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Joseph Gordon
joseph-gordon/
ML_BreastCancerTreatment
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# mean_fit_time std_fit_time mean_score_time std_score_time param_C param_degree param_gamma param_kernel params split0_test_score split1_test_score split2_test_score split3_test_score split4_test_score mean_test_score std_test_score rank_test_score split0_train_score split1_train_score split2_train_score split3_train_score split4_train_score mean_train_score std_train_score
1 0 0.0026881217956542967 0.000299281302999255 0.001600503921508789 0.00013266257620594214 0.1 1 scale linear {'C': 0.1, 'degree': 1, 'gamma': 'scale', 'kernel': 'linear'} 0.8375 0.85 0.75 0.7625 0.9125 0.8225 0.0598957427535547 1 0.825 0.809375 0.834375 0.834375 0.79375 0.819375 0.01573709789001772
2 1 0.00449681282043457 0.0006895561088318098 0.0020679950714111326 0.00010730715692961018 0.1 1 scale rbf {'C': 0.1, 'degree': 1, 'gamma': 'scale', 'kernel': 'rbf'} 0.825 0.7375 0.7625 0.7875 0.85 0.7925000000000001 0.04077376607575021 17 0.83125 0.80625 0.828125 0.834375 0.796875 0.8193750000000002 0.014973935688388673
3 2 0.0035400390625 0.0001671322062061848 0.001640653610229492 0.00015568536783471765 0.1 1 scale poly {'C': 0.1, 'degree': 1, 'gamma': 'scale', 'kernel': 'poly'} 0.825 0.775 0.7375 0.7625 0.8375 0.7875000000000001 0.03791437722025774 21 0.803125 0.79375 0.825 0.8125 0.775 0.8018750000000001 0.016955824957813153
4 3 0.0039138317108154295 0.0005299815470246042 0.0016765594482421875 0.0002300100040079504 0.1 1 scale sigmoid {'C': 0.1, 'degree': 1, 'gamma': 'scale', 'kernel': 'sigmoid'} 0.8 0.75 0.7375 0.725 0.875 0.7775000000000001 0.055 27 0.79375 0.796875 0.81875 0.80625 0.7625 0.7956249999999999 0.018708286933869722
5 4 0.0025101184844970705 0.0006179469115392374 0.0011250972747802734 0.0001416837185708432 0.1 1 auto linear {'C': 0.1, 'degree': 1, 'gamma': 'auto', 'kernel': 'linear'} 0.8375 0.85 0.75 0.7625 0.9125 0.8225 0.0598957427535547 1 0.825 0.809375 0.834375 0.834375 0.79375 0.819375 0.01573709789001772
6 5 0.003952836990356446 0.0002326611878957715 0.0018967151641845702 4.6550053778294094e-05 0.1 1 auto rbf {'C': 0.1, 'degree': 1, 'gamma': 'auto', 'kernel': 'rbf'} 0.8125 0.7625 0.7625 0.7875 0.8625 0.7975 0.037416573867739444 15 0.84375 0.83125 0.834375 0.85 0.809375 0.83375 0.013891319231808053
7 6 0.002740287780761719 0.0001462091589928777 0.0012326240539550781 7.577736130587488e-05 0.1 1 auto poly {'C': 0.1, 'degree': 1, 'gamma': 'auto', 'kernel': 'poly'} 0.85 0.7875 0.7375 0.75 0.8875 0.8025 0.05777110004145669 14 0.8125 0.803125 0.834375 0.821875 0.784375 0.81125 0.016955824957813153
8 7 0.0049932003021240234 0.00036308170416804637 0.0017653942108154298 0.00025792974784827403 0.1 1 auto sigmoid {'C': 0.1, 'degree': 1, 'gamma': 'auto', 'kernel': 'sigmoid'} 0.775 0.775 0.75 0.7625 0.8875 0.79 0.049623583103198005 19 0.8 0.7875 0.825 0.828125 0.771875 0.8024999999999999 0.021596440678963744
9 8 0.0023892879486083984 0.00040252051604233843 0.0010637283325195313 0.0001657310362404414 0.1 1 0.01 linear {'C': 0.1, 'degree': 1, 'gamma': 0.01, 'kernel': 'linear'} 0.8375 0.85 0.75 0.7625 0.9125 0.8225 0.0598957427535547 1 0.825 0.809375 0.834375 0.834375 0.79375 0.819375 0.01573709789001772
