Feature Mutual Information with Target:
feature1: 0.0000
feature2: 0.0054
feature3: 0.0000
feature4: 0.6018
feature5: 0.0000
feature6: 0.0557
feature7: 0.0897
feature8: 0.1215
feature9: 0.0090
feature10: 0.0000
target: 0.0134
f_0_am: 0.0000
f_0_qm: 0.0021
f_0_log_mean: 0.0112
f_1_am: 0.0076
f_1_qm: 0.0000
f_1_log_mean: 0.0000
f_2_am: 0.0110
f_2_qm: 0.0000
f_2_log_mean: 0.0000
f_3_am: 0.0000
f_3_qm: 0.0000
f_3_log_mean: 0.0005
f_4_am: 0.0000
f_4_qm: 0.0000
f_4_log_mean: 0.0063
f_5_am: 0.0140
f_5_qm: 0.0118
f_5_log_mean: 0.0167
f_6_am: 0.0000
f_6_qm: 0.0000
f_6_log_mean: 0.0000
f_7_am: 0.0000
f_7_qm: 0.0040
f_7_log_mean: 0.0067
f_8_am: 0.0210
f_8_qm: 0.0027
f_8_log_mean: 0.0000
f_9_am: 0.0114
f_9_qm: 0.0000
f_9_log_mean: 0.0000
f_0_1_qm: 0.0000
f_0_1_lehmer4: 0.0000
f_0_1_lehmer3: 0.0000
f_0_2_qm: 0.0050
f_0_2_lehmer4: 0.0000
f_0_2_lehmer3: 0.0000
f_0_3_qm: 0.0000
f_0_3_lehmer4: 0.0017
f_0_3_lehmer3: 0.0095
f_0_4_qm: 0.0100
f_0_4_lehmer4: 0.0110
f_0_4_lehmer3: 0.0000
f_0_5_qm: 0.0037
f_0_5_lehmer4: 0.0000
f_0_5_lehmer3: 0.0000
f_0_6_qm: 0.0000
f_0_6_lehmer4: 0.0000
f_0_6_lehmer3: 0.0000
f_0_7_qm: 0.0000
f_0_7_lehmer4: 0.0000
f_0_7_lehmer3: 0.0174
f_0_8_qm: 0.0041
f_0_8_lehmer4: 0.0000
f_0_8_lehmer3: 0.0000
f_0_9_qm: 0.0349
f_0_9_lehmer4: 0.0000
f_0_9_lehmer3: 0.0000
f_1_2_qm: 0.0088
f_1_2_lehmer4: 0.0000
f_1_2_lehmer3: 0.0156
f_1_3_qm: 0.0000
f_1_3_lehmer4: 0.0000
f_1_3_lehmer3: 0.0000
f_1_4_qm: 0.0111
f_1_4_lehmer4: 0.0000
f_1_4_lehmer3: 0.0090
f_1_5_qm: 0.0000
f_1_5_lehmer4: 0.0000
f_1_5_lehmer3: 0.0000
f_1_6_qm: 0.0000
f_1_6_lehmer4: 0.0063
f_1_6_lehmer3: 0.0008
f_1_7_qm: 0.0000
f_1_7_lehmer4: 0.0000
f_1_7_lehmer3: 0.0082
f_1_8_qm: 0.0000
f_1_8_lehmer4: 0.0140
f_1_8_lehmer3: 0.0000
f_1_9_qm: 0.0093
f_1_9_lehmer4: 0.0000
f_1_9_lehmer3: 0.0000
f_2_3_qm: 0.0000
f_2_3_lehmer4: 0.0000
f_2_3_lehmer3: 0.0000
f_2_4_qm: 0.0000
f_2_4_rms: 0.0001
f_2_4_lehmer4: 0.0000
f_2_5_qm: 0.0019
f_2_5_lehmer4: 0.0000
f_2_5_lehmer3: 0.0108
f_2_6_qm: 0.0000
f_2_6_rms: 0.0035
f_2_6_lehmer4: 0.0000
f_2_7_qm: 0.0033
f_2_7_lehmer4: 0.0000
f_2_7_lehmer3: 0.0092
f_2_8_qm: 0.0000
f_2_8_rms: 0.0049
f_2_8_lehmer4: 0.0048
f_2_9_qm: 0.0000
f_2_9_rms: 0.0000
f_2_9_lehmer4: 0.0000
f_3_4_qm: 0.0000
f_3_4_lehmer4: 0.0000
f_3_4_lehmer3: 0.0000
f_3_5_qm: 0.0000
f_3_5_lehmer4: 0.0000
f_3_5_lehmer3: 0.0000
f_3_6_qm: 0.0000
f_3_6_lehmer4: 0.0000
f_3_6_lehmer3: 0.0000
f_3_7_qm: 0.0000
f_3_7_lehmer4: 0.0171
f_3_7_lehmer3: 0.0095
f_3_8_qm: 0.0002
f_3_8_lehmer4: 0.0000
f_3_8_lehmer3: 0.0079
f_3_9_qm: 0.0087
f_3_9_lehmer4: 0.0000
f_3_9_lehmer3: 0.0000
f_4_5_qm: 0.0135
f_4_5_lehmer4: 0.0141
f_4_5_lehmer3: 0.0000
f_4_6_qm: 0.0090
f_4_6_rms: 0.0119
f_4_6_lehmer4: 0.0013
f_4_7_qm: 0.0051
f_4_7_lehmer4: 0.0000
f_4_7_lehmer3: 0.0000
f_4_8_qm: 0.0004
f_4_8_rms: 0.0051
f_4_8_lehmer4: 0.0000
f_4_9_qm: 0.0000
f_4_9_rms: 0.0000
f_4_9_lehmer4: 0.0000
f_5_6_qm: 0.0000
f_5_6_lehmer4: 0.0000
f_5_6_lehmer3: 0.0000
f_5_7_qm: 0.0148
f_5_7_lehmer4: 0.0074
f_5_7_exp_mean: 0.0000
f_5_8_qm: 0.0095
f_5_8_lehmer4: 0.0051
f_5_8_lehmer3: 0.0063
f_5_9_qm: 0.0000
f_5_9_lehmer4: 0.0000
f_5_9_lehmer3: 0.0156
f_6_7_qm: 0.0000
f_6_7_lehmer4: 0.0000
f_6_7_lehmer3: 0.0000
f_6_8_qm: 0.0000
f_6_8_rms: 0.0039
f_6_8_lehmer4: 0.0046
f_6_9_qm: 0.0000
f_6_9_rms: 0.0000
f_6_9_lehmer4: 0.0000
f_7_8_qm: 0.0042
f_7_8_lehmer4: 0.0000
f_7_8_lehmer3: 0.0000
f_7_9_qm: 0.0081
f_7_9_lehmer4: 0.0028
f_7_9_lehmer3: 0.0000
f_8_9_qm: 0.0000
f_8_9_rms: 0.0046

Predictions DataFrame:
   feature1  feature2  feature3  feature4  feature5  feature6  feature7  feature8  feature9  feature10      target    f_0_am    f_0_qm  f_0_log_mean    f_1_am    f_1_qm  f_1_log_mean    f_2_am    f_2_qm  f_2_log_mean    f_3_am    f_3_qm  f_3_log_mean    f_4_am    f_4_qm  f_4_log_mean    f_5_am    f_5_qm  f_5_log_mean    f_6_am    f_6_qm  f_6_log_mean    f_7_am    f_7_qm  f_7_log_mean    f_8_am    f_8_qm  f_8_log_mean    f_9_am    f_9_qm  f_9_log_mean  f_0_1_qm  f_0_1_lehmer4  f_0_1_lehmer3  f_0_2_qm  f_0_2_lehmer4  f_0_2_lehmer3  f_0_3_qm  f_0_3_lehmer4  f_0_3_lehmer3  f_0_4_qm  f_0_4_lehmer4  f_0_4_lehmer3  f_0_5_qm  f_0_5_lehmer4  f_0_5_lehmer3  f_0_6_qm  f_0_6_lehmer4  f_0_6_lehmer3  f_0_7_qm  f_0_7_lehmer4  f_0_7_lehmer3  f_0_8_qm  f_0_8_lehmer4  f_0_8_lehmer3  f_0_9_qm  f_0_9_lehmer4  f_0_9_lehmer3  f_1_2_qm  f_1_2_lehmer4  f_1_2_lehmer3  f_1_3_qm  f_1_3_lehmer4  f_1_3_lehmer3  f_1_4_qm  f_1_4_lehmer4  f_1_4_lehmer3  f_1_5_qm  f_1_5_lehmer4  f_1_5_lehmer3  f_1_6_qm  f_1_6_lehmer4  f_1_6_lehmer3  f_1_7_qm  f_1_7_lehmer4  f_1_7_lehmer3  f_1_8_qm  f_1_8_lehmer4  f_1_8_lehmer3  f_1_9_qm  f_1_9_lehmer4  f_1_9_lehmer3  f_2_3_qm  f_2_3_lehmer4  f_2_3_lehmer3  f_2_4_qm  f_2_4_rms  f_2_4_lehmer4  f_2_5_qm  f_2_5_lehmer4  f_2_5_lehmer3  f_2_6_qm  f_2_6_rms  f_2_6_lehmer4  f_2_7_qm  f_2_7_lehmer4  f_2_7_lehmer3  f_2_8_qm  f_2_8_rms  f_2_8_lehmer4  f_2_9_qm  f_2_9_rms  f_2_9_lehmer4  f_3_4_qm  f_3_4_lehmer4  f_3_4_lehmer3  f_3_5_qm  f_3_5_lehmer4  f_3_5_lehmer3  f_3_6_qm  f_3_6_lehmer4  f_3_6_lehmer3  f_3_7_qm  f_3_7_lehmer4  f_3_7_lehmer3  f_3_8_qm  f_3_8_lehmer4  f_3_8_lehmer3  f_3_9_qm  f_3_9_lehmer4  f_3_9_lehmer3  f_4_5_qm  f_4_5_lehmer4  f_4_5_lehmer3  f_4_6_qm  f_4_6_rms  f_4_6_lehmer4  f_4_7_qm  f_4_7_lehmer4  f_4_7_lehmer3  f_4_8_qm  f_4_8_rms  f_4_8_lehmer4  f_4_9_qm  f_4_9_rms  f_4_9_lehmer4  f_5_6_qm  f_5_6_lehmer4  f_5_6_lehmer3  f_5_7_qm  f_5_7_lehmer4  f_5_7_exp_mean      f_5_8_qm  f_5_8_lehmer4  f_5_8_lehmer3      f_5_9_qm  f_5_9_lehmer4  f_5_9_lehmer3  f_6_7_qm  f_6_7_lehmer4  f_6_7_lehmer3  f_6_8_qm  f_6_8_rms  f_6_8_lehmer4  f_6_9_qm  f_6_9_rms  f_6_9_lehmer4  f_7_8_qm  f_7_8_lehmer4  f_7_8_lehmer3  f_7_9_qm  f_7_9_lehmer4  f_7_9_lehmer3  f_8_9_qm  f_8_9_rms  f_8_9_lehmer4  feature1_decision_tree_pearson_identity  feature1_decision_tree_spearman_identity  feature2_decision_tree_pearson_identity
0  1.262584  0.932591 -0.399636  0.224685 -1.760809  1.726964 -0.372833  0.722381 -1.525656  -1.418366  100.845305  1.262584 -0.295480     -0.692421 -1.406661 -2.872262      1.119575  1.340450 -0.622700     -0.213447  0.067518  0.572583      0.170416  0.097983 -0.055769     -1.382800 -1.119617  0.975545     -1.660961  0.243339  0.223239      1.133770 -0.186971  2.210523     -0.184902  0.628346  1.236093      0.592527  0.546734 -1.412304     -1.758739 -0.130143       0.447709      -0.202193  0.021272       0.424166      -1.059214 -1.295079       0.183360       0.656554  0.407052       0.751387      -1.230864  1.477530       0.404982      -0.208117  0.629629       1.812449      -0.503476  1.914031      -0.778305      -0.258905  0.142943      -0.276813      -0.744903  0.751933       0.321698      -0.281785  1.364140       0.474698      -1.555896 -0.291694      -1.142970       1.826010  0.346488      -0.808298      -0.645120  1.148446      -0.014452      -0.056946 -0.576892      -0.529053       0.029756  1.710613       0.223884      -1.103589 -0.309116       0.346504      -0.904317  0.881640      -0.351513      -0.805870  0.194090       0.895038      -0.530997 -1.430775   0.260322       1.496044  1.094192       1.050654       0.130741  0.852433   0.086144       0.507836 -0.773010       0.021312      -1.067533  0.673181  -0.385314      -1.197878 -0.968344  -0.224765      -1.987569  0.444603       0.296985      -0.051394 -0.370614       0.679598       0.196861  0.620672       1.628397      -1.763040  1.237816      -0.435486      -0.753418 -0.575818       0.852774       0.377300 -0.656894      -1.514847      -0.846961  0.774634       0.700310       1.139879  3.852731  -0.830950      -0.420984 -0.074446       0.444263       0.734878  0.760415   1.001046       2.145149  0.599929   1.380091       0.514439 -0.856084      -0.431620       2.010205 -0.810252      -0.196350        1.143754  5.425600e-01   7.011727e-01       1.271555  1.065480e+00       1.854093      -0.252354 -0.324831   2.720169e+00      -0.753736 -0.816936   0.551485      -1.022793  0.328762   0.026886  -5.640786e-01  0.853416      -0.437458       1.091507  1.696456      -0.987180       1.108704 -0.728003  -2.152891      -0.563725                               100.845305                                100.845305                               100.845305
1 -0.295480 -0.370011 -0.109610 -0.088363  1.598647 -0.436386  0.006422  0.546284  0.560919  -0.258796   -1.282804 -0.372207  1.031000      0.559790  1.846637 -0.595661      0.555604  0.010353 -0.185288      0.593101 -1.006017  0.169361      1.542110  1.296995 -1.724918      0.645376  1.305479 -0.082151     -0.020902  0.399688  1.735964     -1.304470 -1.012104 -0.576510      0.293072 -0.018709 -0.576771     -0.919424 -0.170185 -1.200296     -0.612437  0.357015       1.149273       0.586857  1.108183       0.170865      -1.179040 -0.107302      -1.044809       0.351448 -0.192361       0.081829      -0.445503 -1.592994       0.536510      -0.649278 -0.544383       0.173181       1.471170  0.732640       2.153182       0.812526 -0.180480      -0.026406      -0.037635 -0.651836       0.736844      -1.081057  0.799942       2.445752      -0.753965  1.213098      -0.362441      -0.763259 -0.756351       1.201214       1.310309 -0.095296      -1.803140       0.166452 -0.089736       1.000582       0.413435  1.593187       0.150419      -0.252568  2.143944       0.428817      -0.643518  0.690144       0.213197      -0.334775  0.565510      -0.981509      -0.530258 -0.989628   0.949554      -2.619745 -0.580523       0.259883       0.621572 -0.550305  -0.471932       0.822545  0.621810      -0.803675      -1.478522  1.179440  -0.535328       0.742095 -0.112328   1.873298       1.037540 -0.365322      -0.223463      -0.173072 -1.519370      -0.949399       0.338484 -1.377669      -0.650643       0.337603 -0.161286      -1.222128      -0.167122 -0.446183      -0.927353      -0.294950  0.064474      -0.172627      -0.450065  0.181866       1.615376      -0.612789  0.466430   0.381935       0.829406 -0.234153      -0.244157      -1.407512  1.031845  -0.082681      -0.482744  1.642015   0.276691       0.963376  1.382159      -0.246062       1.727543  1.633432      -0.003603        0.440014  1.022570e+00  -7.848983e-01      -0.712846 -1.556629e+00      -0.268531       0.681891 -2.362932  -7.859895e-01       0.975120 -0.935439  -0.808494      -0.392108  0.996048   0.996267  -1.801058e+00  0.048860      -0.602212       0.159856 -0.315269       0.191099       0.511203 -2.471645   2.573360      -0.483186                                -1.282804                                 -1.282804                                -1.282804
