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2026-02-04 06:05:53 +08:00
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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
P2_MSD,1.0,1.0,1.0,600000,512,763.19324,763.19324
P1_B4002,0.9767216666666667,1.0,0.0,600000,512,31.41343,33.6555
P1_PCV02Z,0.48302187500000004,0.16015625,0.001953125,600000,512,11.76605,12.04071
P1_FCV02Z,0.4813204166666667,0.134765625,0.0,600000,512,-1.89819,97.38312
P4_HT_PO,0.47718104166666664,0.568359375,0.0,600000,512,0.05423,85.17798
P1_B4005,0.47412333333333334,0.59375,0.40625,600000,512,0.0,100.0
P4_ST_PT01,0.42286749999999995,0.0,0.0,600000,512,9916.0,10330.0
P1_PIT02,0.405535,0.06640625,0.001953125,600000,512,0.17029,2.34695
P4_HT_LD,0.38876958333333334,0.72265625,0.001953125,600000,512,-0.00723,83.10184
P4_HT_FD,0.3790545833333333,0.0,0.0,600000,512,-0.02496,0.0293
P4_ST_TT01,0.360623125,0.001953125,0.0,600000,512,27530.0,27629.0
P3_PIT01,0.2977741666666667,0.00390625,0.001953125,600000,512,-24.0,3871.0
P1_B2004,0.22622895833333334,0.017578125,0.0,600000,512,0.02978,0.10196
P3_LCV01D,0.22572895833333334,0.228515625,0.001953125,600000,512,-288.0,18416.0
P3_FIT01,0.18856375,0.001953125,0.0,600000,512,-27.0,5421.0
P1_B3005,0.17442020833333333,0.0,0.001953125,600000,512,894.71869,1121.94116
P1_B3004,0.14051208333333332,0.009765625,0.0,600000,512,369.75601,447.63004
P2_SIT01,0.13476791666666665,0.0,0.0,600000,512,752.0,826.0
P3_LCP01D,0.13422145833333332,0.029296875,0.0,600000,512,-8.0,13816.0
P1_FCV03Z,0.10410729166666667,0.0,0.0,600000,512,46.35773,73.0835
P1_LCV01Z,0.09569979166666667,0.095703125,0.0,600000,512,0.28381,23.72894
P1_PCV01D,0.08203125,0.0,0.083984375,600000,512,24.99937,100.0
P1_B4022,0.07836791666666665,0.001953125,0.001953125,600000,512,34.20232,38.65093
P2_SIT02,0.07525937500000002,0.0,0.0,600000,512,751.53876,825.68994
P1_FT03Z,0.07095687499999997,0.0,0.0,600000,512,867.38,1136.07874
P1_FT03,0.07039374999999998,0.0,0.0,600000,512,187.88596,326.00403
P1_FCV03D,0.06930249999999999,0.0,0.0,600000,512,45.96558,71.82662
P1_PCV01Z,0.06755708333333332,0.001953125,0.005859375,600000,512,25.53711,100.0
P1_FT02,0.06438541666666664,0.001953125,0.001953125,600000,512,4.80653,2006.56897
P1_B400B,0.06315145833333335,0.001953125,0.001953125,600000,512,25.02598,2857.54565
P1_FT02Z,0.0630914583333333,0.001953125,0.001953125,600000,512,25.02598,2857.54565
P1_FT01Z,0.055490625000000016,0.001953125,0.0,600000,512,0.0,1181.04492
P1_FT01,0.05535958333333335,0.001953125,0.0,600000,512,-15.60213,352.89764
P1_LCV01D,0.05142875000000002,0.001953125,0.0,600000,512,2.12251,24.58632
P1_TIT02,0.05030333333333337,0.001953125,0.001953125,600000,512,34.97925,40.4419
P2_VXT03,0.046704791666666634,0.001953125,0.001953125,600000,512,-2.1603,0.2445
P2_24Vdc,0.038648333333333285,0.001953125,0.001953125,600000,512,28.01254,28.04642
P1_TIT01,0.03647541666666665,0.01171875,0.001953125,600000,512,34.68933,36.94763
P1_PIT01,0.03585666666666665,0.0,0.001953125,600000,512,0.9317,2.39578
P2_CO_rpm,0.03242437499999995,0.0,0.0,600000,512,53975.0,54185.0
P1_LIT01,0.031228541666666665,0.001953125,0.001953125,600000,512,355.98859,459.44928
P2_VYT03,0.030359791666666663,0.001953125,0.001953125,600000,512,4.5149,7.3006
