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| \n", - " | Model Types | \n", - "Train R2 | \n", - "Train MAE | \n", - "Train MAPE | \n", - "Train RMSE | \n", - "Train RMSPE | \n", - "Test R2 | \n", - "Test MAE | \n", - "Test MAPE | \n", - "Test RMSE | \n", - "Test RMSPE | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|
| 26 | \n", - "FNN | \n", - "0.990508 | \n", - "94.516480 | \n", - "6.649731 | \n", - "141.619037 | \n", - "10.694737 | \n", - "0.984016 | \n", - "112.056938 | \n", - "7.155676 | \n", - "168.414268 | \n", - "9.765656 | \n", - "
| 29 | \n", - "FNN | \n", - "0.981713 | \n", - "130.973074 | \n", - "11.190134 | \n", - "196.569625 | \n", - "19.033209 | \n", - "0.980012 | \n", - "133.205079 | \n", - "10.444191 | \n", - "188.331572 | \n", - "16.682770 | \n", - "
| 28 | \n", - "FNN | \n", - "0.981788 | \n", - "123.758863 | \n", - "9.232552 | \n", - "196.167621 | \n", - "15.062968 | \n", - "0.978672 | \n", - "129.940655 | \n", - "8.839379 | \n", - "194.544377 | \n", - "12.666816 | \n", - "
| 30 | \n", - "FNN | \n", - "0.980160 | \n", - "137.554895 | \n", - "10.049621 | \n", - "204.747434 | \n", - "17.117261 | \n", - "0.976495 | \n", - "146.234950 | \n", - "9.795921 | \n", - "204.231296 | \n", - "13.868115 | \n", - "
| 27 | \n", - "FNN | \n", - "0.983183 | \n", - "112.064923 | \n", - "7.608649 | \n", - "188.505708 | \n", - "12.652984 | \n", - "0.976474 | \n", - "125.963180 | \n", - "7.825601 | \n", - "204.320630 | \n", - "11.469703 | \n", - "
| 16 | \n", - "RF | \n", - "0.993368 | \n", - "65.585293 | \n", - "4.510185 | \n", - "118.381224 | \n", - "7.187412 | \n", - "0.972953 | \n", - "153.625124 | \n", - "10.616529 | \n", - "219.079658 | \n", - "14.802359 | \n", - "
| 20 | \n", - "RF | \n", - "0.987236 | \n", - "81.077412 | \n", - "5.414823 | \n", - "164.227892 | \n", - "8.852843 | \n", - "0.969859 | \n", - "159.234441 | \n", - "10.801584 | \n", - "231.269415 | \n", - "14.995095 | \n", - "
| 17 | \n", - "RF | \n", - "0.986148 | \n", - "91.061165 | \n", - "6.335240 | \n", - "171.081482 | \n", - "10.739503 | \n", - "0.968772 | \n", - "161.034753 | \n", - "11.308920 | \n", - "235.404268 | \n", - "15.945121 | \n", - "
| 19 | \n", - "RF | \n", - "0.984688 | \n", - "94.123667 | \n", - "6.631856 | \n", - "179.871080 | \n", - "11.169824 | \n", - "0.961154 | \n", - "174.426685 | \n", - "12.140031 | \n", - "262.551185 | \n", - "17.195610 | \n", - "
| 18 | \n", - "RF | \n", - "0.984847 | \n", - "96.270814 | \n", - "6.930750 | \n", - "178.937088 | \n", - "12.111184 | \n", - "0.959509 | \n", - "177.228360 | \n", - "12.392103 | \n", - "268.052022 | \n", - "17.778772 | \n", - "
| 21 | \n", - "KN | \n", - "1.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.933615 | \n", - "215.336825 | \n", - "13.840165 | \n", - "343.222384 | \n", - "20.584267 | \n", - "