2 -0.692421 -1.320023  0.194607 -0.742471 -0.037037 -0.622649  1.695051  0.043602 -0.429302  -0.611769  -66.793627  1.098777  0.352055     -0.560181  1.173474  0.197600     -0.032695  1.529550 -1.801980      0.346448 -2.940389 -0.050238      0.068563 -0.551186 -0.114736      0.233216 -0.493001  0.122010     -0.909387 -2.896255 -1.710168     -0.024196 -0.333819  1.072507      0.754291 -0.026514  2.493000      1.409347 -1.334025  0.992042     -0.203580 -0.225776       0.856399       1.711708 -0.037222       0.497998      -0.185659 -1.563191       1.615583      -0.096713 -1.661520      -0.747212       0.207688 -0.349317      -0.055585       0.281191  0.609138      -2.848543       0.543360 -0.955540       2.075401      -0.214921  0.219150      -0.060661       0.674819  1.329153       1.775311      -0.922165  0.471468       0.217433      -0.059525  0.216459       1.148637       0.556230  1.532739       0.115026      -0.846357  1.702215      -1.435862       0.955142  1.392002       0.003046       1.538037 -1.224298       1.307143      -0.391649  0.395804      -1.867265       1.852278 -0.562467      -1.369803       0.171368  0.491919      -0.120381      -0.487911  0.035264  -1.438278      -0.477657 -0.677715      -0.857158       1.375707  0.917862  -1.351685       0.325796  0.560785       1.909417      -0.155677 -0.420645  -1.129052       0.815737 -0.681052  -0.168822      -0.692905  0.529693      -0.458884      -0.599375 -0.415288      -0.366824      -1.515744 -1.254289      -0.349258       1.676437 -0.138264       0.421921      -2.073390 -0.439731      -0.193659       1.374876 -2.153390      -0.815810       0.787085  0.507274       0.742127      -0.573700  1.187030   0.425458       1.881157  2.290943      -0.609783      -0.546859  1.049009   0.146793      -0.530869 -2.921350  -0.152470      -0.897254 -0.259547       0.357113       0.968645  0.536653       0.477041        2.231300 -4.294055e-01   1.772252e+00      -1.881849  1.135566e+00      -0.393339       0.677875 -1.129707   1.126565e+00      -1.668584  0.076852  -1.379618      -0.474904 -0.203674   0.924634   1.475356e+00 -0.978373       1.412221       0.579291 -2.039232       0.747910      -1.026515 -0.555477  -0.798297      -0.918652                               -66.793627                                -66.793627                               -66.793627
3 -1.406661 -0.725744  0.026091  0.517659 -0.755383 -0.624819 -1.279577 -1.840874 -0.611518   0.186767  -63.099788  0.899600 -0.034988     -0.990536  0.612774  0.018434     -0.464617 -1.570876  2.056207     -0.026521 -0.034712  0.919076      1.579572 -0.019638  0.028181      0.034083 -1.150994 -0.883857     -0.669073  0.078635  0.872321     -0.072010  0.298753 -0.809604      0.114228 -0.860413  0.066991     -0.039555 -1.053682  0.109395     -1.692957  2.319330      -1.294681      -1.627542 -0.646573      -2.038125      -0.562168  0.607897       0.267127       0.289169 -0.676392       1.392465      -0.773789 -0.989605       2.403416       1.632411 -2.025143       0.176442       0.057013  0.224092      -0.319054      -0.955123  0.753342       0.199060      -0.107030 -0.982487      -2.553921       0.087047  1.669905      -1.236951       0.377100 -0.025554       0.064280       0.208864 -0.727137       1.677701      -0.460639 -1.713135       0.331980       1.301741  0.614167      -0.447322      -0.269875 -1.347126       0.473238      -1.096275  1.266911       0.493318       0.168461  0.515035      -0.592394      -0.487606  1.886186      -0.240325      -0.248691 -0.452306   0.975198      -0.673491 -0.939335       0.652323      -1.067620 -0.459361   1.217159       0.285865 -1.615132       1.030283       0.235615  1.579213   1.189470      -1.110576  0.267050   1.513450       0.122670 -0.688150       0.013002       0.822060 -0.167118       2.170943       0.038003  0.302635       1.503398      -1.021233  1.384273      -0.120948      -0.254977 -1.280429      -2.151815       0.583928  0.619154      -1.836205      -0.825497 -0.535963       0.915402       0.296120 -1.421811  -1.556582      -0.787784 -0.701992      -0.998385       1.265708 -0.772825  -1.359856      -0.137449  0.577072   0.013929      -1.225766 -1.090399       0.725096      -1.000331  0.913585       0.895193       -0.018513  2.560297e-01  -1.871443e-01      -0.027305  1.628616e+00      -2.530288      -0.558922 -0.832356  -5.176113e-01       1.550500  1.032546   0.222134       0.341756  0.672574  -2.696887   1.418366e+00  0.258796       0.611769       0.186767  0.513600       0.576557       0.309209  0.151785   1.448084       1.551152                               -63.099788                                -63.099788                               -63.099788
4 -2.872262 -1.594703 -0.147603 -0.466037 -0.532701  0.323168 -1.768439  0.140886 -1.169917   0.513600  -33.828889  0.436714  0.817427      1.658109  0.573069  1.626275      0.733614  0.822040  0.021285      0.048266  0.615506  0.641419      0.764712  1.335310  1.736639      0.945085  0.885200  0.354562      0.836766  0.821388  0.885008      1.087735  0.152892  1.423448      0.393487  1.013699  0.731072      1.097515  1.366656  0.750500      0.201102  1.631432       0.309277       0.579661  0.732749       0.151504       0.791107  0.621681       0.745596       0.926306  0.979044       0.689990       2.325241  0.517049       0.279051       0.441018  0.469143       0.585052       0.598053  0.621241       1.284050       1.627012  1.208981       0.487968       0.747778  0.414840       1.455415       0.780655  0.531493       1.082751       0.611268  1.205932       0.834204       0.840802  2.893226       0.746262       0.381578  0.125609       0.919502       0.532905  0.623422       0.964903       1.531121  0.426656       0.983477       0.483325  0.618852       1.182314       1.486007  0.661085       0.303668       0.999021  0.417851       0.525003       1.341257  1.048797   1.312344       0.385178  1.183581       1.933375       0.864931  1.135286   0.427015       1.419597  1.178173       0.019181       0.505864  0.941798   0.635388       0.921829  1.628045   0.723406       0.920380  1.748348       1.620604       0.796443  1.458418       0.677165       0.323094  0.726302       0.926128       1.316563  1.237620       0.966443       0.322528  0.230324       1.535609       0.997579  1.799142       1.822501       0.815440  0.119999       0.739934       0.155276  0.249801   0.622090       0.585095  1.021790       1.979207       1.052297  1.063053   2.017045       0.846304  1.099644   0.840647       0.153288  0.966973       0.703246       0.674203  0.747549       0.522060        1.256768  1.000000e-10   1.000000e-10       0.517659  1.000000e-10       1.519030       1.340158  2.133033   1.000000e-10       0.330112  0.572583   0.161738       2.644214  1.227669   1.523124   1.000000e-10  1.005567       0.559790       1.842977  0.223239       1.072893       0.010353  2.210523   0.593101       0.628346                               -33.828889                                -33.828889                               -33.828889

Metric Scores DataFrame:
      feature_combo          model    metric loss_function     score  mutual_information direction
0          feature1         linear   pearson      identity  0.029628        0.000000e+00  maximize
1          feature1         linear  spearman      identity -0.023404        0.000000e+00  maximize
2          feature1  decision_tree   pearson      identity  1.000000        4.039698e+00  maximize
3          feature1  decision_tree  spearman      identity  1.000000        4.039698e+00  maximize
4          feature2         linear   pearson      identity  0.031725        5.375592e-03  maximize
5          feature2         linear  spearman      identity  0.046494        5.375592e-03  maximize
6          feature2  decision_tree   pearson      identity  1.000000        4.039698e+00  maximize
7          feature2  decision_tree  spearman      identity  1.000000        4.039698e+00  maximize
8          feature3         linear   pearson      identity  0.034453        0.000000e+00  maximize
9          feature3         linear  spearman      identity  0.000284        0.000000e+00  maximize
10         feature3  decision_tree   pearson      identity  1.000000        4.039698e+00  maximize
11         feature3  decision_tree  spearman      identity  1.000000        4.039698e+00  maximize
12         feature4         linear   pearson      identity  0.814842        6.018078e-01  maximize
13         feature4         linear  spearman      identity -0.015158        6.018078e-01  maximize
14         feature4  decision_tree   pearson      identity  1.000000        4.039698e+00  maximize
15         feature4  decision_tree  spearman      identity  1.000000        4.039698e+00  maximize
16         feature5         linear   pearson      identity  0.049472        0.000000e+00  maximize
17         feature5         linear  spearman      identity  0.043920        0.000000e+00  maximize
18         feature5  decision_tree   pearson      identity  1.000000        4.039698e+00  maximize
19         feature5  decision_tree  spearman      identity  1.000000        4.039698e+00  maximize
20         feature6         linear   pearson      identity  0.452111        5.569775e-02  maximize
21         feature6         linear  spearman      identity -0.040942        5.569775e-02  maximize
22         feature6  decision_tree   pearson      identity  1.000000        4.039698e+00  maximize
23         feature6  decision_tree  spearman      identity  1.000000        4.039698e+00  maximize
24         feature7         linear   pearson      identity  0.125359        8.971197e-02  maximize
25         feature7         linear  spearman      identity  0.037013        8.971197e-02  maximize
26         feature7  decision_tree   pearson      identity  1.000000        4.039698e+00  maximize
27         feature7  decision_tree  spearman      identity  1.000000        4.039698e+00  maximize
28         feature8         linear   pearson      identity  0.363737        1.214895e-01  maximize
29         feature8         linear  spearman      identity  0.089954        1.214895e-01  maximize
30         feature8  decision_tree   pearson      identity  1.000000        4.039698e+00  maximize
31         feature8  decision_tree  spearman      identity  1.000000        4.039698e+00  maximize
32         feature9         linear   pearson      identity  0.050672        9.035825e-03  maximize
33         feature9         linear  spearman      identity -0.050335        9.035825e-03  maximize
34         feature9  decision_tree   pearson      identity  1.000000        4.039698e+00  maximize
35         feature9  decision_tree  spearman      identity  1.000000        4.039698e+00  maximize
36        feature10         linear   pearson      identity  0.055185        0.000000e+00  maximize
37        feature10         linear  spearman      identity -0.049075        0.000000e+00  maximize
38        feature10  decision_tree   pearson      identity  1.000000        4.039698e+00  maximize
39        feature10  decision_tree  spearman      identity  1.000000        4.039698e+00  maximize
40           f_0_am         linear   pearson      identity  0.045458        1.585664e-02  maximize