P4_ST_FD,0.028957083333333355,0.001953125,0.001953125,600000,512,-0.05244,0.05035
P2_VXT02,0.026919374999999968,0.001953125,0.001953125,600000,512,-4.4009,-1.7734
P2_VYT02,0.02145166666666666,0.001953125,0.001953125,600000,512,2.4162,5.156
P2_HILout,0.016215208333333342,0.001953125,0.001953125,600000,512,653.75977,775.1648
P2_VT01,0.0104625,0.001953125,0.001953125,600000,512,11.76047,12.06294
P1_B2016,0.009429791666666687,0.001953125,0.001953125,600000,512,0.94729,2.0523
P3_LIT01,0.00892770833333334,0.0,0.001953125,600000,512,5084.0,19730.0
P4_ST_GOV,0.004135416666666614,0.001953125,0.001953125,600000,512,12625.0,26927.0
P4_ST_PO,0.004044791666666714,0.001953125,0.001953125,600000,512,233.56122,498.86066
P4_ST_LD,0.003954791666666679,0.001953125,0.001953125,600000,512,229.87201,499.62018
P4_LD,0.00338583333333331,0.001953125,0.001953125,600000,512,231.13788,499.76489
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
P4_ST_PT01,0.4924841666666666,0.0,0.0026041666666666665,600000,384,9916.0,10330.0
P3_LCV01D,0.45815083333333334,0.4609375,0.0026041666666666665,600000,384,-288.0,18416.0
P1_B4005,0.42708333333333337,0.1796875,0.4296875,600000,384,0.0,100.0
P1_PCV02Z,0.41346249999999996,0.0,0.0,600000,384,11.76605,12.04071
P4_ST_TT01,0.40832333333333337,0.0026041666666666665,0.0,600000,384,27530.0,27629.0
P1_B4002,0.3742658333333333,0.03125,0.03125,600000,384,31.41343,33.6555
P4_HT_LD,0.33388666666666666,0.3463541666666667,0.0,600000,384,-0.00723,83.10184
P4_HT_FD,0.2657733333333333,0.0,0.0,600000,384,-0.02496,0.0293
P3_PIT01,0.251845,0.0026041666666666665,0.0026041666666666665,600000,384,-24.0,3871.0
P1_B2004,0.1847441666666667,0.0026041666666666665,0.015625,600000,384,0.02978,0.10196
P1_B3005,0.18418583333333333,0.013020833333333334,0.010416666666666666,600000,384,894.71869,1121.94116
P1_TIT01,0.16439749999999997,0.0026041666666666665,0.0026041666666666665,600000,384,34.68933,36.94763
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_FT02Z,0.14047833333333334,0.0078125,0.0026041666666666665,600000,384,25.02598,2857.54565
P2_SIT01,0.13867416666666665,0.0,0.0,600000,384,752.0,826.0
P1_B3004,0.13400166666666669,0.010416666666666666,0.010416666666666666,600000,384,369.75601,447.63004
P1_B400B,0.13062416666666665,0.0026041666666666665,0.0026041666666666665,600000,384,25.02598,2857.54565
P3_FIT01,0.11403833333333332,0.005208333333333333,0.0,600000,384,-27.0,5421.0
P4_HT_PO,0.111865,0.07291666666666667,0.0,600000,384,0.05423,85.17798
P1_FT02,0.09471416666666665,0.0026041666666666665,0.0026041666666666665,600000,384,4.80653,2006.56897
P1_LCV01Z,0.08522916666666669,0.0078125,0.0,600000,384,0.28381,23.72894
P1_FCV03Z,0.08152083333333332,0.0,0.0,600000,384,46.35773,73.0835
P1_PCV01D,0.07552083333333337,0.0,0.07552083333333333,600000,384,24.99937,100.0
P2_SIT02,0.07539333333333337,0.0,0.0,600000,384,751.53876,825.68994
P1_FT03,0.07067499999999999,0.0,0.0,600000,384,187.88596,326.00403
P1_FCV03D,0.06918583333333334,0.0,0.0,600000,384,45.96558,71.82662
P1_PCV01Z,0.060832499999999956,0.0,0.010416666666666666,600000,384,25.53711,100.0
P1_FT01,0.0566483333333333,0.0026041666666666665,0.0,600000,384,-15.60213,352.89764