| 22 | \n", - "KN | \n", - "1.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.933615 | \n", - "215.336825 | \n", - "13.840165 | \n", - "343.222384 | \n", - "20.584267 | \n", - "
| 24 | \n", - "KN | \n", - "0.967781 | \n", - "154.904106 | \n", - "9.857600 | \n", - "260.917217 | \n", - "14.309083 | \n", - "0.931029 | \n", - "223.432334 | \n", - "14.515832 | \n", - "349.843983 | \n", - "22.164982 | \n", - "
| 25 | \n", - "KN | \n", - "0.967781 | \n", - "154.904106 | \n", - "9.857600 | \n", - "260.917217 | \n", - "14.309083 | \n", - "0.931029 | \n", - "223.432334 | \n", - "14.515832 | \n", - "349.843983 | \n", - "22.164982 | \n", - "
| 14 | \n", - "DT | \n", - "0.989358 | \n", - "82.580507 | \n", - "5.293493 | \n", - "149.951876 | \n", - "7.964006 | \n", - "0.923636 | \n", - "254.440601 | \n", - "17.471253 | \n", - "368.117166 | \n", - "25.283433 | \n", - "
| 13 | \n", - "DT | \n", - "0.973614 | \n", - "130.161606 | \n", - "8.147538 | \n", - "236.122261 | \n", - "11.623378 | \n", - "0.922344 | \n", - "261.998800 | \n", - "17.658795 | \n", - "371.217626 | \n", - "24.205510 | \n", - "
| 11 | \n", - "DT | \n", - "0.974340 | \n", - "117.200649 | \n", - "7.370938 | \n", - "232.849637 | \n", - "10.797160 | \n", - "0.922214 | \n", - "261.855286 | \n", - "17.658778 | \n", - "371.529430 | \n", - "24.188682 | \n", - "
| 23 | \n", - "KN | \n", - "1.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.921545 | \n", - "227.629803 | \n", - "14.753816 | \n", - "373.122665 | \n", - "21.699285 | \n", - "
| 12 | \n", - "DT | \n", - "0.960467 | \n", - "156.372291 | \n", - "9.907215 | \n", - "289.020105 | \n", - "14.289249 | \n", - "0.918241 | \n", - "267.786020 | \n", - "18.265848 | \n", - "380.899293 | \n", - "24.892493 | \n", - "
| 15 | \n", - "DT | \n", - "0.966189 | \n", - "145.913486 | \n", - "9.179704 | \n", - "267.284736 | \n", - "13.291821 | \n", - "0.917124 | \n", - "269.810126 | \n", - "18.446146 | \n", - "383.491269 | \n", - "25.067672 | \n", - "
| 10 | \n", - "SVM | \n", - "0.806954 | \n", - "542.860286 | \n", - "60.626177 | \n", - "638.673390 | \n", - "103.960390 | \n", - "0.821172 | \n", - "473.896169 | \n", - "45.830185 | \n", - "563.324304 | \n", - "72.300791 | \n", - "
| 9 | \n", - "SVM | \n", - "0.806954 | \n", - "542.860286 | \n", - "60.626177 | \n", - "638.673390 | \n", - "103.960390 | \n", - "0.821172 | \n", - "473.896169 | \n", - "45.830185 | \n", - "563.324304 | \n", - "72.300791 | \n", - "
| 8 | \n", - "SVM | \n", - "0.806954 | \n", - "542.860286 | \n", - "60.626177 | \n", - "638.673390 | \n", - "103.960390 | \n", - "0.821172 | \n", - "473.896169 | \n", - "45.830185 | \n", - "563.324304 | \n", - "72.300791 | \n", - "
| 7 | \n", - "SVM | \n", - "0.806954 | \n", - "542.860286 | \n", - "60.626177 | \n", - "638.673390 | \n", - "103.960390 | \n", - "0.821172 | \n", - "473.896169 | \n", - "45.830185 | \n", - "563.324304 | \n", - "72.300791 | \n", - "