41           f_0_am         linear  spearman      identity -0.034321        1.985340e-02  maximize
42           f_0_am  decision_tree   pearson      identity  0.300948        7.288946e-02  maximize
43           f_0_am  decision_tree  spearman      identity  0.004082        6.779007e-02  maximize
44           f_0_qm         linear   pearson      identity  0.058522        0.000000e+00  maximize
45           f_0_qm         linear  spearman      identity -0.044460        0.000000e+00  maximize
46           f_0_qm  decision_tree   pearson      identity  0.296670        4.906691e-02  maximize
47           f_0_qm  decision_tree  spearman      identity -0.006266        5.972487e-02  maximize
48     f_0_log_mean         linear   pearson      identity  0.088191        2.076434e-03  maximize
49     f_0_log_mean         linear  spearman      identity -0.047256        0.000000e+00  maximize
50     f_0_log_mean  decision_tree   pearson      identity  0.300929        6.597878e-02  maximize
51     f_0_log_mean  decision_tree  spearman      identity -0.020693        6.149478e-02  maximize
52           f_1_am         linear   pearson      identity  0.003100        1.357459e-02  maximize
53           f_1_am         linear  spearman      identity -0.037448        1.286030e-02  maximize
54           f_1_am  decision_tree   pearson      identity  0.300948        6.531742e-02  maximize
55           f_1_am  decision_tree  spearman      identity  0.004082        6.556127e-02  maximize
56           f_1_qm         linear   pearson      identity  0.055360        1.444819e-02  maximize
57           f_1_qm         linear  spearman      identity -0.042135        9.730034e-03  maximize
58           f_1_qm  decision_tree   pearson      identity  0.288168        4.584065e-02  maximize
59           f_1_qm  decision_tree  spearman      identity -0.004296        5.037995e-02  maximize
60     f_1_log_mean         linear   pearson      identity  0.109670        0.000000e+00  maximize
61     f_1_log_mean         linear  spearman      identity -0.016854        0.000000e+00  maximize
62     f_1_log_mean  decision_tree   pearson      identity  0.300948        7.485374e-02  maximize
63     f_1_log_mean  decision_tree  spearman      identity  0.004082        6.597395e-02  maximize
64           f_2_am         linear   pearson      identity  0.070398        0.000000e+00  maximize
65           f_2_am         linear  spearman      identity -0.033941        0.000000e+00  maximize
66           f_2_am  decision_tree   pearson      identity  0.299202        5.164438e-02  maximize
67           f_2_am  decision_tree  spearman      identity -0.005360        5.555967e-02  maximize
68           f_2_qm         linear   pearson      identity  0.078730        1.506926e-02  maximize
69           f_2_qm         linear  spearman      identity -0.045165        6.350316e-03  maximize
70           f_2_qm  decision_tree   pearson      identity  0.299202        6.249757e-02  maximize
71           f_2_qm  decision_tree  spearman      identity -0.005360        6.025276e-02  maximize
72     f_2_log_mean         linear   pearson      identity  0.111731        0.000000e+00  maximize
73     f_2_log_mean         linear  spearman      identity -0.044584        0.000000e+00  maximize
74     f_2_log_mean  decision_tree   pearson      identity  0.288168        5.503832e-02  maximize
75     f_2_log_mean  decision_tree  spearman      identity -0.004296        4.483263e-02  maximize
76           f_3_am         linear   pearson      identity  0.119688        0.000000e+00  maximize
77           f_3_am         linear  spearman      identity -0.032126        0.000000e+00  maximize
78           f_3_am  decision_tree   pearson      identity  0.300948        7.075435e-02  maximize
79           f_3_am  decision_tree  spearman      identity  0.004082        8.127041e-02  maximize
80           f_3_qm         linear   pearson      identity  0.094292        0.000000e+00  maximize
81           f_3_qm         linear  spearman      identity -0.034184        0.000000e+00  maximize
82           f_3_qm  decision_tree   pearson      identity  0.283751        3.479255e-02  maximize
83           f_3_qm  decision_tree  spearman      identity -0.037120        2.852495e-02  maximize
84     f_3_log_mean         linear   pearson      identity  0.029167        9.883465e-04  maximize
85     f_3_log_mean         linear  spearman      identity -0.028390        3.535957e-03  maximize
86     f_3_log_mean  decision_tree   pearson      identity  0.288168        5.317664e-02  maximize
87     f_3_log_mean  decision_tree  spearman      identity -0.004296        4.988929e-02  maximize
88           f_4_am         linear   pearson      identity  0.046247        7.989290e-03  maximize
89           f_4_am         linear  spearman      identity -0.021119        1.872391e-03  maximize
90           f_4_am  decision_tree   pearson      identity  0.288168        4.839595e-02  maximize
91           f_4_am  decision_tree  spearman      identity -0.004296        7.123721e-02  maximize
92           f_4_qm         linear   pearson      identity  0.019216        0.000000e+00  maximize
93           f_4_qm         linear  spearman      identity -0.045339        0.000000e+00  maximize
94           f_4_qm  decision_tree   pearson      identity  0.286398        4.232906e-02  maximize
95           f_4_qm  decision_tree  spearman      identity -0.015788        3.621802e-02  maximize
96     f_4_log_mean         linear   pearson      identity  0.050946        0.000000e+00  maximize
97     f_4_log_mean         linear  spearman      identity -0.031466        0.000000e+00  maximize
98     f_4_log_mean  decision_tree   pearson      identity  0.300948        6.822395e-02  maximize
99     f_4_log_mean  decision_tree  spearman      identity  0.004082        7.485374e-02  maximize
100          f_5_am         linear   pearson      identity  0.111358        7.583094e-03  maximize
101          f_5_am         linear  spearman      identity -0.042987        2.604920e-03  maximize
102          f_5_am  decision_tree   pearson      identity  0.300929        6.229606e-02  maximize
103          f_5_am  decision_tree  spearman      identity -0.020693        6.229606e-02  maximize
104          f_5_qm         linear   pearson      identity  0.190460        1.950447e-02  maximize
105          f_5_qm         linear  spearman      identity -0.020614        2.373770e-02  maximize
106          f_5_qm  decision_tree   pearson      identity  0.300948        6.340902e-02  maximize
107          f_5_qm  decision_tree  spearman      identity  0.004082        6.388687e-02  maximize
108    f_5_log_mean         linear   pearson      identity  0.096662        0.000000e+00  maximize
109    f_5_log_mean         linear  spearman      identity -0.044281        3.910613e-03  maximize
110    f_5_log_mean  decision_tree   pearson      identity  0.296647        4.597976e-02  maximize
111    f_5_log_mean  decision_tree  spearman      identity -0.015165        4.261728e-02  maximize
112          f_6_am         linear   pearson      identity  0.109068        1.039731e-02  maximize
113          f_6_am         linear  spearman      identity -0.034309        1.149124e-02  maximize
114          f_6_am  decision_tree   pearson      identity  0.300948        7.251260e-02  maximize
115          f_6_am  decision_tree  spearman      identity  0.004082        7.462557e-02  maximize
116          f_6_qm         linear   pearson      identity  0.089100        0.000000e+00  maximize
117          f_6_qm         linear  spearman      identity -0.031190        0.000000e+00  maximize
118          f_6_qm  decision_tree   pearson      identity  0.300948        7.034184e-02  maximize
119          f_6_qm  decision_tree  spearman      identity  0.004082        7.054361e-02  maximize
120    f_6_log_mean         linear   pearson      identity  0.023366        0.000000e+00  maximize
121    f_6_log_mean         linear  spearman      identity -0.034328        0.000000e+00  maximize
122    f_6_log_mean  decision_tree   pearson      identity  0.288142        4.260147e-02  maximize
123    f_6_log_mean  decision_tree  spearman      identity -0.010892        5.187724e-02  maximize
124          f_7_am         linear   pearson      identity  0.040821        2.957290e-03  maximize
125          f_7_am         linear  spearman      identity -0.044440        0.000000e+00  maximize
126          f_7_am  decision_tree   pearson      identity  0.300948        7.343707e-02  maximize
127          f_7_am  decision_tree  spearman      identity  0.004082        6.798073e-02  maximize
128          f_7_qm         linear   pearson      identity  0.085637        0.000000e+00  maximize
129          f_7_qm         linear  spearman      identity -0.018416        0.000000e+00  maximize
130          f_7_qm  decision_tree   pearson      identity  0.283782        3.593543e-02  maximize
131          f_7_qm  decision_tree  spearman      identity -0.014901        3.302474e-02  maximize
132    f_7_log_mean         linear   pearson      identity  0.039755        0.000000e+00  maximize
133    f_7_log_mean         linear  spearman      identity -0.032207        3.414585e-03  maximize
134    f_7_log_mean  decision_tree   pearson      identity  0.300948        6.776260e-02  maximize
135    f_7_log_mean  decision_tree  spearman      identity  0.004082        7.960374e-02  maximize
136          f_8_am         linear   pearson      identity  0.141432        1.731776e-03  maximize
137          f_8_am         linear  spearman      identity -0.035465        4.285569e-04  maximize
138          f_8_am  decision_tree   pearson      identity  0.280344        4.291068e-02  maximize
139          f_8_am  decision_tree  spearman      identity -0.038036        3.776665e-02  maximize
140          f_8_qm         linear   pearson      identity  0.062294        2.785616e-02  maximize
141          f_8_qm         linear  spearman      identity -0.036202        2.886594e-02  maximize
142          f_8_qm  decision_tree   pearson      identity  0.296647        4.699071e-02  maximize
143          f_8_qm  decision_tree  spearman      identity -0.015165        4.650265e-02  maximize
144    f_8_log_mean         linear   pearson      identity  0.041098        0.000000e+00  maximize
145    f_8_log_mean         linear  spearman      identity -0.018707        0.000000e+00  maximize
146    f_8_log_mean  decision_tree   pearson      identity  0.300948        7.485374e-02  maximize
147    f_8_log_mean  decision_tree  spearman      identity  0.004082        7.367102e-02  maximize
148          f_9_am         linear   pearson      identity  0.099847        2.821754e-03  maximize
149          f_9_am         linear  spearman      identity -0.034346        3.139121e-05  maximize
150          f_9_am  decision_tree   pearson      identity  0.296670        5.557316e-02  maximize