10 9 0.004357004165649414 0.0009357813099426061 0.002088022232055664 0.00015202989475946043 0.1 1 0.01 rbf {'C': 0.1, 'degree': 1, 'gamma': 0.01, 'kernel': 'rbf'} 0.8125 0.7625 0.7375 0.75 0.85 0.7825 0.042278836313219395 24 0.7875 0.778125 0.828125 0.8 0.759375 0.7906249999999999 0.0229639663385923
11 10 0.003414440155029297 0.00010641969182562615 0.001446533203125 7.4212224475035e-05 0.1 1 0.01 poly {'C': 0.1, 'degree': 1, 'gamma': 0.01, 'kernel': 'poly'} 0.775 0.775 0.725 0.7125 0.85 0.7675 0.04847679857416328 33 0.765625 0.75625 0.784375 0.78125 0.75625 0.76875 0.012022115038544612
12 11 0.004983043670654297 0.000469965042584873 0.0020759105682373047 0.0005155114061872856 0.1 1 0.01 sigmoid {'C': 0.1, 'degree': 1, 'gamma': 0.01, 'kernel': 'sigmoid'} 0.775 0.7875 0.725 0.7125 0.85 0.77 0.04911720676097124 31 0.76875 0.75625 0.784375 0.78125 0.75625 0.769375 0.011924240017711842
13 12 0.0027496814727783203 0.0002743748521186216 0.0012123584747314453 0.00018527734663284357 0.1 1 0.1 linear {'C': 0.1, 'degree': 1, 'gamma': 0.1, 'kernel': 'linear'} 0.8375 0.85 0.75 0.7625 0.9125 0.8225 0.0598957427535547 1 0.825 0.809375 0.834375 0.834375 0.79375 0.819375 0.01573709789001772
14 13 0.003765773773193359 0.00026249166179088664 0.0017924308776855469 0.0001797440814501124 0.1 1 0.1 rbf {'C': 0.1, 'degree': 1, 'gamma': 0.1, 'kernel': 'rbf'} 0.7875 0.75 0.7625 0.7875 0.8375 0.7849999999999999 0.030000000000000013 22 0.81875 0.796875 0.825 0.815625 0.7875 0.8087499999999999 0.01416973006094329
15 14 0.0024645328521728516 0.0003852755125356034 0.0013924598693847655 0.0003957134969118294 0.1 1 0.1 poly {'C': 0.1, 'degree': 1, 'gamma': 0.1, 'kernel': 'poly'} 0.8125 0.775 0.725 0.75 0.8375 0.78 0.040773766075750235 26 0.79375 0.778125 0.80625 0.8 0.76875 0.7893749999999999 0.013919410907075058
16 15 0.00472102165222168 0.0002806716575600555 0.0020179271697998045 0.00034178912497785505 0.1 1 0.1 sigmoid {'C': 0.1, 'degree': 1, 'gamma': 0.1, 'kernel': 'sigmoid'} 0.8 0.7625 0.725 0.7375 0.8375 0.7725000000000001 0.041382363393117134 29 0.790625 0.784375 0.796875 0.7875 0.765625 0.785 0.010532687216470448
17 16 0.0028602123260498048 0.0005200841834044147 0.0010985851287841797 0.00010458414071699036 0.1 1 1 linear {'C': 0.1, 'degree': 1, 'gamma': 1, 'kernel': 'linear'} 0.8375 0.85 0.75 0.7625 0.9125 0.8225 0.0598957427535547 1 0.825 0.809375 0.834375 0.834375 0.79375 0.819375 0.01573709789001772
18 17 0.004231739044189453 0.00018190312012927024 0.002132081985473633 0.00014034117132462166 0.1 1 1 rbf {'C': 0.1, 'degree': 1, 'gamma': 1, 'kernel': 'rbf'} 0.8 0.7875 0.85 0.8 0.8 0.8074999999999999 0.021794494717703356 12 0.88125 0.871875 0.9 0.8875 0.846875 0.8774999999999998 0.01783167827210887
19 18 0.0030966758728027343 0.0002977144396424734 0.001266813278198242 2.5155408587002545e-05 0.1 1 1 poly {'C': 0.1, 'degree': 1, 'gamma': 1, 'kernel': 'poly'} 0.8375 0.85 0.75 0.7625 0.9125 0.8225 0.0598957427535547 1 0.825 0.809375 0.834375 0.834375 0.79375 0.819375 0.01573709789001772