| 6 | \n", - "SVM | \n", - "0.806954 | \n", - "542.860286 | \n", - "60.626177 | \n", - "638.673390 | \n", - "103.960390 | \n", - "0.821172 | \n", - "473.896169 | \n", - "45.830185 | \n", - "563.324304 | \n", - "72.300791 | \n", - "
| 0 | \n", - "Linear | \n", - "0.700590 | \n", - "567.152874 | \n", - "57.689799 | \n", - "795.392588 | \n", - "122.844808 | \n", - "0.702795 | \n", - "512.110104 | \n", - "44.459503 | \n", - "726.221750 | \n", - "74.579545 | \n", - "
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| 4 | \n", - "Lasso | \n", - "0.699842 | \n", - "562.554779 | \n", - "55.789611 | \n", - "796.384942 | \n", - "116.880006 | \n", - "0.701535 | \n", - "507.347537 | \n", - "43.119137 | \n", - "727.759704 | \n", - "71.801809 | \n", - "
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| \n", - " | Model Types | \n", - "Train R2 | \n", - "Train MAE | \n", - "Train MAPE | \n", - "Train RMSE | \n", - "Train RMSPE | \n", - "Test R2 | \n", - "Test MAE | \n", - "Test MAPE | \n", - "Test RMSE | \n", - "Test RMSPE | \n", - "
|---|---|---|---|---|---|---|---|---|---|---|---|
| 20 | \n", - "RF | \n", - "0.997154 | \n", - "4.986508 | \n", - "0.386106 | \n", - "8.052169 | \n", - "0.631222 | \n", - "0.994233 | \n", - "7.923253 | \n", - "0.616351 | \n", - "11.824369 | \n", - "0.918915 | \n", - "
| 18 | \n", - "RF | \n", - "0.997033 | \n", - "5.139566 | \n", - "0.397534 | \n", - "8.221685 | \n", - "0.642415 | \n", - "0.994039 | \n", - "8.098878 | \n", - "0.630486 | \n", - "12.021820 | \n", - "0.936141 | \n", - "
| 17 | \n", - "RF | \n", - "0.998024 | \n", - "4.427935 | \n", - "0.342536 | \n", - "6.709407 | \n", - "0.533691 | \n", - "0.993746 | \n", - "8.205877 | \n", - "0.637626 | \n", - "12.314054 | \n", - "0.956969 | \n", - "
| 19 | \n", - "RF | \n", - "0.997136 | \n", - "5.263513 | \n", - "0.406251 | \n", - "8.077905 | \n", - "0.635408 | \n", - "0.993728 | \n", - "8.350372 | \n", - "0.647859 | \n", - "12.331529 | \n", - "0.954462 | \n", - "
| 16 | \n", - "RF | \n", - "0.998684 | \n", - "3.552243 | \n", - "0.275988 | \n", - "5.476834 | \n", - "0.438886 | \n", - "0.993029 | \n", - "8.551964 | \n", - "0.666155 | \n", - "13.000574 | \n", - "1.011017 | \n", - "
| 14 | \n", - "DT | \n", - "0.993846 | \n", - "8.446816 | \n", - "0.650752 | \n", - "11.841301 | \n", - "0.915109 | \n", - "0.985220 | \n", - "12.827502 | \n", - "1.009586 | \n", - "18.930021 | \n", - "1.501253 | \n", - "
| 13 | \n", - "DT | \n", - "0.993846 | \n", - "8.446816 | \n", - "0.650752 | \n", - "11.841301 | \n", - "0.915109 | \n", - "0.985220 | \n", - "12.827502 | \n", - "1.009586 | \n", - "18.930021 | \n", - "1.501253 | \n", - "