151          f_9_am  decision_tree  spearman      identity -0.006266        4.251510e-02  maximize
152          f_9_qm         linear   pearson      identity  0.000839        1.152389e-02  maximize
153          f_9_qm         linear  spearman      identity -0.046831        1.232517e-02  maximize
154          f_9_qm  decision_tree   pearson      identity  0.300948        6.913455e-02  maximize
155          f_9_qm  decision_tree  spearman      identity  0.004082        7.084593e-02  maximize
156    f_9_log_mean         linear   pearson      identity  0.041414        0.000000e+00  maximize
157    f_9_log_mean         linear  spearman      identity -0.045964        0.000000e+00  maximize
158    f_9_log_mean  decision_tree   pearson      identity  0.296670        5.201262e-02  maximize
159    f_9_log_mean  decision_tree  spearman      identity -0.006266        5.757231e-02  maximize
160        f_0_1_qm         linear   pearson      identity  0.019811        0.000000e+00  maximize
161        f_0_1_qm         linear  spearman      identity -0.043389        0.000000e+00  maximize
162        f_0_1_qm  decision_tree   pearson      identity  0.282171        6.774277e-02  maximize
163        f_0_1_qm  decision_tree  spearman      identity -0.005193        5.970222e-02  maximize
164   f_0_1_lehmer4         linear   pearson      identity  0.063155        0.000000e+00  maximize
165   f_0_1_lehmer4         linear  spearman      identity -0.033811        0.000000e+00  maximize
166   f_0_1_lehmer4  decision_tree   pearson      identity  0.288168        4.436224e-02  maximize
167   f_0_1_lehmer4  decision_tree  spearman      identity -0.004296        5.123300e-02  maximize
168   f_0_1_lehmer3         linear   pearson      identity  0.096577        0.000000e+00  maximize
169   f_0_1_lehmer3         linear  spearman      identity -0.042009        0.000000e+00  maximize
170   f_0_1_lehmer3  decision_tree   pearson      identity  0.296647        4.879277e-02  maximize
171   f_0_1_lehmer3  decision_tree  spearman      identity -0.015165        5.314789e-02  maximize
172        f_0_2_qm         linear   pearson      identity  0.032979        0.000000e+00  maximize
173        f_0_2_qm         linear  spearman      identity -0.019013        0.000000e+00  maximize
174        f_0_2_qm  decision_tree   pearson      identity  0.286398        3.972484e-02  maximize
175        f_0_2_qm  decision_tree  spearman      identity -0.015788        4.324258e-02  maximize
176   f_0_2_lehmer4         linear   pearson      identity  0.117967        2.020085e-03  maximize
177   f_0_2_lehmer4         linear  spearman      identity -0.031618        2.617701e-03  maximize
178   f_0_2_lehmer4  decision_tree   pearson      identity  0.300929        6.597878e-02  maximize
179   f_0_2_lehmer4  decision_tree  spearman      identity -0.020693        6.597878e-02  maximize
180   f_0_2_lehmer3         linear   pearson      identity  0.108573        0.000000e+00  maximize
181   f_0_2_lehmer3         linear  spearman      identity -0.041878        6.326127e-03  maximize
182   f_0_2_lehmer3  decision_tree   pearson      identity  0.300948        8.127041e-02  maximize
183   f_0_2_lehmer3  decision_tree  spearman      identity  0.004082        6.548336e-02  maximize
184        f_0_3_qm         linear   pearson      identity  0.024033        0.000000e+00  maximize
185        f_0_3_qm         linear  spearman      identity -0.047055        0.000000e+00  maximize
186        f_0_3_qm  decision_tree   pearson      identity  0.300948        6.662695e-02  maximize
187        f_0_3_qm  decision_tree  spearman      identity  0.004082        7.367102e-02  maximize
188   f_0_3_lehmer4         linear   pearson      identity  0.046910        0.000000e+00  maximize
189   f_0_3_lehmer4         linear  spearman      identity -0.034013        0.000000e+00  maximize
190   f_0_3_lehmer4  decision_tree   pearson      identity  0.296670        5.278477e-02  maximize
191   f_0_3_lehmer4  decision_tree  spearman      identity -0.006266        6.344817e-02  maximize
192   f_0_3_lehmer3         linear   pearson      identity  0.145610        2.060703e-03  maximize
193   f_0_3_lehmer3         linear  spearman      identity -0.032083        8.598658e-04  maximize
194   f_0_3_lehmer3  decision_tree   pearson      identity  0.296670        5.098310e-02  maximize
195   f_0_3_lehmer3  decision_tree  spearman      identity -0.006266        4.146661e-02  maximize
196        f_0_4_qm         linear   pearson      identity  0.120640        7.809962e-03  maximize
197        f_0_4_qm         linear  spearman      identity -0.035894        6.559962e-03  maximize
198        f_0_4_qm  decision_tree   pearson      identity  0.300948        6.697395e-02  maximize
199        f_0_4_qm  decision_tree  spearman      identity  0.004082        6.789761e-02  maximize
200   f_0_4_lehmer4         linear   pearson      identity  0.054782        9.963686e-03  maximize
201   f_0_4_lehmer4         linear  spearman      identity -0.034439        1.130297e-02  maximize
202   f_0_4_lehmer4  decision_tree   pearson      identity  0.296647        4.612113e-02  maximize
203   f_0_4_lehmer4  decision_tree  spearman      identity -0.015165        4.093745e-02  maximize
204   f_0_4_lehmer3         linear   pearson      identity  0.029379        8.159483e-03  maximize
205   f_0_4_lehmer3         linear  spearman      identity -0.044032        1.017554e-02  maximize
206   f_0_4_lehmer3  decision_tree   pearson      identity  0.300948        6.145247e-02  maximize
207   f_0_4_lehmer3  decision_tree  spearman      identity  0.004082        7.120890e-02  maximize
208        f_0_5_qm         linear   pearson      identity  0.107582        0.000000e+00  maximize
209        f_0_5_qm         linear  spearman      identity -0.033301        0.000000e+00  maximize
210        f_0_5_qm  decision_tree   pearson      identity  0.299202        5.492705e-02  maximize
211        f_0_5_qm  decision_tree  spearman      identity -0.005360        5.515003e-02  maximize
212   f_0_5_lehmer4         linear   pearson      identity  0.069796        0.000000e+00  maximize
213   f_0_5_lehmer4         linear  spearman      identity -0.031921        0.000000e+00  maximize
214   f_0_5_lehmer4  decision_tree   pearson      identity  0.300929        6.514544e-02  maximize
215   f_0_5_lehmer4  decision_tree  spearman      identity -0.020693        6.597878e-02  maximize
216   f_0_5_lehmer3         linear   pearson      identity  0.075334        0.000000e+00  maximize
217   f_0_5_lehmer3         linear  spearman      identity -0.044067        0.000000e+00  maximize
218   f_0_5_lehmer3  decision_tree   pearson      identity  0.288142        4.887437e-02  maximize
219   f_0_5_lehmer3  decision_tree  spearman      identity -0.010892        4.946798e-02  maximize
220        f_0_6_qm         linear   pearson      identity  0.075336        0.000000e+00  maximize
221        f_0_6_qm         linear  spearman      identity -0.020027        0.000000e+00  maximize
222        f_0_6_qm  decision_tree   pearson      identity  0.300929        6.989544e-02  maximize
223        f_0_6_qm  decision_tree  spearman      identity -0.020693        6.325060e-02  maximize
224   f_0_6_lehmer4         linear   pearson      identity  0.140404        0.000000e+00  maximize
225   f_0_6_lehmer4         linear  spearman      identity -0.034409        0.000000e+00  maximize
226   f_0_6_lehmer4  decision_tree   pearson      identity  0.286398        3.843445e-02  maximize
227   f_0_6_lehmer4  decision_tree  spearman      identity -0.015788        4.638807e-02  maximize
228   f_0_6_lehmer3         linear   pearson      identity  0.054633        0.000000e+00  maximize
229   f_0_6_lehmer3         linear  spearman      identity -0.032710        0.000000e+00  maximize
230   f_0_6_lehmer3  decision_tree   pearson      identity  0.300929        6.019768e-02  maximize
231   f_0_6_lehmer3  decision_tree  spearman      identity -0.020693        6.597878e-02  maximize
232        f_0_7_qm         linear   pearson      identity  0.093998        0.000000e+00  maximize
233        f_0_7_qm         linear  spearman      identity -0.034388        0.000000e+00  maximize
234        f_0_7_qm  decision_tree   pearson      identity  0.266852        4.212930e-02  maximize
235        f_0_7_qm  decision_tree  spearman      identity -0.022000        4.296974e-02  maximize
236   f_0_7_lehmer4         linear   pearson      identity  0.045100        0.000000e+00  maximize
237   f_0_7_lehmer4         linear  spearman      identity -0.044454        0.000000e+00  maximize
238   f_0_7_lehmer4  decision_tree   pearson      identity  0.286398        3.907245e-02  maximize
239   f_0_7_lehmer4  decision_tree  spearman      identity -0.015788        2.995185e-02  maximize
240   f_0_7_lehmer3         linear   pearson      identity  0.098497        0.000000e+00  maximize
241   f_0_7_lehmer3         linear  spearman      identity -0.045162        0.000000e+00  maximize
242   f_0_7_lehmer3  decision_tree   pearson      identity  0.300948        6.520558e-02  maximize
243   f_0_7_lehmer3  decision_tree  spearman      identity  0.004082        6.316990e-02  maximize
244        f_0_8_qm         linear   pearson      identity  0.092160        5.218840e-03  maximize
245        f_0_8_qm         linear  spearman      identity -0.032996        1.148080e-04  maximize
246        f_0_8_qm  decision_tree   pearson      identity  0.300948        6.139166e-02  maximize
247        f_0_8_qm  decision_tree  spearman      identity  0.004082        6.678045e-02  maximize
248   f_0_8_lehmer4         linear   pearson      identity  0.053679        6.162716e-04  maximize
249   f_0_8_lehmer4         linear  spearman      identity -0.042807        0.000000e+00  maximize
250   f_0_8_lehmer4  decision_tree   pearson      identity  0.282171        6.236818e-02  maximize
251   f_0_8_lehmer4  decision_tree  spearman      identity -0.005193        5.721317e-02  maximize
252   f_0_8_lehmer3         linear   pearson      identity  0.050699        0.000000e+00  maximize
253   f_0_8_lehmer3         linear  spearman      identity -0.047623        0.000000e+00  maximize
254   f_0_8_lehmer3  decision_tree   pearson      identity  0.288142        4.416202e-02  maximize
255   f_0_8_lehmer3  decision_tree  spearman      identity -0.010892        4.854103e-02  maximize
256        f_0_9_qm         linear   pearson      identity  0.092119        0.000000e+00  maximize
257        f_0_9_qm         linear  spearman      identity -0.020084        0.000000e+00  maximize
258        f_0_9_qm  decision_tree   pearson      identity  0.296670        4.751554e-02  maximize
259        f_0_9_qm  decision_tree  spearman      identity -0.006266        5.847585e-02  maximize
260   f_0_9_lehmer4         linear   pearson      identity  0.002089        3.442113e-02  maximize
