8.5 KiB
8.5 KiB
1 | mean_fit_time | std_fit_time | mean_score_time | std_score_time | param_metric | param_n_neighbors | param_weights | params | split0_test_score | split1_test_score | split2_test_score | mean_test_score | std_test_score | rank_test_score | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2 | 1 | 0.45209089914957684 | 0.06397052266041096 | 999.4092309474945 | 57.61425639022496 | euclidean | 3 | distance | {'metric': 'euclidean', 'n_neighbors': 3, 'weights': 'distance'} | 0.9682862806021321 | 0.970589810896234 | 0.9706953819779278 | 0.9698571578254312 | 0.001111613767256926 | 1 |
3 | 25 | 21.657216548919678 | 6.562207129397543 | 658.4712273279825 | 21.718713022707036 | minkowski | 3 | distance | {'metric': 'minkowski', 'n_neighbors': 3, 'weights': 'distance'} | 0.9682862806021321 | 0.970589810896234 | 0.9706953819779278 | 0.9698571578254312 | 0.001111613767256926 | 1 |
4 | 0 | 0.24088136355082193 | 0.06316956409457818 | 1192.299196402232 | 50.58626950507389 | euclidean | 3 | uniform | {'metric': 'euclidean', 'n_neighbors': 3, 'weights': 'uniform'} | 0.9673755825788826 | 0.968714844377779 | 0.9698917818493518 | 0.9686607362686711 | 0.0010279463208361468 | 3 |
5 | 24 | 25.903496742248535 | 4.992758052195091 | 692.2140617370605 | 11.112854827147826 | minkowski | 3 | uniform | {'metric': 'minkowski', 'n_neighbors': 3, 'weights': 'uniform'} | 0.9673755825788826 | 0.968714844377779 | 0.9698917818493518 | 0.9686607362686711 | 0.0010279463208361468 | 3 |
6 | 3 | 0.8060687383015951 | 0.06892978221653173 | 1013.2562080224355 | 75.3525112337183 | euclidean | 5 | distance | {'metric': 'euclidean', 'n_neighbors': 5, 'weights': 'distance'} | 0.9670541597471474 | 0.9677505758825735 | 0.9693024750883961 | 0.968035736906039 | 0.0009397581516544441 | 5 |
7 | 27 | 18.446327686309814 | 4.005850513858593 | 573.115521033605 | 23.174191252334296 | minkowski | 5 | distance | {'metric': 'minkowski', 'n_neighbors': 5, 'weights': 'distance'} | 0.9670541597471474 | 0.9677505758825735 | 0.9693024750883961 | 0.968035736906039 | 0.0009397581516544441 | 5 |
8 | 5 | 0.5992098649342855 | 0.07186277124297363 | 1017.6772451400757 | 34.26075216888202 | euclidean | 7 | distance | {'metric': 'euclidean', 'n_neighbors': 7, 'weights': 'distance'} | 0.9656077570043392 | 0.9673755825788826 | 0.9683917282760098 | 0.9671250226197438 | 0.0011502780041406022 | 7 |
9 | 29 | 4.765162626902263 | 5.8443026893869865 | 328.6635688940684 | 144.58640566271308 | minkowski | 7 | distance | {'metric': 'minkowski', 'n_neighbors': 7, 'weights': 'distance'} | 0.9656077570043392 | 0.9673755825788826 | 0.9683917282760098 | 0.9671250226197438 | 0.0011502780041406022 | 7 |
10 | 2 | 0.6994575659434 | 0.015356819263441783 | 1095.269747654597 | 137.31109235190226 | euclidean | 5 | uniform | {'metric': 'euclidean', 'n_neighbors': 5, 'weights': 'uniform'} | 0.9659291798360744 | 0.9661970321958536 | 0.9679095681988642 | 0.9666785934102641 | 0.0008772724469576776 | 9 |
11 | 26 | 23.48669679959615 | 1.6759845670112823 | 632.0995594660441 | 20.601423474278537 | minkowski | 5 | uniform | {'metric': 'minkowski', 'n_neighbors': 5, 'weights': 'uniform'} | 0.9659291798360744 | 0.9661970321958536 | 0.9679095681988642 | 0.9666785934102641 | 0.0008772724469576776 | 9 |
12 | 4 | 0.44025548299153644 | 0.0758287971251788 | 1168.1676174799602 | 56.92121615266254 | euclidean | 7 | uniform | {'metric': 'euclidean', 'n_neighbors': 7, 'weights': 'uniform'} | 0.9643756361493545 | 0.9659827503080303 | 0.9674809814636237 | 0.9659464559736696 | 0.0012680116558989624 | 11 |
13 | 28 | 7.9804831345876055 | 0.6540708832583817 | 555.8133392333984 | 9.00936445757863 | minkowski | 7 | uniform | {'metric': 'minkowski', 'n_neighbors': 7, 'weights': 'uniform'} | 0.9643756361493545 | 0.9659827503080303 | 0.9674809814636237 | 0.9659464559736696 | 0.0012680116558989624 | 11 |
14 | 31 | 8.50082278251648 | 1.621605845735954 | 196.08954962094626 | 1.3816900473147211 | minkowski | 11 | distance | {'metric': 'minkowski', 'n_neighbors': 11, 'weights': 'distance'} | 0.9646434885091337 | 0.9632506562382814 | 0.9647487410264652 | 0.9642142952579601 | 0.0006827491697964685 | 13 |