P1_FT01Z,0.05532500000000001,0.0026041666666666665,0.0,600000,384,0.0,1181.04492
P1_LCV01D,0.051529999999999965,0.0026041666666666665,0.0,600000,384,2.12251,24.58632
P1_FT03Z,0.05117333333333329,0.0,0.0,600000,384,867.38,1136.07874
P2_VXT03,0.04682249999999999,0.0026041666666666665,0.0026041666666666665,600000,384,-2.1603,0.2445
P1_TIT02,0.044837499999999975,0.0026041666666666665,0.0,600000,384,34.97925,40.4419
P1_B4022,0.044090000000000074,0.0,0.0,600000,384,34.20232,38.65093
P2_24Vdc,0.04159166666666669,0.0,0.0,600000,384,28.01254,28.04642
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_HILout,0.032365833333333316,0.0,0.0,600000,384,653.75977,775.1648
P2_VYT03,0.030539166666666673,0.0026041666666666665,0.0026041666666666665,600000,384,4.5149,7.3006
P4_ST_FD,0.02765500000000004,0.0026041666666666665,0.0026041666666666665,600000,384,-0.05244,0.05035
P2_VXT02,0.02734666666666663,0.0026041666666666665,0.0026041666666666665,600000,384,-4.4009,-1.7734
P1_PIT01,0.026545833333333338,0.0,0.0026041666666666665,600000,384,0.9317,2.39578
P2_VYT02,0.021624166666666667,0.0026041666666666665,0.0026041666666666665,600000,384,2.4162,5.156
P2_VT01,0.010640833333333335,0.0026041666666666665,0.0026041666666666665,600000,384,11.76047,12.06294
P1_B2016,0.009901666666666642,0.0026041666666666665,0.0026041666666666665,600000,384,0.94729,2.0523
P3_LIT01,0.009228333333333338,0.0,0.0026041666666666665,600000,384,5084.0,19730.0
P4_ST_PO,0.004804999999999948,0.0026041666666666665,0.0026041666666666665,600000,384,233.56122,498.86066
P4_ST_LD,0.004610833333333342,0.0026041666666666665,0.0026041666666666665,600000,384,229.87201,499.62018
P4_ST_GOV,0.00450583333333332,0.0026041666666666665,0.0026041666666666665,600000,384,12625.0,26927.0
P4_LD,0.0033483333333333143,0.0026041666666666665,0.0026041666666666665,600000,384,231.13788,499.76489
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 512 384 763.19324 763.19324
3 P1_B4002 P1_PIT02 0.9767216666666667 0.8005475000000001 1.0 0.1953125 0.0 0.0026041666666666665 600000 512 384 31.41343 0.17029 33.6555 2.34695
4 P1_PCV02Z P4_ST_PT01 0.48302187500000004 0.4924841666666666 0.16015625 0.0 0.001953125 0.0026041666666666665 600000 512 384 11.76605 9916.0 12.04071 10330.0
5 P1_FCV02Z P3_LCV01D 0.4813204166666667 0.45815083333333334 0.134765625 0.4609375 0.0 0.0026041666666666665 600000 512 384 -1.89819 -288.0 97.38312 18416.0
6 P4_HT_PO P1_B4005 0.47718104166666664 0.42708333333333337 0.568359375 0.1796875 0.0 0.4296875 600000 512 384 0.05423 0.0 85.17798 100.0
7 P1_B4005 P1_PCV02Z 0.47412333333333334 0.41346249999999996 0.59375 0.0 0.40625 0.0 600000 512 384 0.0 11.76605 100.0 12.04071
8 P4_ST_PT01 P4_ST_TT01 0.42286749999999995 0.40832333333333337 0.0 0.0026041666666666665 0.0 600000 512 384 9916.0 27530.0 10330.0 27629.0
9 P1_PIT02 P1_B4002 0.405535 0.3742658333333333 0.06640625 0.03125 0.001953125 0.03125 600000 512 384 0.17029 31.41343 2.34695 33.6555
10 P4_HT_LD 0.38876958333333334 0.33388666666666666 0.72265625 0.3463541666666667 0.001953125 0.0 600000 512 384 -0.00723 83.10184
11 P4_HT_FD 0.3790545833333333 0.2657733333333333 0.0 0.0 600000 512 384 -0.02496 0.0293