261   f_0_9_lehmer4         linear  spearman      identity -0.032557        3.396658e-02  maximize
262   f_0_9_lehmer4  decision_tree   pearson      identity  0.290601        6.260383e-02  maximize
263   f_0_9_lehmer4  decision_tree  spearman      identity -0.002478        6.355621e-02  maximize
264   f_0_9_lehmer3         linear   pearson      identity  0.115485        8.530138e-03  maximize
265   f_0_9_lehmer3         linear  spearman      identity -0.045882        1.886153e-03  maximize
266   f_0_9_lehmer3  decision_tree   pearson      identity  0.286398        3.665015e-02  maximize
267   f_0_9_lehmer3  decision_tree  spearman      identity -0.015788        3.101631e-02  maximize
268        f_1_2_qm         linear   pearson      identity  0.074230        0.000000e+00  maximize
269        f_1_2_qm         linear  spearman      identity -0.025447        0.000000e+00  maximize
270        f_1_2_qm  decision_tree   pearson      identity  0.282143        5.676662e-02  maximize
271        f_1_2_qm  decision_tree  spearman      identity -0.011132        5.632435e-02  maximize
272   f_1_2_lehmer4         linear   pearson      identity  0.028421        1.023661e-02  maximize
273   f_1_2_lehmer4         linear  spearman      identity -0.034438        1.065328e-02  maximize
274   f_1_2_lehmer4  decision_tree   pearson      identity  0.296670        4.855945e-02  maximize
275   f_1_2_lehmer4  decision_tree  spearman      identity -0.006266        6.000048e-02  maximize
276   f_1_2_lehmer3         linear   pearson      identity  0.000675        0.000000e+00  maximize
277   f_1_2_lehmer3         linear  spearman      identity -0.047574        0.000000e+00  maximize
278   f_1_2_lehmer3  decision_tree   pearson      identity  0.280375        5.473160e-02  maximize
279   f_1_2_lehmer3  decision_tree  spearman      identity -0.016071        4.880597e-02  maximize
280        f_1_3_qm         linear   pearson      identity  0.030772        1.880334e-02  maximize
281        f_1_3_qm         linear  spearman      identity -0.041892        1.914069e-02  maximize
282        f_1_3_qm  decision_tree   pearson      identity  0.282171        6.289829e-02  maximize
283        f_1_3_qm  decision_tree  spearman      identity -0.005193        5.644255e-02  maximize
284   f_1_3_lehmer4         linear   pearson      identity  0.026946        4.668155e-03  maximize
285   f_1_3_lehmer4         linear  spearman      identity  0.026465        1.200980e-03  maximize
286   f_1_3_lehmer4  decision_tree   pearson      identity  0.300948        7.343707e-02  maximize
287   f_1_3_lehmer4  decision_tree  spearman      identity  0.004082        6.865598e-02  maximize
288   f_1_3_lehmer3         linear   pearson      identity  0.083350        0.000000e+00  maximize
289   f_1_3_lehmer3         linear  spearman      identity -0.031082        0.000000e+00  maximize
290   f_1_3_lehmer3  decision_tree   pearson      identity  0.266852        3.722570e-02  maximize
291   f_1_3_lehmer3  decision_tree  spearman      identity -0.022000        4.141921e-02  maximize
292        f_1_4_qm         linear   pearson      identity  0.066698        6.030520e-03  maximize
293        f_1_4_qm         linear  spearman      identity -0.018468        8.530520e-03  maximize
294        f_1_4_qm  decision_tree   pearson      identity  0.277708        4.586271e-02  maximize
295        f_1_4_qm  decision_tree  spearman      identity -0.015756        4.559709e-02  maximize
296   f_1_4_lehmer4         linear   pearson      identity  0.022415        1.006519e-03  maximize
297   f_1_4_lehmer4         linear  spearman      identity -0.024145        5.269545e-03  maximize
298   f_1_4_lehmer4  decision_tree   pearson      identity  0.300929        6.149478e-02  maximize
299   f_1_4_lehmer4  decision_tree  spearman      identity -0.020693        6.149478e-02  maximize
300   f_1_4_lehmer3         linear   pearson      identity  0.083647        0.000000e+00  maximize
301   f_1_4_lehmer3         linear  spearman      identity -0.045262        0.000000e+00  maximize
302   f_1_4_lehmer3  decision_tree   pearson      identity  0.299202        5.097451e-02  maximize
303   f_1_4_lehmer3  decision_tree  spearman      identity -0.005360        4.815211e-02  maximize
304        f_1_5_qm         linear   pearson      identity  0.109360        1.422067e-02  maximize
305        f_1_5_qm         linear  spearman      identity -0.017951        9.278655e-03  maximize
306        f_1_5_qm  decision_tree   pearson      identity  0.300948        6.516018e-02  maximize
307        f_1_5_qm  decision_tree  spearman      identity -0.017109        6.537436e-02  maximize
308   f_1_5_lehmer4         linear   pearson      identity  0.067717        0.000000e+00  maximize
309   f_1_5_lehmer4         linear  spearman      identity -0.046093        0.000000e+00  maximize
310   f_1_5_lehmer4  decision_tree   pearson      identity  0.300948        6.971684e-02  maximize
311   f_1_5_lehmer4  decision_tree  spearman      identity  0.004082        6.933769e-02  maximize
312   f_1_5_lehmer3         linear   pearson      identity  0.076771        0.000000e+00  maximize
313   f_1_5_lehmer3         linear  spearman      identity -0.036437        0.000000e+00  maximize
314   f_1_5_lehmer3  decision_tree   pearson      identity  0.288168        5.828100e-02  maximize
315   f_1_5_lehmer3  decision_tree  spearman      identity -0.004296        5.363759e-02  maximize
316        f_1_6_qm         linear   pearson      identity  0.008898        0.000000e+00  maximize
317        f_1_6_qm         linear  spearman      identity -0.045124        0.000000e+00  maximize
318        f_1_6_qm  decision_tree   pearson      identity  0.300948        6.085246e-02  maximize
319        f_1_6_qm  decision_tree  spearman      identity -0.017109        6.343893e-02  maximize
320   f_1_6_lehmer4         linear   pearson      identity  0.011072        0.000000e+00  maximize
321   f_1_6_lehmer4         linear  spearman      identity  0.024743        0.000000e+00  maximize
322   f_1_6_lehmer4  decision_tree   pearson      identity  0.264039        2.757452e-02  maximize
323   f_1_6_lehmer4  decision_tree  spearman      identity -0.050143        2.980015e-02  maximize
324   f_1_6_lehmer3         linear   pearson      identity  0.023319        0.000000e+00  maximize
325   f_1_6_lehmer3         linear  spearman      identity -0.033055        7.165348e-03  maximize
326   f_1_6_lehmer3  decision_tree   pearson      identity  0.277708        4.892704e-02  maximize
327   f_1_6_lehmer3  decision_tree  spearman      identity -0.015756        5.239288e-02  maximize
328        f_1_7_qm         linear   pearson      identity  0.140931        8.468786e-04  maximize
329        f_1_7_qm         linear  spearman      identity -0.017906        1.325929e-04  maximize
330        f_1_7_qm  decision_tree   pearson      identity  0.299202        5.875300e-02  maximize
331        f_1_7_qm  decision_tree  spearman      identity -0.005360        5.177876e-02  maximize
332   f_1_7_lehmer4         linear   pearson      identity  0.043173        0.000000e+00  maximize
333   f_1_7_lehmer4         linear  spearman      identity -0.024977        0.000000e+00  maximize
334   f_1_7_lehmer4  decision_tree   pearson      identity  0.300948        6.340570e-02  maximize
335   f_1_7_lehmer4  decision_tree  spearman      identity -0.017109        6.824050e-02  maximize
336   f_1_7_lehmer3         linear   pearson      identity  0.068811        1.076949e-03  maximize
337   f_1_7_lehmer3         linear  spearman      identity -0.042327        1.195997e-03  maximize
338   f_1_7_lehmer3  decision_tree   pearson      identity  0.280375        4.488255e-02  maximize
339   f_1_7_lehmer3  decision_tree  spearman      identity -0.016071        4.271947e-02  maximize
340        f_1_8_qm         linear   pearson      identity  0.066126        8.169474e-03  maximize
341        f_1_8_qm         linear  spearman      identity -0.034310        8.169474e-03  maximize
342        f_1_8_qm  decision_tree   pearson      identity  0.288167        4.690413e-02  maximize
343        f_1_8_qm  decision_tree  spearman      identity -0.007415        5.353393e-02  maximize
344   f_1_8_lehmer4         linear   pearson      identity  0.052215        0.000000e+00  maximize
345   f_1_8_lehmer4         linear  spearman      identity -0.035251        0.000000e+00  maximize
346   f_1_8_lehmer4  decision_tree   pearson      identity  0.299202        6.716257e-02  maximize
347   f_1_8_lehmer4  decision_tree  spearman      identity -0.005360        4.132296e-02  maximize
348   f_1_8_lehmer3         linear   pearson      identity  0.040911        1.646907e-02  maximize
349   f_1_8_lehmer3         linear  spearman      identity -0.042919        1.130240e-02  maximize
350   f_1_8_lehmer3  decision_tree   pearson      identity  0.268647        4.634552e-02  maximize
351   f_1_8_lehmer3  decision_tree  spearman      identity -0.038726        3.844924e-02  maximize
352        f_1_9_qm         linear   pearson      identity  0.052698        0.000000e+00  maximize
353        f_1_9_qm         linear  spearman      identity -0.035816        0.000000e+00  maximize
354        f_1_9_qm  decision_tree   pearson      identity  0.288168        5.121451e-02  maximize
355        f_1_9_qm  decision_tree  spearman      identity -0.004296        4.779230e-02  maximize
356   f_1_9_lehmer4         linear   pearson      identity  0.019753        9.347336e-03  maximize
357   f_1_9_lehmer4         linear  spearman      identity -0.046156        6.430670e-03  maximize
358   f_1_9_lehmer4  decision_tree   pearson      identity  0.262249        4.063093e-02  maximize
359   f_1_9_lehmer4  decision_tree  spearman      identity  0.001386        3.837212e-02  maximize
360   f_1_9_lehmer3         linear   pearson      identity  0.059216        0.000000e+00  maximize
361   f_1_9_lehmer3         linear  spearman      identity -0.045508        0.000000e+00  maximize
362   f_1_9_lehmer3  decision_tree   pearson      identity  0.282170        5.027377e-02  maximize
363   f_1_9_lehmer3  decision_tree  spearman      identity -0.007923        5.728739e-02  maximize
364        f_2_3_qm         linear   pearson      identity  0.029476        0.000000e+00  maximize
365        f_2_3_qm         linear  spearman      identity -0.027154        0.000000e+00  maximize
366        f_2_3_qm  decision_tree   pearson      identity  0.299202        5.204664e-02  maximize
367        f_2_3_qm  decision_tree  spearman      identity -0.005360        5.212544e-02  maximize
368   f_2_3_lehmer4         linear   pearson      identity  0.129623        0.000000e+00  maximize
369   f_2_3_lehmer4         linear  spearman      identity -0.033224        0.000000e+00  maximize
370   f_2_3_lehmer4  decision_tree   pearson      identity  0.299202        4.965633e-02  maximize