20 19 0.004840850830078125 0.00030944185637152673 0.0018323898315429688 0.00014787362246830498 0.1 1 1 sigmoid {'C': 0.1, 'degree': 1, 'gamma': 1, 'kernel': 'sigmoid'} 0.6625 0.65 0.675 0.6875 0.7875 0.6925 0.04911720676097124 34 0.646875 0.646875 0.68125 0.6875 0.603125 0.653125 0.030168795965367926
21 20 0.0029006004333496094 0.0006737070870058929 0.0010717391967773437 0.0001483558645780687 0.1 2 scale linear {'C': 0.1, 'degree': 2, 'gamma': 'scale', 'kernel': 'linear'} 0.8375 0.85 0.75 0.7625 0.9125 0.8225 0.0598957427535547 1 0.825 0.809375 0.834375 0.834375 0.79375 0.819375 0.01573709789001772
22 21 0.0035361289978027345 9.765860156118812e-05 0.0020155906677246094 0.00017432112630629923 0.1 2 scale rbf {'C': 0.1, 'degree': 2, 'gamma': 'scale', 'kernel': 'rbf'} 0.825 0.7375 0.7625 0.7875 0.85 0.7925000000000001 0.04077376607575021 17 0.83125 0.80625 0.828125 0.834375 0.796875 0.8193750000000002 0.014973935688388673
23 22 0.0028796672821044924 0.0006522214557266065 0.0011530399322509765 0.0001613008664059194 0.1 2 scale poly {'C': 0.1, 'degree': 2, 'gamma': 'scale', 'kernel': 'poly'} 0.6375 0.575 0.6375 0.625 0.6 0.615 0.024238399287081647 38 0.6125 0.64375 0.625 0.621875 0.659375 0.6325 0.016840241981634366
24 23 0.004652214050292969 0.00026138347175028496 0.001987934112548828 0.00026010088005541464 0.1 2 scale sigmoid {'C': 0.1, 'degree': 2, 'gamma': 'scale', 'kernel': 'sigmoid'} 0.8 0.75 0.7375 0.725 0.875 0.7775000000000001 0.055 27 0.79375 0.796875 0.81875 0.80625 0.7625 0.7956249999999999 0.018708286933869722
25 24 0.002649831771850586 0.00028487456270392334 0.0011809349060058593 0.00017529323890078802 0.1 2 auto linear {'C': 0.1, 'degree': 2, 'gamma': 'auto', 'kernel': 'linear'} 0.8375 0.85 0.75 0.7625 0.9125 0.8225 0.0598957427535547 1 0.825 0.809375 0.834375 0.834375 0.79375 0.819375 0.01573709789001772
26 25 0.003411674499511719 0.00044459751977616067 0.001781463623046875 0.00023838309977713404 0.1 2 auto rbf {'C': 0.1, 'degree': 2, 'gamma': 'auto', 'kernel': 'rbf'} 0.8125 0.7625 0.7625 0.7875 0.8625 0.7975 0.037416573867739444 15 0.84375 0.83125 0.834375 0.85 0.809375 0.83375 0.013891319231808053
27 26 0.003391456604003906 0.00031071100004208144 0.0015427112579345704 0.00020711407557689196 0.1 2 auto poly {'C': 0.1, 'degree': 2, 'gamma': 'auto', 'kernel': 'poly'} 0.625 0.625 0.6375 0.675 0.625 0.6375 0.019364916731037102 37 0.696875 0.70625 0.675 0.684375 0.675 0.6875 0.012342761036332186
28 27 0.004918241500854492 0.0003306586557006009 0.0018735408782958984 9.385136518117132e-05 0.1 2 auto sigmoid {'C': 0.1, 'degree': 2, 'gamma': 'auto', 'kernel': 'sigmoid'} 0.775 0.775 0.75 0.7625 0.8875 0.79 0.049623583103198005 19 0.8 0.7875 0.825 0.828125 0.771875 0.8024999999999999 0.021596440678963744
29 28 0.004834222793579102 0.004157906674559455 0.0013666629791259765 0.0003401305019283084 0.1 2 0.01 linear {'C': 0.1, 'degree': 2, 'gamma': 0.01, 'kernel': 'linear'} 0.8375 0.85 0.75 0.7625 0.9125 0.8225 0.0598957427535547 1 0.825 0.809375 0.834375 0.834375 0.79375 0.819375 0.01573709789001772
30 29 0.0038996219635009767 0.0004823061926232723 0.0021819591522216795 0.00012176113163903206 0.1 2 0.01 rbf {'C': 0.1, 'degree': 2, 'gamma': 0.01, 'kernel': 'rbf'} 0.8125 0.7625 0.7375 0.75 0.85 0.7825 0.042278836313219395 24 0.7875 0.778125 0.828125 0.8 0.759375 0.7906249999999999 0.0229639663385923