| 15 | \n", - "DT | \n", - "0.996577 | \n", - "6.133811 | \n", - "0.476671 | \n", - "8.831676 | \n", - "0.699559 | \n", - "0.984935 | \n", - "12.667243 | \n", - "0.999214 | \n", - "19.111302 | \n", - "1.520477 | \n", - "
| 11 | \n", - "DT | \n", - "0.995777 | \n", - "6.739139 | \n", - "0.520000 | \n", - "9.808999 | \n", - "0.759180 | \n", - "0.984636 | \n", - "12.876282 | \n", - "1.016210 | \n", - "19.300072 | \n", - "1.535464 | \n", - "
| 12 | \n", - "DT | \n", - "0.994587 | \n", - "7.802882 | \n", - "0.601207 | \n", - "11.106283 | \n", - "0.863034 | \n", - "0.984309 | \n", - "13.410189 | \n", - "1.055767 | \n", - "19.504322 | \n", - "1.550309 | \n", - "
| 28 | \n", - "FNN | \n", - "0.990703 | \n", - "4.107766 | \n", - "0.322267 | \n", - "14.554742 | \n", - "1.100226 | \n", - "0.974040 | \n", - "7.219007 | \n", - "0.559021 | \n", - "25.087926 | \n", - "1.846443 | \n", - "
| 30 | \n", - "FNN | \n", - "0.989318 | \n", - "8.569111 | \n", - "0.674231 | \n", - "15.601300 | \n", - "1.283347 | \n", - "0.973228 | \n", - "11.522918 | \n", - "0.926079 | \n", - "25.476912 | \n", - "2.078072 | \n", - "
| 26 | \n", - "FNN | \n", - "0.984739 | \n", - "4.631119 | \n", - "0.358272 | \n", - "18.647505 | \n", - "1.472439 | \n", - "0.969190 | \n", - "7.493166 | \n", - "0.586952 | \n", - "27.330885 | \n", - "2.143828 | \n", - "
| 27 | \n", - "FNN | \n", - "0.981239 | \n", - "11.610469 | \n", - "0.900106 | \n", - "20.675833 | \n", - "1.634222 | \n", - "0.967317 | \n", - "14.332504 | \n", - "1.134863 | \n", - "28.149507 | \n", - "2.258070 | \n", - "
| 29 | \n", - "FNN | \n", - "0.940880 | \n", - "26.184468 | \n", - "1.958679 | \n", - "36.702944 | \n", - "2.808690 | \n", - "0.932436 | \n", - "28.152282 | \n", - "2.155911 | \n", - "40.473259 | \n", - "3.180488 | \n", - "
| 10 | \n", - "SVM | \n", - "0.895306 | \n", - "42.695727 | \n", - "3.314075 | \n", - "48.841919 | \n", - "3.815481 | \n", - "0.857033 | \n", - "50.145252 | \n", - "3.946441 | \n", - "58.874553 | \n", - "4.650346 | \n", - "
| 8 | \n", - "SVM | \n", - "0.895306 | \n", - "42.695727 | \n", - "3.314075 | \n", - "48.841919 | \n", - "3.815481 | \n", - "0.857033 | \n", - "50.145252 | \n", - "3.946441 | \n", - "58.874553 | \n", - "4.650346 | \n", - "
| 7 | \n", - "SVM | \n", - "0.895306 | \n", - "42.695727 | \n", - "3.314075 | \n", - "48.841919 | \n", - "3.815481 | \n", - "0.857033 | \n", - "50.145252 | \n", - "3.946441 | \n", - "58.874553 | \n", - "4.650346 | \n", - "
| 6 | \n", - "SVM | \n", - "0.895306 | \n", - "42.695727 | \n", - "3.314075 | \n", - "48.841919 | \n", - "3.815481 | \n", - "0.857033 | \n", - "50.145252 | \n", - "3.946441 | \n", - "58.874553 | \n", - "4.650346 | \n", - "
| 9 | \n", - "SVM | \n", - "0.895306 | \n", - "42.695727 | \n", - "3.314075 | \n", - "48.841919 | \n", - "3.815481 | \n", - "0.857033 | \n", - "50.145252 | \n", - "3.946441 | \n", - "58.874553 | \n", - "4.650346 | \n", - "
