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MingzheYang
2026-01-27 18:39:24 +08:00
parent c46c25d607
commit a24c60c506
22 changed files with 357 additions and 8 deletions
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example/results/ks_per_feature.csv Normal file
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feature,ks,gen_frac_at_min,gen_frac_at_max,real_n,gen_n,real_min,real_max
P2_MSD,1.0,1.0,1.0,92163,52,763.19324,763.19324
P3_PIT01,0.9141619071227483,0.0,0.0,92163,52,-24.0,3847.0
P2_SIT02,0.8628397930422604,0.0,0.0,92163,52,757.68005,826.50775
P2_SIT01,0.8617182433464456,0.0,0.0,92163,52,758.0,827.0
P3_LCP01D,0.8261961040597803,0.8269230769230769,0.0,92163,52,-8.0,13816.0
P4_HT_FD,0.7983631008272134,0.0,0.0,92163,52,-0.0217,0.02684
P1_B3004,0.7794726567227461,0.0,0.0,92163,52,369.75601,447.83438
P1_LIT01,0.7761347161675927,0.0,0.0,92163,52,356.09085,459.24484
P4_ST_PT01,0.7676921073783155,0.0,0.0,92163,52,9914.0,10330.0
P1_PCV02Z,0.7670214728253204,0.0,0.0,92163,52,11.76605,12.04071
P1_PIT02,0.7347702941026726,0.0,0.0,92163,52,0.17105,2.34161
P4_ST_PO,0.7212397099119537,0.019230769230769232,0.0,92163,52,233.66968,498.60754
P1_B2016,0.6999296397102459,0.0,0.0,92163,52,0.9508,2.0523
P4_ST_LD,0.6933532896148046,0.0,0.0,92163,52,230.55914,499.62018
P4_LD,0.6897361614330463,0.0,0.0,92163,52,231.33685,498.58942
P3_LIT01,0.6615471835435378,0.0,0.0,92163,52,5047.0,19680.0
P1_PCV01D,0.6231695265662259,0.0,0.4807692307692308,92163,52,24.95222,100.0
P1_B2004,0.617741226038482,0.0,0.0,92163,52,0.02978,0.10196
P2_CO_rpm,0.6100514640031582,0.0,0.0,92163,52,53993.0,54183.0
P4_ST_GOV,0.6084888062037244,0.0,0.0,92163,52,12665.0,26898.0
P1_FCV02Z,0.5961538461538461,0.5961538461538461,0.0,92163,52,-1.89057,97.38312
P1_B4002,0.5783991406529735,0.0,0.0,92163,52,31.41343,33.6555
P1_FT01Z,0.5633543078775981,0.0,0.0,92163,52,0.0,1365.69287
P1_PCV01Z,0.547708324465266,0.0,0.5,92163,52,25.57526,100.0
P1_B3005,0.5359248538751159,0.0,0.0,92163,52,890.07843,1121.94116
P1_B4005,0.5101396438918004,0.019230769230769232,0.0,92163,52,0.0,100.0
P1_FT02,0.5049748814600219,0.0,0.0,92163,52,4.99723,2005.23364
P3_FIT01,0.497898998346575,0.0,0.0,92163,52,-27.0,5421.0
P2_24Vdc,0.4871763572733593,0.0,0.0,92163,52,28.01351,28.04294
P4_HT_LD,0.48082202185258727,0.6346153846153846,0.0,92163,52,-0.00723,83.04398
P1_B400B,0.4544694642184959,0.0,0.0,92163,52,25.02598,2855.56567
P2_VXT03,0.45055916816276176,0.0,0.0,92163,52,-2.135,0.1491
P2_VYT03,0.4479521650186668,0.0,0.0,92163,52,4.6083,7.2547
P2_VXT02,0.44536394131133883,0.0,0.0,92163,52,-4.3925,-1.8818
P4_HT_PO,0.42936573912941867,0.019230769230769232,0.0,92163,52,0.05423,83.04401
P3_LCV01D,0.4154990030205681,0.25,0.0,92163,52,-288.0,17776.0
P1_FT03,0.41513384730565156,0.0,0.0,92163,52,187.91197,331.15381
P1_FT02Z,0.40720829900869615,0.0,0.0,92163,52,25.02598,2856.88574
P2_VT01,0.36856126144398005,0.0,0.0,92163,52,11.76163,12.06125
P1_TIT02,0.3579625646534276,0.0,0.0,92163,52,34.99451,40.4419
P1_FCV03Z,0.35665363791075844,0.0,0.0,92163,52,46.20513,75.3189
P1_LCV01Z,0.3512624789357317,0.0,0.0,92163,52,0.29907,28.52783
P1_FCV03D,0.30470616858592514,0.0,0.0,92163,52,45.78336,74.1622
P4_ST_TT01,0.30430700122441934,0.0,0.21153846153846154,92163,52,27539.0,27629.0
P2_HILout,0.3041348563873872,0.0,0.0,92163,52,673.80371,768.76831
P4_ST_FD,0.30162947086224323,0.0,0.0,92163,52,-0.05244,0.05035
P1_B4022,0.2862201083531769,0.0,0.0,92163,52,34.21529,38.63682
P1_TIT01,0.2807849220319517,0.0,0.0,92163,52,34.68933,36.94763
P1_LCV01D,0.28024261363019864,0.0,0.0,92163,52,3.17127,28.23791
P1_FT03Z,0.24018503170386246,0.0,0.0,92163,52,867.43927,1146.92163
P1_PIT01,0.21846515245981413,0.0,0.0,92163,52,0.88211,2.38739