371   f_2_3_lehmer4  decision_tree  spearman      identity -0.005360        6.117771e-02  maximize
372   f_2_3_lehmer3         linear   pearson      identity  0.051573        0.000000e+00  maximize
373   f_2_3_lehmer3         linear  spearman      identity -0.043687        0.000000e+00  maximize
374   f_2_3_lehmer3  decision_tree   pearson      identity  0.293655        5.405264e-02  maximize
375   f_2_3_lehmer3  decision_tree  spearman      identity -0.008850        4.393471e-02  maximize
376        f_2_4_qm         linear   pearson      identity  0.108745        0.000000e+00  maximize
377        f_2_4_qm         linear  spearman      identity -0.045561        0.000000e+00  maximize
378        f_2_4_qm  decision_tree   pearson      identity  0.283750        3.421997e-02  maximize
379        f_2_4_qm  decision_tree  spearman      identity -0.037526        3.253827e-02  maximize
380       f_2_4_rms         linear   pearson      identity  0.083493        0.000000e+00  maximize
381       f_2_4_rms         linear  spearman      identity -0.036145        0.000000e+00  maximize
382       f_2_4_rms  decision_tree   pearson      identity  0.295468        5.161666e-02  maximize
383       f_2_4_rms  decision_tree  spearman      identity -0.012803        5.496582e-02  maximize
384   f_2_4_lehmer4         linear   pearson      identity  0.119370        1.496913e-03  maximize
385   f_2_4_lehmer4         linear  spearman      identity -0.032224        8.627865e-03  maximize
386   f_2_4_lehmer4  decision_tree   pearson      identity  0.276199        5.386193e-02  maximize
387   f_2_4_lehmer4  decision_tree  spearman      identity -0.008684        5.132735e-02  maximize
388        f_2_5_qm         linear   pearson      identity  0.139061        0.000000e+00  maximize
389        f_2_5_qm         linear  spearman      identity -0.037565        0.000000e+00  maximize
390        f_2_5_qm  decision_tree   pearson      identity  0.296647        4.621719e-02  maximize
391        f_2_5_qm  decision_tree  spearman      identity -0.015165        4.533132e-02  maximize
392   f_2_5_lehmer4         linear   pearson      identity  0.113364        0.000000e+00  maximize
393   f_2_5_lehmer4         linear  spearman      identity -0.034322        0.000000e+00  maximize
394   f_2_5_lehmer4  decision_tree   pearson      identity  0.268684        4.276769e-02  maximize
395   f_2_5_lehmer4  decision_tree  spearman      identity -0.016833        5.102778e-02  maximize
396   f_2_5_lehmer3         linear   pearson      identity  0.021933        0.000000e+00  maximize
397   f_2_5_lehmer3         linear  spearman      identity -0.035131        0.000000e+00  maximize
398   f_2_5_lehmer3  decision_tree   pearson      identity  0.280375        4.256768e-02  maximize
399   f_2_5_lehmer3  decision_tree  spearman      identity -0.016071        5.755944e-02  maximize
400        f_2_6_qm         linear   pearson      identity  0.150610        6.958518e-03  maximize
401        f_2_6_qm         linear  spearman      identity -0.018096        6.958518e-03  maximize
402        f_2_6_qm  decision_tree   pearson      identity  0.300948        7.120890e-02  maximize
403        f_2_6_qm  decision_tree  spearman      identity  0.004082        6.355976e-02  maximize
404       f_2_6_rms         linear   pearson      identity  0.039497        0.000000e+00  maximize
405       f_2_6_rms         linear  spearman      identity -0.019179        0.000000e+00  maximize
406       f_2_6_rms  decision_tree   pearson      identity  0.296670        4.647635e-02  maximize
407       f_2_6_rms  decision_tree  spearman      identity -0.006266        4.964488e-02  maximize
408   f_2_6_lehmer4         linear   pearson      identity  0.086594        4.090650e-03  maximize
409   f_2_6_lehmer4         linear  spearman      identity -0.028021        3.495411e-03  maximize
410   f_2_6_lehmer4  decision_tree   pearson      identity  0.291054        4.775892e-02  maximize
411   f_2_6_lehmer4  decision_tree  spearman      identity -0.012342        5.067261e-02  maximize
412        f_2_7_qm         linear   pearson      identity  0.133067        0.000000e+00  maximize
413        f_2_7_qm         linear  spearman      identity -0.043113        0.000000e+00  maximize
414        f_2_7_qm  decision_tree   pearson      identity  0.300928        5.844521e-02  maximize
415        f_2_7_qm  decision_tree  spearman      identity -0.046888        6.726724e-02  maximize
416   f_2_7_lehmer4         linear   pearson      identity  0.002891        7.533711e-03  maximize
417   f_2_7_lehmer4         linear  spearman      identity -0.034831        5.784176e-03  maximize
418   f_2_7_lehmer4  decision_tree   pearson      identity  0.300948        6.911504e-02  maximize
419   f_2_7_lehmer4  decision_tree  spearman      identity  0.004082        7.462557e-02  maximize
420   f_2_7_lehmer3         linear   pearson      identity  0.081186        0.000000e+00  maximize
421   f_2_7_lehmer3         linear  spearman      identity -0.045976        0.000000e+00  maximize
422   f_2_7_lehmer3  decision_tree   pearson      identity  0.300948        7.351446e-02  maximize
423   f_2_7_lehmer3  decision_tree  spearman      identity  0.004082        7.260374e-02  maximize
424        f_2_8_qm         linear   pearson      identity  0.120899        0.000000e+00  maximize
425        f_2_8_qm         linear  spearman      identity -0.033569        5.287397e-03  maximize
426        f_2_8_qm  decision_tree   pearson      identity  0.282143        5.541851e-02  maximize
427        f_2_8_qm  decision_tree  spearman      identity -0.011132        4.879330e-02  maximize
428       f_2_8_rms         linear   pearson      identity  0.013071        0.000000e+00  maximize
429       f_2_8_rms         linear  spearman      identity  0.019041        0.000000e+00  maximize
430       f_2_8_rms  decision_tree   pearson      identity  0.240151        3.735603e-02  maximize
431       f_2_8_rms  decision_tree  spearman      identity -0.016886        3.902573e-02  maximize
432   f_2_8_lehmer4         linear   pearson      identity  0.015224        0.000000e+00  maximize
433   f_2_8_lehmer4         linear  spearman      identity  0.028984        0.000000e+00  maximize
434   f_2_8_lehmer4  decision_tree   pearson      identity  0.225494        4.206939e-02  maximize
435   f_2_8_lehmer4  decision_tree  spearman      identity -0.035695        3.750146e-02  maximize
436        f_2_9_qm         linear   pearson      identity  0.024742        0.000000e+00  maximize
437        f_2_9_qm         linear  spearman      identity -0.045300        8.907812e-03  maximize
438        f_2_9_qm  decision_tree   pearson      identity  0.240151        5.169565e-02  maximize
439        f_2_9_qm  decision_tree  spearman      identity -0.016886        3.569419e-02  maximize
440       f_2_9_rms         linear   pearson      identity  0.035227        3.890742e-04  maximize
441       f_2_9_rms         linear  spearman      identity -0.043683        0.000000e+00  maximize
442       f_2_9_rms  decision_tree   pearson      identity  0.299202        5.273834e-02  maximize
443       f_2_9_rms  decision_tree  spearman      identity -0.008090        5.211732e-02  maximize
444   f_2_9_lehmer4         linear   pearson      identity  0.062043        2.892499e-03  maximize
445   f_2_9_lehmer4         linear  spearman      identity -0.047046        7.550293e-03  maximize
446   f_2_9_lehmer4  decision_tree   pearson      identity  0.248322        4.661839e-02  maximize
447   f_2_9_lehmer4  decision_tree  spearman      identity -0.076742        4.561839e-02  maximize
448        f_3_4_qm         linear   pearson      identity  0.080541        0.000000e+00  maximize
449        f_3_4_qm         linear  spearman      identity -0.020876        0.000000e+00  maximize
450        f_3_4_qm  decision_tree   pearson      identity  0.276175        4.340313e-02  maximize
451        f_3_4_qm  decision_tree  spearman      identity -0.033731        4.326561e-02  maximize
452   f_3_4_lehmer4         linear   pearson      identity  0.079801        0.000000e+00  maximize
453   f_3_4_lehmer4         linear  spearman      identity -0.021395        0.000000e+00  maximize
454   f_3_4_lehmer4  decision_tree   pearson      identity  0.289245        3.565493e-02  maximize
455   f_3_4_lehmer4  decision_tree  spearman      identity -0.037196        4.183982e-02  maximize
456   f_3_4_lehmer3         linear   pearson      identity  0.075515        0.000000e+00  maximize
457   f_3_4_lehmer3         linear  spearman      identity -0.045001        0.000000e+00  maximize
458   f_3_4_lehmer3  decision_tree   pearson      identity  0.299202        4.887721e-02  maximize
459   f_3_4_lehmer3  decision_tree  spearman      identity -0.005360        5.474665e-02  maximize
460        f_3_5_qm         linear   pearson      identity  0.086805        0.000000e+00  maximize
461        f_3_5_qm         linear  spearman      identity -0.042810        0.000000e+00  maximize
462        f_3_5_qm  decision_tree   pearson      identity  0.300948        7.249236e-02  maximize
463        f_3_5_qm  decision_tree  spearman      identity -0.017109        7.068680e-02  maximize
464   f_3_5_lehmer4         linear   pearson      identity  0.014256        0.000000e+00  maximize
465   f_3_5_lehmer4         linear  spearman      identity -0.006540        0.000000e+00  maximize
466   f_3_5_lehmer4  decision_tree   pearson      identity  0.255013        5.645407e-02  maximize
467   f_3_5_lehmer4  decision_tree  spearman      identity -0.010652        4.885142e-02  maximize
468   f_3_5_lehmer3         linear   pearson      identity  0.097684        0.000000e+00  maximize
469   f_3_5_lehmer3         linear  spearman      identity -0.032141        0.000000e+00  maximize
470   f_3_5_lehmer3  decision_tree   pearson      identity  0.296670        5.447770e-02  maximize
471   f_3_5_lehmer3  decision_tree  spearman      identity -0.011582        5.791051e-02  maximize
472        f_3_6_qm         linear   pearson      identity  0.062864        0.000000e+00  maximize
473        f_3_6_qm         linear  spearman      identity -0.022156        6.381183e-04  maximize
474        f_3_6_qm  decision_tree   pearson      identity  0.295468        5.878735e-02  maximize
475        f_3_6_qm  decision_tree  spearman      identity -0.012803        5.553623e-02  maximize
476   f_3_6_lehmer4         linear   pearson      identity  0.011956        0.000000e+00  maximize
477   f_3_6_lehmer4         linear  spearman      identity -0.020659        0.000000e+00  maximize
478   f_3_6_lehmer4  decision_tree   pearson      identity  0.268684        4.549005e-02  maximize
479   f_3_6_lehmer4  decision_tree  spearman      identity -0.016833        4.901851e-02  maximize
480   f_3_6_lehmer3         linear   pearson      identity  0.066351        0.000000e+00  maximize