| 5 | \n", - "Lasso | \n", - "0.839945 | \n", - "52.227829 | \n", - "4.062700 | \n", - "60.390247 | \n", - "4.745456 | \n", - "0.850541 | \n", - "52.731179 | \n", - "4.168716 | \n", - "60.196391 | \n", - "4.797726 | \n", - "
| 4 | \n", - "Lasso | \n", - "0.839980 | \n", - "52.218883 | \n", - "4.062042 | \n", - "60.383614 | \n", - "4.744978 | \n", - "0.850534 | \n", - "52.729709 | \n", - "4.168467 | \n", - "60.197942 | \n", - "4.797652 | \n", - "
| 3 | \n", - "Lasso | \n", - "0.840101 | \n", - "52.185042 | \n", - "4.059570 | \n", - "60.360787 | \n", - "4.743353 | \n", - "0.850487 | \n", - "52.726402 | \n", - "4.167712 | \n", - "60.207380 | \n", - "4.797624 | \n", - "
| 2 | \n", - "Lasso | \n", - "0.840165 | \n", - "52.163806 | \n", - "4.058018 | \n", - "60.348782 | \n", - "4.742518 | \n", - "0.850443 | \n", - "52.726202 | \n", - "4.167401 | \n", - "60.216178 | \n", - "4.797823 | \n", - "
| 1 | \n", - "Lasso | \n", - "0.840206 | \n", - "52.148545 | \n", - "4.056897 | \n", - "60.340929 | \n", - "4.741985 | \n", - "0.850402 | \n", - "52.726049 | \n", - "4.167163 | \n", - "60.224350 | \n", - "4.798088 | \n", - "
| 0 | \n", - "Linear | \n", - "0.840331 | \n", - "52.061837 | \n", - "4.050545 | \n", - "60.317326 | \n", - "4.740691 | \n", - "0.849952 | \n", - "52.749655 | \n", - "4.167604 | \n", - "60.315047 | \n", - "4.802679 | \n", - "
| 21 | \n", - "KN | \n", - "1.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.765921 | \n", - "66.107932 | \n", - "5.263937 | \n", - "75.333995 | \n", - "6.082310 | \n", - "
| 24 | \n", - "KN | \n", - "1.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.762813 | \n", - "65.333817 | \n", - "5.200211 | \n", - "75.832477 | \n", - "6.125086 | \n", - "
| 23 | \n", - "KN | \n", - "1.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.762162 | \n", - "67.368345 | \n", - "5.362470 | \n", - "75.936563 | \n", - "6.129685 | \n", - "
| 22 | \n", - "KN | \n", - "1.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.762162 | \n", - "67.368345 | \n", - "5.362470 | \n", - "75.936563 | \n", - "6.129685 | \n", - "
| 25 | \n", - "KN | \n", - "1.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.000000 | \n", - "0.742511 | \n", - "64.803547 | \n", - "5.156468 | \n", - "79.011268 | \n", - "6.367217 | \n", - "
array([ 0, 1, 2, ..., 1997, 1998, 1999])
array(['rod_worth', 'beta', 'h_gap', 'gamma_frac'], dtype=object)
PandasIndex(RangeIndex(start=0, stop=2000, step=1, name='index'))
PandasIndex(Index(['rod_worth', 'beta', 'h_gap', 'gamma_frac'], dtype='object', name='variable'))
array([ 0, 1, 2, ..., 1997, 1998, 1999])
array(['max_power', 'burst_width', 'max_Tf', 'avg_Tcool'], dtype=object)
PandasIndex(RangeIndex(start=0, stop=2000, step=1, name='index'))
PandasIndex(Index(['max_power', 'burst_width', 'max_Tf', 'avg_Tcool'], dtype='object', name='variable'))