P1_FT01,0.21452397466361856,0.0,0.0,92163,52,-9.88007,462.57019
P2_VYT02,0.18998029411101902,0.0,0.0,92163,52,2.4459,5.1248
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 92163 52 763.19324 763.19324
3 P3_PIT01 0.9141619071227483 0.0 0.0 92163 52 -24.0 3847.0
4 P2_SIT02 0.8628397930422604 0.0 0.0 92163 52 757.68005 826.50775
5 P2_SIT01 0.8617182433464456 0.0 0.0 92163 52 758.0 827.0
6 P3_LCP01D 0.8261961040597803 0.8269230769230769 0.0 92163 52 -8.0 13816.0
7 P4_HT_FD 0.7983631008272134 0.0 0.0 92163 52 -0.0217 0.02684
8 P1_B3004 0.7794726567227461 0.0 0.0 92163 52 369.75601 447.83438
9 P1_LIT01 0.7761347161675927 0.0 0.0 92163 52 356.09085 459.24484
10 P4_ST_PT01 0.7676921073783155 0.0 0.0 92163 52 9914.0 10330.0
11 P1_PCV02Z 0.7670214728253204 0.0 0.0 92163 52 11.76605 12.04071
12 P1_PIT02 0.7347702941026726 0.0 0.0 92163 52 0.17105 2.34161
13 P4_ST_PO 0.7212397099119537 0.019230769230769232 0.0 92163 52 233.66968 498.60754
14 P1_B2016 0.6999296397102459 0.0 0.0 92163 52 0.9508 2.0523
15 P4_ST_LD 0.6933532896148046 0.0 0.0 92163 52 230.55914 499.62018
16 P4_LD 0.6897361614330463 0.0 0.0 92163 52 231.33685 498.58942
17 P3_LIT01 0.6615471835435378 0.0 0.0 92163 52 5047.0 19680.0
18 P1_PCV01D 0.6231695265662259 0.0 0.4807692307692308 92163 52 24.95222 100.0
19 P1_B2004 0.617741226038482 0.0 0.0 92163 52 0.02978 0.10196
20 P2_CO_rpm 0.6100514640031582 0.0 0.0 92163 52 53993.0 54183.0
21 P4_ST_GOV 0.6084888062037244 0.0 0.0 92163 52 12665.0 26898.0
22 P1_FCV02Z 0.5961538461538461 0.5961538461538461 0.0 92163 52 -1.89057 97.38312
23 P1_B4002 0.5783991406529735 0.0 0.0 92163 52 31.41343 33.6555
24 P1_FT01Z 0.5633543078775981 0.0 0.0 92163 52 0.0 1365.69287
25 P1_PCV01Z 0.547708324465266 0.0 0.5 92163 52 25.57526 100.0
26 P1_B3005 0.5359248538751159 0.0 0.0 92163 52 890.07843 1121.94116
27 P1_B4005 0.5101396438918004 0.019230769230769232 0.0 92163 52 0.0 100.0
28 P1_FT02 0.5049748814600219 0.0 0.0 92163 52 4.99723 2005.23364
29 P3_FIT01 0.497898998346575 0.0 0.0 92163 52 -27.0 5421.0
30 P2_24Vdc 0.4871763572733593 0.0 0.0 92163 52 28.01351 28.04294
31 P4_HT_LD 0.48082202185258727 0.6346153846153846 0.0 92163 52 -0.00723 83.04398
32 P1_B400B 0.4544694642184959 0.0 0.0 92163 52 25.02598 2855.56567
33 P2_VXT03 0.45055916816276176 0.0 0.0 92163 52 -2.135 0.1491
34 P2_VYT03 0.4479521650186668 0.0 0.0 92163 52 4.6083 7.2547
35 P2_VXT02 0.44536394131133883 0.0 0.0 92163 52 -4.3925 -1.8818
36 P4_HT_PO 0.42936573912941867 0.019230769230769232 0.0 92163 52 0.05423 83.04401
37 P3_LCV01D 0.4154990030205681 0.25 0.0 92163 52 -288.0 17776.0
38 P1_FT03 0.41513384730565156 0.0 0.0 92163 52 187.91197 331.15381
39 P1_FT02Z 0.40720829900869615 0.0 0.0 92163 52 25.02598 2856.88574
40 P2_VT01 0.36856126144398005 0.0 0.0 92163 52 11.76163 12.06125
41 P1_TIT02 0.3579625646534276 0.0 0.0 92163 52 34.99451 40.4419
42 P1_FCV03Z 0.35665363791075844 0.0 0.0 92163 52 46.20513 75.3189
43 P1_LCV01Z 0.3512624789357317 0.0 0.0 92163 52 0.29907 28.52783
44 P1_FCV03D 0.30470616858592514 0.0 0.0 92163 52 45.78336 74.1622
45 P4_ST_TT01 0.30430700122441934 0.0 0.21153846153846154 92163 52 27539.0 27629.0
46 P2_HILout 0.3041348563873872 0.0 0.0 92163 52 673.80371 768.76831
47 P4_ST_FD 0.30162947086224323 0.0 0.0 92163 52 -0.05244 0.05035
48 P1_B4022 0.2862201083531769 0.0 0.0 92163 52 34.21529 38.63682
49 P1_TIT01 0.2807849220319517 0.0 0.0 92163 52 34.68933 36.94763
50 P1_LCV01D 0.28024261363019864 0.0 0.0 92163 52 3.17127 28.23791
51 P1_FT03Z 0.24018503170386246 0.0 0.0 92163 52 867.43927 1146.92163
52 P1_PIT01 0.21846515245981413 0.0 0.0 92163 52 0.88211 2.38739
53 P1_FT01 0.21452397466361856 0.0 0.0 92163 52 -9.88007 462.57019
54 P2_VYT02 0.18998029411101902 0.0 0.0 92163 52 2.4459 5.1248