0.097646,0.001842,0.048892
40,P3_LIT01,0.093487,0.001764,0.045462
41,P2_HILout,0.082425,0.001555,0.042381
42,P3_LCV01D,0.077550,0.001463,0.039184
43,P4_ST_TT01,0.069733,0.001316,0.036129
44,P4_HT_LD,0.067425,0.001272,0.032652
45,P4_HT_PO,0.059704,0.001126,0.029270
46,P1_B2016,0.043592,0.000822,0.027224
47,P4_ST_FD,0.038550,0.000727,0.025337
48,P4_ST_PO,0.035875,0.000677,0.023229
49,P4_ST_GOV,0.035075,0.000662,0.020268
50,P4_ST_LD,0.032537,0.000614,0.016178
51,P4_LD,0.031375,0.000592,0.008579
52,P3_LCP01D,0.017158,0.000324,-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