12 P4_ST_TT01 P3_PIT01 0.360623125 0.251845 0.001953125 0.0026041666666666665 0.0 0.0026041666666666665 600000 512 384 27530.0 -24.0 27629.0 3871.0
13 P3_PIT01 P1_B2004 0.2977741666666667 0.1847441666666667 0.00390625 0.0026041666666666665 0.001953125 0.015625 600000 512 384 -24.0 0.02978 3871.0 0.10196
14 P1_B2004 P1_B3005 0.22622895833333334 0.18418583333333333 0.017578125 0.013020833333333334 0.0 0.010416666666666666 600000 512 384 0.02978 894.71869 0.10196 1121.94116
15 P3_LCV01D P1_TIT01 0.22572895833333334 0.16439749999999997 0.228515625 0.0026041666666666665 0.001953125 0.0026041666666666665 600000 512 384 -288.0 34.68933 18416.0 36.94763
16 P3_FIT01 P3_LCP01D 0.18856375 0.16091416666666666 0.001953125 0.0026041666666666665 0.0 0.0026041666666666665 600000 512 384 -27.0 -8.0 5421.0 13816.0
17 P1_B3005 P1_FCV02Z 0.17442020833333333 0.15279416666666668 0.0 0.001953125 0.005208333333333333 600000 512 384 894.71869 -1.89819 1121.94116 97.38312
18 P1_B3004 P1_FT02Z 0.14051208333333332 0.14047833333333334 0.009765625 0.0078125 0.0 0.0026041666666666665 600000 512 384 369.75601 25.02598 447.63004 2857.54565
19 P2_SIT01 0.13476791666666665 0.13867416666666665 0.0 0.0 600000 512 384 752.0 826.0
20 P3_LCP01D P1_B3004 0.13422145833333332 0.13400166666666669 0.029296875 0.010416666666666666 0.0 0.010416666666666666 600000 512 384 -8.0 369.75601 13816.0 447.63004
21 P1_FCV03Z P1_B400B 0.10410729166666667 0.13062416666666665 0.0 0.0026041666666666665 0.0 0.0026041666666666665 600000 512 384 46.35773 25.02598 73.0835 2857.54565
22 P1_LCV01Z P3_FIT01 0.09569979166666667 0.11403833333333332 0.095703125 0.005208333333333333 0.0 600000 512 384 0.28381 -27.0 23.72894 5421.0
23 P1_PCV01D P4_HT_PO 0.08203125 0.111865 0.0 0.07291666666666667 0.083984375 0.0 600000 512 384 24.99937 0.05423 100.0 85.17798
24 P1_B4022 P1_FT02 0.07836791666666665 0.09471416666666665 0.001953125 0.0026041666666666665 0.001953125 0.0026041666666666665 600000 512 384 34.20232 4.80653 38.65093 2006.56897
25 P2_SIT02 P1_LCV01Z 0.07525937500000002 0.08522916666666669 0.0 0.0078125 0.0 600000 512 384 751.53876 0.28381 825.68994 23.72894
26 P1_FT03Z P1_FCV03Z 0.07095687499999997 0.08152083333333332 0.0 0.0 600000 512 384 867.38 46.35773 1136.07874 73.0835
27 P1_FT03 P1_PCV01D 0.07039374999999998 0.07552083333333337 0.0 0.0 0.07552083333333333 600000 512 384 187.88596 24.99937 326.00403 100.0
28 P1_FCV03D P2_SIT02 0.06930249999999999 0.07539333333333337 0.0 0.0 600000 512 384 45.96558 751.53876 71.82662 825.68994
29 P1_PCV01Z P1_FT03 0.06755708333333332 0.07067499999999999 0.001953125 0.0 0.005859375 0.0 600000 512 384 25.53711 187.88596 100.0 326.00403
30 P1_FT02 P1_FCV03D 0.06438541666666664 0.06918583333333334 0.001953125 0.0 0.001953125 0.0 600000 512 384 4.80653 45.96558 2006.56897 71.82662
31 P1_B400B P1_PCV01Z 0.06315145833333335 0.060832499999999956 0.001953125 0.0 0.001953125 0.010416666666666666 600000 512 384 25.02598 25.53711 2857.54565 100.0
32 P1_FT02Z P1_FT01 0.0630914583333333 0.0566483333333333 0.001953125 0.0026041666666666665 0.001953125 0.0 600000 512 384 25.02598 -15.60213 2857.54565 352.89764
33 P1_FT01Z 0.055490625000000016 0.05532500000000001 0.001953125 0.0026041666666666665 0.0 600000 512 384 0.0 1181.04492