481   f_3_6_lehmer3         linear  spearman      identity -0.042270        0.000000e+00  maximize
482   f_3_6_lehmer3  decision_tree   pearson      identity  0.286398        3.606321e-02  maximize
483   f_3_6_lehmer3  decision_tree  spearman      identity -0.015788        5.424145e-02  maximize
484        f_3_7_qm         linear   pearson      identity  0.096299        0.000000e+00  maximize
485        f_3_7_qm         linear  spearman      identity -0.019874        0.000000e+00  maximize
486        f_3_7_qm  decision_tree   pearson      identity  0.290558        5.578599e-02  maximize
487        f_3_7_qm  decision_tree  spearman      identity -0.054478        5.460544e-02  maximize
488   f_3_7_lehmer4         linear   pearson      identity  0.090266        1.031999e-03  maximize
489   f_3_7_lehmer4         linear  spearman      identity -0.047538        0.000000e+00  maximize
490   f_3_7_lehmer4  decision_tree   pearson      identity  0.290573        6.493037e-02  maximize
491   f_3_7_lehmer4  decision_tree  spearman      identity -0.018014        5.605058e-02  maximize
492   f_3_7_lehmer3         linear   pearson      identity  0.126714        1.432479e-02  maximize
493   f_3_7_lehmer3         linear  spearman      identity -0.044619        1.754630e-02  maximize
494   f_3_7_lehmer3  decision_tree   pearson      identity  0.255049        6.791955e-02  maximize
495   f_3_7_lehmer3  decision_tree  spearman      identity -0.005246        6.148921e-02  maximize
496        f_3_8_qm         linear   pearson      identity  0.165366        1.376633e-03  maximize
497        f_3_8_qm         linear  spearman      identity -0.044863        8.698511e-03  maximize
498        f_3_8_qm  decision_tree   pearson      identity  0.300929        6.597878e-02  maximize
499        f_3_8_qm  decision_tree  spearman      identity -0.020693        6.443116e-02  maximize
500   f_3_8_lehmer4         linear   pearson      identity  0.034639        8.348963e-04  maximize
501   f_3_8_lehmer4         linear  spearman      identity -0.033244        0.000000e+00  maximize
502   f_3_8_lehmer4  decision_tree   pearson      identity  0.275914        4.197153e-02  maximize
503   f_3_8_lehmer4  decision_tree  spearman      identity -0.021130        3.507034e-02  maximize
504   f_3_8_lehmer3         linear   pearson      identity  0.047479        0.000000e+00  maximize
505   f_3_8_lehmer3         linear  spearman      identity -0.031315        0.000000e+00  maximize
506   f_3_8_lehmer3  decision_tree   pearson      identity  0.248355        3.807422e-02  maximize
507   f_3_8_lehmer3  decision_tree  spearman      identity -0.008630        4.558363e-02  maximize
508        f_3_9_qm         linear   pearson      identity  0.039028        1.356308e-02  maximize
509        f_3_9_qm         linear  spearman      identity -0.042952        9.802555e-03  maximize
510        f_3_9_qm  decision_tree   pearson      identity  0.205046        2.481039e-02  maximize
511        f_3_9_qm  decision_tree  spearman      identity -0.065709        2.919134e-02  maximize
512   f_3_9_lehmer4         linear   pearson      identity  0.085719        5.502708e-04  maximize
513   f_3_9_lehmer4         linear  spearman      identity -0.044833        6.908387e-03  maximize
514   f_3_9_lehmer4  decision_tree   pearson      identity  0.237161        3.340549e-02  maximize
515   f_3_9_lehmer4  decision_tree  spearman      identity -0.040234        2.870694e-02  maximize
516   f_3_9_lehmer3         linear   pearson      identity  0.035710        0.000000e+00  maximize
517   f_3_9_lehmer3         linear  spearman      identity -0.045958        0.000000e+00  maximize
518   f_3_9_lehmer3  decision_tree   pearson      identity  0.296670        4.846515e-02  maximize
519   f_3_9_lehmer3  decision_tree  spearman      identity -0.006266        5.201908e-02  maximize
520        f_4_5_qm         linear   pearson      identity  0.084324        6.385471e-04  maximize
521        f_4_5_qm         linear  spearman      identity -0.032636        3.305214e-03  maximize
522        f_4_5_qm  decision_tree   pearson      identity  0.255013        4.965026e-02  maximize
523        f_4_5_qm  decision_tree  spearman      identity -0.010652        4.676362e-02  maximize
524   f_4_5_lehmer4         linear   pearson      identity  0.107258        9.487313e-03  maximize
525   f_4_5_lehmer4         linear  spearman      identity -0.026375        9.198498e-03  maximize
526   f_4_5_lehmer4  decision_tree   pearson      identity  0.300948        6.709764e-02  maximize
527   f_4_5_lehmer4  decision_tree  spearman      identity -0.017109        6.046016e-02  maximize
528   f_4_5_lehmer3         linear   pearson      identity  0.089333        1.353958e-02  maximize
529   f_4_5_lehmer3         linear  spearman      identity -0.020422        1.048666e-02  maximize
530   f_4_5_lehmer3  decision_tree   pearson      identity  0.230872        3.384588e-02  maximize
531   f_4_5_lehmer3  decision_tree  spearman      identity -0.051418        3.568999e-02  maximize
532        f_4_6_qm         linear   pearson      identity  0.112488        0.000000e+00  maximize
533        f_4_6_qm         linear  spearman      identity -0.037307        0.000000e+00  maximize
534        f_4_6_qm  decision_tree   pearson      identity  0.295451        5.248936e-02  maximize
535        f_4_6_qm  decision_tree  spearman      identity -0.055249        5.671754e-02  maximize
536       f_4_6_rms         linear   pearson      identity  0.129724        1.097062e-02  maximize
537       f_4_6_rms         linear  spearman      identity -0.044049        1.180266e-02  maximize
538       f_4_6_rms  decision_tree   pearson      identity  0.275289        3.670037e-02  maximize
539       f_4_6_rms  decision_tree  spearman      identity -0.042280        3.482058e-02  maximize
540   f_4_6_lehmer4         linear   pearson      identity  0.021516        1.162783e-02  maximize
541   f_4_6_lehmer4         linear  spearman      identity -0.041929        1.184031e-02  maximize
542   f_4_6_lehmer4  decision_tree   pearson      identity  0.295468        5.792205e-02  maximize
543   f_4_6_lehmer4  decision_tree  spearman      identity -0.045183        5.863634e-02  maximize
544        f_4_7_qm         linear   pearson      identity  0.019898        0.000000e+00  maximize
545        f_4_7_qm         linear  spearman      identity -0.045631        0.000000e+00  maximize
546        f_4_7_qm  decision_tree   pearson      identity  0.276199        5.009086e-02  maximize
547        f_4_7_qm  decision_tree  spearman      identity -0.008684        4.970197e-02  maximize
548   f_4_7_lehmer4         linear   pearson      identity  0.067709        1.667749e-03  maximize
549   f_4_7_lehmer4         linear  spearman      identity -0.034324        6.132402e-03  maximize
550   f_4_7_lehmer4  decision_tree   pearson      identity  0.300929        6.275060e-02  maximize
551   f_4_7_lehmer4  decision_tree  spearman      identity -0.020693        6.989544e-02  maximize
552   f_4_7_lehmer3         linear   pearson      identity  0.070616        0.000000e+00  maximize
553   f_4_7_lehmer3         linear  spearman      identity -0.023177        0.000000e+00  maximize
554   f_4_7_lehmer3  decision_tree   pearson      identity  0.297659        5.498314e-02  maximize
555   f_4_7_lehmer3  decision_tree  spearman      identity -0.007238        4.801720e-02  maximize
556        f_4_8_qm         linear   pearson      identity  0.025199        4.931342e-03  maximize
557        f_4_8_qm         linear  spearman      identity -0.033772        4.651628e-03  maximize
558        f_4_8_qm  decision_tree   pearson      identity  0.276960        4.134187e-02  maximize
559        f_4_8_qm  decision_tree  spearman      identity -0.021061        4.564980e-02  maximize
560       f_4_8_rms         linear   pearson      identity  0.052640        4.253914e-07  maximize
561       f_4_8_rms         linear  spearman      identity -0.020185        7.040233e-04  maximize
562       f_4_8_rms  decision_tree   pearson      identity  0.288435        5.719029e-02  maximize
563       f_4_8_rms  decision_tree  spearman      identity -0.004014        5.144494e-02  maximize
564   f_4_8_lehmer4         linear   pearson      identity  0.105494        1.453296e-02  maximize
565   f_4_8_lehmer4         linear  spearman      identity -0.031147        1.029892e-03  maximize
566   f_4_8_lehmer4  decision_tree   pearson      identity  0.290573        5.521157e-02  maximize
567   f_4_8_lehmer4  decision_tree  spearman      identity -0.050571        5.332992e-02  maximize
568        f_4_9_qm         linear   pearson      identity  0.014634        0.000000e+00  maximize
569        f_4_9_qm         linear  spearman      identity -0.035512        0.000000e+00  maximize
570        f_4_9_qm  decision_tree   pearson      identity  0.267093        3.243728e-02  maximize
571        f_4_9_qm  decision_tree  spearman      identity -0.046164        3.377657e-02  maximize
572       f_4_9_rms         linear   pearson      identity  0.116033        0.000000e+00  maximize
573       f_4_9_rms         linear  spearman      identity -0.032468        0.000000e+00  maximize
574       f_4_9_rms  decision_tree   pearson      identity  0.299181        4.617857e-02  maximize
575       f_4_9_rms  decision_tree  spearman      identity -0.011405        4.827638e-02  maximize
576   f_4_9_lehmer4         linear   pearson      identity  0.107827        0.000000e+00  maximize
577   f_4_9_lehmer4         linear  spearman      identity -0.018992        0.000000e+00  maximize
578   f_4_9_lehmer4  decision_tree   pearson      identity  0.299202        5.212348e-02  maximize
579   f_4_9_lehmer4  decision_tree  spearman      identity -0.008090        5.337870e-02  maximize
580        f_5_6_qm         linear   pearson      identity  0.103022        3.783531e-03  maximize
581        f_5_6_qm         linear  spearman      identity -0.045711        0.000000e+00  maximize
582        f_5_6_qm  decision_tree   pearson      identity  0.300948        6.342145e-02  maximize
583        f_5_6_qm  decision_tree  spearman      identity  0.004082        6.750269e-02  maximize
584   f_5_6_lehmer4         linear   pearson      identity  0.049318        0.000000e+00  maximize
585   f_5_6_lehmer4         linear  spearman      identity -0.045853        0.000000e+00  maximize
586   f_5_6_lehmer4  decision_tree   pearson      identity  0.294903        4.276412e-02  maximize
587   f_5_6_lehmer4  decision_tree  spearman      identity -0.040320        4.062902e-02  maximize
588   f_5_6_lehmer3         linear   pearson      identity  0.103050        0.000000e+00  maximize
589   f_5_6_lehmer3         linear  spearman      identity -0.033866        8.710478e-04  maximize