31 30 0.0035872459411621094 0.0002888024389033957 0.0014935016632080078 7.521588886568676e-05 0.1 2 0.01 poly {'C': 0.1, 'degree': 2, 'gamma': 0.01, 'kernel': 'poly'} 0.5 0.5 0.6125 0.5 0.5 0.5225 0.04500000000000002 40 0.503125 0.503125 0.59375 0.503125 0.503125 0.52125 0.036249999999999984
32 31 0.005172061920166016 0.0004945887636656407 0.002011871337890625 0.00010577991555171329 0.1 2 0.01 sigmoid {'C': 0.1, 'degree': 2, 'gamma': 0.01, 'kernel': 'sigmoid'} 0.775 0.7875 0.725 0.7125 0.85 0.77 0.04911720676097124 31 0.76875 0.75625 0.784375 0.78125 0.75625 0.769375 0.011924240017711842
33 32 0.0027879714965820313 0.00020409591821501764 0.0013694286346435547 0.0003827718445844213 0.1 2 0.1 linear {'C': 0.1, 'degree': 2, 'gamma': 0.1, 'kernel': 'linear'} 0.8375 0.85 0.75 0.7625 0.9125 0.8225 0.0598957427535547 1 0.825 0.809375 0.834375 0.834375 0.79375 0.819375 0.01573709789001772
34 33 0.0035714149475097657 7.717953731125684e-05 0.0019795894622802734 0.00020101556652170772 0.1 2 0.1 rbf {'C': 0.1, 'degree': 2, 'gamma': 0.1, 'kernel': 'rbf'} 0.7875 0.75 0.7625 0.7875 0.8375 0.7849999999999999 0.030000000000000013 22 0.81875 0.796875 0.825 0.815625 0.7875 0.8087499999999999 0.01416973006094329
35 34 0.003516864776611328 0.0003088071729745338 0.0015706539154052735 0.00017295274843137762 0.1 2 0.1 poly {'C': 0.1, 'degree': 2, 'gamma': 0.1, 'kernel': 'poly'} 0.6375 0.5625 0.6375 0.6 0.6 0.6075 0.028062430400804545 39 0.621875 0.634375 0.6125 0.609375 0.61875 0.619375 0.008705242673240072
36 35 0.005135774612426758 0.0005351395376788893 0.002113628387451172 0.0005129305948578429 0.1 2 0.1 sigmoid {'C': 0.1, 'degree': 2, 'gamma': 0.1, 'kernel': 'sigmoid'} 0.8 0.7625 0.725 0.7375 0.8375 0.7725000000000001 0.041382363393117134 29 0.790625 0.784375 0.796875 0.7875 0.765625 0.785 0.010532687216470448
37 36 0.002846431732177734 0.00029103213659330957 0.0011664390563964843 7.429156591023272e-05 0.1 2 1 linear {'C': 0.1, 'degree': 2, 'gamma': 1, 'kernel': 'linear'} 0.8375 0.85 0.75 0.7625 0.9125 0.8225 0.0598957427535547 1 0.825 0.809375 0.834375 0.834375 0.79375 0.819375 0.01573709789001772
38 37 0.0041636466979980465 0.00020823646306262448 0.0021120548248291016 8.778863463779851e-05 0.1 2 1 rbf {'C': 0.1, 'degree': 2, 'gamma': 1, 'kernel': 'rbf'} 0.8 0.7875 0.85 0.8 0.8 0.8074999999999999 0.021794494717703356 12 0.88125 0.871875 0.9 0.8875 0.846875 0.8774999999999998 0.01783167827210887
39 38 0.003917026519775391 0.00041790424224722237 0.001371288299560547 9.173070477772638e-05 0.1 2 1 poly {'C': 0.1, 'degree': 2, 'gamma': 1, 'kernel': 'poly'} 0.6875 0.6625 0.775 0.6125 0.6625 0.6799999999999999 0.05338539126015656 36 0.76875 0.71875 0.73125 0.74375 0.728125 0.7381249999999999 0.017275343701356586
40 39 0.004334497451782227 0.0003545313099408517 0.001428365707397461 0.00021574007021987792 0.1 2 1 sigmoid {'C': 0.1, 'degree': 2, 'gamma': 1, 'kernel': 'sigmoid'} 0.6625 0.65 0.675 0.6875 0.7875 0.6925 0.04911720676097124 34 0.646875 0.646875 0.68125 0.6875 0.603125 0.653125 0.030168795965367926