34 P1_FT01 P1_LCV01D 0.05535958333333335 0.051529999999999965 0.001953125 0.0026041666666666665 0.0 600000 512 384 -15.60213 2.12251 352.89764 24.58632
35 P1_LCV01D P1_FT03Z 0.05142875000000002 0.05117333333333329 0.001953125 0.0 0.0 600000 512 384 2.12251 867.38 24.58632 1136.07874
36 P1_TIT02 P2_VXT03 0.05030333333333337 0.04682249999999999 0.001953125 0.0026041666666666665 0.001953125 0.0026041666666666665 600000 512 384 34.97925 -2.1603 40.4419 0.2445
37 P2_VXT03 P1_TIT02 0.046704791666666634 0.044837499999999975 0.001953125 0.0026041666666666665 0.001953125 0.0 600000 512 384 -2.1603 34.97925 0.2445 40.4419
38 P2_24Vdc P1_B4022 0.038648333333333285 0.044090000000000074 0.001953125 0.0 0.001953125 0.0 600000 512 384 28.01254 34.20232 28.04642 38.65093
39 P1_TIT01 P2_24Vdc 0.03647541666666665 0.04159166666666669 0.01171875 0.0 0.001953125 0.0 600000 512 384 34.68933 28.01254 36.94763 28.04642
40 P1_PIT01 P1_LIT01 0.03585666666666665 0.035651666666666665 0.0 0.0026041666666666665 0.001953125 0.0026041666666666665 600000 512 384 0.9317 355.98859 2.39578 459.44928
41 P2_CO_rpm 0.03242437499999995 0.03524333333333329 0.0 0.0 600000 512 384 53975.0 54185.0
42 P1_LIT01 P2_HILout 0.031228541666666665 0.032365833333333316 0.001953125 0.0 0.001953125 0.0 600000 512 384 355.98859 653.75977 459.44928 775.1648
43 P2_VYT03 0.030359791666666663 0.030539166666666673 0.001953125 0.0026041666666666665 0.001953125 0.0026041666666666665 600000 512 384 4.5149 7.3006
44 P4_ST_FD 0.028957083333333355 0.02765500000000004 0.001953125 0.0026041666666666665 0.001953125 0.0026041666666666665 600000 512 384 -0.05244 0.05035
45 P2_VXT02 0.026919374999999968 0.02734666666666663 0.001953125 0.0026041666666666665 0.001953125 0.0026041666666666665 600000 512 384 -4.4009 -1.7734
46 P2_VYT02 P1_PIT01 0.02145166666666666 0.026545833333333338 0.001953125 0.0 0.001953125 0.0026041666666666665 600000 512 384 2.4162 0.9317 5.156 2.39578
47 P2_HILout P2_VYT02 0.016215208333333342 0.021624166666666667 0.001953125 0.0026041666666666665 0.001953125 0.0026041666666666665 600000 512 384 653.75977 2.4162 775.1648 5.156
48 P2_VT01 0.0104625 0.010640833333333335 0.001953125 0.0026041666666666665 0.001953125 0.0026041666666666665 600000 512 384 11.76047 12.06294
49 P1_B2016 0.009429791666666687 0.009901666666666642 0.001953125 0.0026041666666666665 0.001953125 0.0026041666666666665 600000 512 384 0.94729 2.0523
50 P3_LIT01 0.00892770833333334 0.009228333333333338 0.0 0.001953125 0.0026041666666666665 600000 512 384 5084.0 19730.0
51 P4_ST_GOV P4_ST_PO 0.004135416666666614 0.004804999999999948 0.001953125 0.0026041666666666665 0.001953125 0.0026041666666666665 600000 512 384 12625.0 233.56122 26927.0 498.86066
52 P4_ST_PO P4_ST_LD 0.004044791666666714 0.004610833333333342 0.001953125 0.0026041666666666665 0.001953125 0.0026041666666666665 600000 512 384 233.56122 229.87201 498.86066 499.62018
53 P4_ST_LD P4_ST_GOV 0.003954791666666679 0.00450583333333332 0.001953125 0.0026041666666666665 0.001953125 0.0026041666666666665 600000 512 384 229.87201 12625.0 499.62018 26927.0
54 P4_LD 0.00338583333333331 0.0033483333333333143 0.001953125 0.0026041666666666665 0.001953125 0.0026041666666666665 600000 512 384 231.13788 499.76489