590   f_5_6_lehmer3  decision_tree   pearson      identity  0.282171        6.701865e-02  maximize
591   f_5_6_lehmer3  decision_tree  spearman      identity -0.005193        7.249007e-02  maximize
592        f_5_7_qm         linear   pearson      identity  0.009751        1.721738e-04  maximize
593        f_5_7_qm         linear  spearman      identity -0.035867        2.706983e-04  maximize
594        f_5_7_qm  decision_tree   pearson      identity  0.193068        2.288961e-02  maximize
595        f_5_7_qm  decision_tree  spearman      identity -0.042099        1.600619e-02  maximize
596   f_5_7_lehmer4         linear   pearson      identity  0.127994        5.881533e-03  maximize
597   f_5_7_lehmer4         linear  spearman      identity -0.043624        8.236121e-03  maximize
598   f_5_7_lehmer4  decision_tree   pearson      identity  0.283049        2.717283e-02  maximize
599   f_5_7_lehmer4  decision_tree  spearman      identity -0.075338        3.604864e-02  maximize
600  f_5_7_exp_mean         linear   pearson      identity  0.035620        6.291083e-03  maximize
601  f_5_7_exp_mean         linear  spearman      identity -0.034412        0.000000e+00  maximize
602  f_5_7_exp_mean  decision_tree   pearson      identity  0.296670        4.793793e-02  maximize
603  f_5_7_exp_mean  decision_tree  spearman      identity -0.006266        5.538795e-02  maximize
604        f_5_8_qm         linear   pearson      identity  0.137267        0.000000e+00  maximize
605        f_5_8_qm         linear  spearman      identity -0.039434        0.000000e+00  maximize
606        f_5_8_qm  decision_tree   pearson      identity  0.266876        3.985928e-02  maximize
607        f_5_8_qm  decision_tree  spearman      identity -0.042133        4.307724e-02  maximize
608   f_5_8_lehmer4         linear   pearson      identity  0.084627        9.472271e-03  maximize
609   f_5_8_lehmer4         linear  spearman      identity -0.019224        1.255560e-02  maximize
610   f_5_8_lehmer4  decision_tree   pearson      identity  0.290272        4.801522e-02  maximize
611   f_5_8_lehmer4  decision_tree  spearman      identity -0.035720        4.838012e-02  maximize
612   f_5_8_lehmer3         linear   pearson      identity  0.139224        1.088686e-02  maximize
613   f_5_8_lehmer3         linear  spearman      identity -0.031372        2.109658e-02  maximize
614   f_5_8_lehmer3  decision_tree   pearson      identity  0.248355        4.236686e-02  maximize
615   f_5_8_lehmer3  decision_tree  spearman      identity -0.008630        5.113843e-02  maximize
616        f_5_9_qm         linear   pearson      identity  0.100822        1.856434e-03  maximize
617        f_5_9_qm         linear  spearman      identity -0.031184        1.039817e-02  maximize
618        f_5_9_qm  decision_tree   pearson      identity  0.286553        5.083395e-02  maximize
619        f_5_9_qm  decision_tree  spearman      identity -0.007938        3.916469e-02  maximize
620   f_5_9_lehmer4         linear   pearson      identity  0.114167        0.000000e+00  maximize
621   f_5_9_lehmer4         linear  spearman      identity -0.031847        3.447878e-03  maximize
622   f_5_9_lehmer4  decision_tree   pearson      identity  0.298239        5.723518e-02  maximize
623   f_5_9_lehmer4  decision_tree  spearman      identity -0.005124        4.984775e-02  maximize
624   f_5_9_lehmer3         linear   pearson      identity  0.032715        0.000000e+00  maximize
625   f_5_9_lehmer3         linear  spearman      identity  0.029950        2.718558e-03  maximize
626   f_5_9_lehmer3  decision_tree   pearson      identity  0.282171        5.782577e-02  maximize
627   f_5_9_lehmer3  decision_tree  spearman      identity -0.005193        6.187279e-02  maximize
628        f_6_7_qm         linear   pearson      identity  0.052463        1.111419e-02  maximize
629        f_6_7_qm         linear  spearman      identity -0.044799        1.087393e-02  maximize
630        f_6_7_qm  decision_tree   pearson      identity  0.227743        3.535811e-02  maximize
631        f_6_7_qm  decision_tree  spearman      identity -0.046237        4.409509e-02  maximize
632   f_6_7_lehmer4         linear   pearson      identity  0.083891        0.000000e+00  maximize
633   f_6_7_lehmer4         linear  spearman      identity -0.021152        0.000000e+00  maximize
634   f_6_7_lehmer4  decision_tree   pearson      identity  0.284725        3.195046e-02  maximize
635   f_6_7_lehmer4  decision_tree  spearman      identity -0.039656        3.181176e-02  maximize
636   f_6_7_lehmer3         linear   pearson      identity  0.033552        9.983988e-04  maximize
637   f_6_7_lehmer3         linear  spearman      identity -0.041082        0.000000e+00  maximize
638   f_6_7_lehmer3  decision_tree   pearson      identity  0.282171        5.539954e-02  maximize
639   f_6_7_lehmer3  decision_tree  spearman      identity -0.005193        6.304311e-02  maximize
640        f_6_8_qm         linear   pearson      identity  0.033428        0.000000e+00  maximize
641        f_6_8_qm         linear  spearman      identity  0.027008        1.596421e-03  maximize
642        f_6_8_qm  decision_tree   pearson      identity  0.184532        1.944394e-02  maximize
643        f_6_8_qm  decision_tree  spearman      identity -0.008915        9.571478e-03  maximize
644       f_6_8_rms         linear   pearson      identity  0.102183        0.000000e+00  maximize
645       f_6_8_rms         linear  spearman      identity -0.020969        0.000000e+00  maximize
646       f_6_8_rms  decision_tree   pearson      identity  0.253904        3.330864e-02  maximize
647       f_6_8_rms  decision_tree  spearman      identity -0.049068        3.051188e-02  maximize
648   f_6_8_lehmer4         linear   pearson      identity  0.040167        6.202717e-03  maximize
649   f_6_8_lehmer4         linear  spearman      identity -0.045262        4.522161e-03  maximize
650   f_6_8_lehmer4  decision_tree   pearson      identity  0.291054        5.840959e-02  maximize
651   f_6_8_lehmer4  decision_tree  spearman      identity -0.012342        3.367232e-02  maximize
652        f_6_9_qm         linear   pearson      identity  0.018347        4.574852e-03  maximize
653        f_6_9_qm         linear  spearman      identity -0.026537        5.824852e-03  maximize
654        f_6_9_qm  decision_tree   pearson      identity  0.223720        3.692133e-02  maximize
655        f_6_9_qm  decision_tree  spearman      identity  0.000761        3.366235e-02  maximize
656       f_6_9_rms         linear   pearson      identity  0.070885        6.737960e-04  maximize
657       f_6_9_rms         linear  spearman      identity -0.037967        1.113622e-03  maximize
658       f_6_9_rms  decision_tree   pearson      identity  0.201394        3.645931e-02  maximize
659       f_6_9_rms  decision_tree  spearman      identity -0.046858        2.972531e-02  maximize
660   f_6_9_lehmer4         linear   pearson      identity  0.013400        0.000000e+00  maximize
661   f_6_9_lehmer4         linear  spearman      identity -0.045382        0.000000e+00  maximize
662   f_6_9_lehmer4  decision_tree   pearson      identity  0.286553        6.097810e-02  maximize
663   f_6_9_lehmer4  decision_tree  spearman      identity -0.007938        4.701932e-02  maximize
664        f_7_8_qm         linear   pearson      identity  0.070035        0.000000e+00  maximize
665        f_7_8_qm         linear  spearman      identity -0.034820        0.000000e+00  maximize
666        f_7_8_qm  decision_tree   pearson      identity  0.300929        6.049180e-02  maximize
667        f_7_8_qm  decision_tree  spearman      identity -0.020693        6.380616e-02  maximize
668   f_7_8_lehmer4         linear   pearson      identity  0.015954        7.109459e-03  maximize
669   f_7_8_lehmer4         linear  spearman      identity -0.040527        5.442793e-03  maximize
670   f_7_8_lehmer4  decision_tree   pearson      identity  0.261005        3.444726e-02  maximize
671   f_7_8_lehmer4  decision_tree  spearman      identity -0.035651        2.973315e-02  maximize
672   f_7_8_lehmer3         linear   pearson      identity  0.037618        0.000000e+00  maximize
673   f_7_8_lehmer3         linear  spearman      identity -0.026786        0.000000e+00  maximize
674   f_7_8_lehmer3  decision_tree   pearson      identity  0.233197        2.627502e-02  maximize
675   f_7_8_lehmer3  decision_tree  spearman      identity -0.035581        2.710294e-02  maximize
676        f_7_9_qm         linear   pearson      identity  0.071579        4.713858e-03  maximize
677        f_7_9_qm         linear  spearman      identity -0.018927        4.583150e-03  maximize
678        f_7_9_qm  decision_tree   pearson      identity  0.283782        3.997691e-02  maximize
679        f_7_9_qm  decision_tree  spearman      identity -0.014901        4.596659e-02  maximize
680   f_7_9_lehmer4         linear   pearson      identity  0.100787        7.389722e-03  maximize
681   f_7_9_lehmer4         linear  spearman      identity -0.034204        8.798813e-03  maximize
682   f_7_9_lehmer4  decision_tree   pearson      identity  0.287098        5.817291e-02  maximize
683   f_7_9_lehmer4  decision_tree  spearman      identity -0.011699        5.013551e-02  maximize
684   f_7_9_lehmer3         linear   pearson      identity  0.137337        6.175624e-03  maximize
685   f_7_9_lehmer3         linear  spearman      identity -0.034667        7.830848e-03  maximize
686   f_7_9_lehmer3  decision_tree   pearson      identity  0.274893        4.453714e-02  maximize
687   f_7_9_lehmer3  decision_tree  spearman      identity -0.021335        4.398421e-02  maximize
688        f_8_9_qm         linear   pearson      identity  0.023220        0.000000e+00  maximize
689        f_8_9_qm         linear  spearman      identity  0.018710        0.000000e+00  maximize
690        f_8_9_qm  decision_tree   pearson      identity  0.294930        4.766039e-02  maximize
691        f_8_9_qm  decision_tree  spearman      identity -0.018096        3.956247e-02  maximize
692       f_8_9_rms         linear   pearson      identity  0.016109        0.000000e+00  maximize
693       f_8_9_rms         linear  spearman      identity -0.047286        0.000000e+00  maximize
694       f_8_9_rms  decision_tree   pearson      identity  0.254716        2.567139e-02  maximize
695       f_8_9_rms  decision_tree  spearman      identity -0.049401        2.100240e-02  maximize
696   f_8_9_lehmer4         linear   pearson      identity  0.013323        8.162023e-03  maximize
697   f_8_9_lehmer4         linear  spearman      identity -0.047670        8.648134e-03  maximize
698   f_8_9_lehmer4  decision_tree   pearson      identity  0.286635        3.674873e-02  maximize
699   f_8_9_lehmer4  decision_tree  spearman      identity -0.037939        3.506817e-02  maximize

Number of trained models: 0