15 | 7 | 0.7990624904632568 | 0.1282461936094558 | 975.9963663419088 | 44.25576694480218 | euclidean | 11 | distance | {'metric': 'euclidean', 'n_neighbors': 11, 'weights': 'distance'} | 0.9646434885091337 | 0.9632506562382814 | 0.9647487410264652 | 0.9642142952579601 | 0.0006827491697964685 | 13 |
16 | 6 | 0.7915481726328532 | 0.08623759342251494 | 1145.4038231372833 | 74.85467891924446 | euclidean | 11 | uniform | {'metric': 'euclidean', 'n_neighbors': 11, 'weights': 'uniform'} | 0.9637327904858842 | 0.961911394439385 | 0.9634094074788385 | 0.9630178641347026 | 0.000793452595644972 | 15 |
17 | 30 | 10.588685592015585 | 1.6087105217852413 | 201.26371280352274 | 2.2649582169416336 | minkowski | 11 | uniform | {'metric': 'minkowski', 'n_neighbors': 11, 'weights': 'uniform'} | 0.9637327904858842 | 0.961911394439385 | 0.9634094074788385 | 0.9630178641347026 | 0.000793452595644972 | 15 |
18 | 9 | 0.6443092028299967 | 0.10608035511283763 | 1677.8913025856018 | 6.004269765795684 | manhattan | 3 | distance | {'metric': 'manhattan', 'n_neighbors': 3, 'weights': 'distance'} | 0.961161407832003 | 0.9625006696308994 | 0.9638915675559842 | 0.9625178816729623 | 0.0011146494876286455 | 17 |
19 | 11 | 0.7148999373118082 | 0.008760233194708403 | 1693.087656736374 | 8.233975406229284 | manhattan | 5 | distance | {'metric': 'manhattan', 'n_neighbors': 5, 'weights': 'distance'} | 0.9598757165050624 | 0.9628220924626346 | 0.9633558341369335 | 0.9620178810348768 | 0.001530331488777754 | 18 |
20 | 8 | 0.8160308996836344 | 0.022248902226365025 | 1690.897030909856 | 7.2753788884689605 | manhattan | 3 | uniform | {'metric': 'manhattan', 'n_neighbors': 3, 'weights': 'uniform'} | 0.9600899983928859 | 0.9608935554722237 | 0.9630343940855031 | 0.9613393159835374 | 0.0012426834737134394 | 19 |
21 | 13 | 0.5629308223724365 | 0.06472965342142153 | 1668.4245436191559 | 43.73084169083321 | manhattan | 7 | distance | {'metric': 'manhattan', 'n_neighbors': 7, 'weights': 'distance'} | 0.9593935822574597 | 0.9614828306637382 | 0.9609986070931105 | 0.9606250066714361 | 0.0008929063713852963 | 20 |
22 | 10 | 0.6992981433868408 | 0.032215743239858076 | 1704.0290649731953 | 20.559117168848108 | manhattan | 5 | uniform | {'metric': 'manhattan', 'n_neighbors': 5, 'weights': 'uniform'} | 0.9581078909305191 | 0.9610006964161354 | 0.9616950605378763 | 0.9602678826281769 | 0.0015534281409951467 | 21 |
23 | 12 | 0.6794727643330892 | 0.07876075037090115 | 1712.0297173659008 | 21.85360988956849 | manhattan | 7 | uniform | {'metric': 'manhattan', 'n_neighbors': 7, 'weights': 'uniform'} | 0.9576793271548723 | 0.9597150050891948 | 0.9595521268616737 | 0.9589821530352469 | 0.0009236336882771337 | 22 |
24 | 15 | 0.6511789957682291 | 0.15808618845418762 | 1692.3637480735779 | 23.56656319039954 | manhattan | 11 | distance | {'metric': 'manhattan', 'n_neighbors': 11, 'weights': 'distance'} | 0.9573043338511812 | 0.957036481491402 | 0.9578913532626165 | 0.9574107228683998 | 0.00035701578260487497 | 23 |
25 | 14 | 0.68438720703125 | 0.04445866248745549 | 1713.1744980017345 | 19.103531117726373 | manhattan | 11 | uniform | {'metric': 'manhattan', 'n_neighbors': 11, 'weights': 'uniform'} | 0.9554829378046821 | 0.9555900787485938 | 0.9565520197149898 | 0.9558750120894218 | 0.00048071078572838955 | 24 |
26 | 19 | 0.6881767908732096 | 0.061379774439935524 | 1717.1829789479573 | 16.915261738894287 | chebyshev | 5 | distance | {'metric': 'chebyshev', 'n_neighbors': 5, 'weights': 'distance'} | 0.798253602614239 | 0.8040392135854717 | 0.8051001821493625 | 0.8024643327830244 | 0.003008776051168824 | 25 |
27 | 21 | 16.667067527770996 | 15.441218680219292 | 1185.9401320616405 | 315.6661043980068 | chebyshev | 7 | distance | {'metric': 'chebyshev', 'n_neighbors': 7, 'weights': 'distance'} | 0.7973429045909894 | 0.8016285423474581 | 0.7997964213007608 | 0.7995892894130695 | 0.0017557240593918855 | 26 |
28 | 17 | 0.7379094759623209 | 0.07479765096035686 | 1670.6096461613972 | 14.049244786125488 | chebyshev | 3 | distance | {'metric': 'chebyshev', 'n_neighbors': 3, 'weights': 'distance'} | 0.7828788771629078 | 0.80393207264156 | 0.8089038894246223 | 0.7985716130763634 | 0.011280549953147328 | 27 |
29 | 23 | 27.93314504623413 | 5.1348714862784135 | 829.3955868085226 | 2.4736900006011777 | chebyshev | 11 | distance | {'metric': 'chebyshev', 'n_neighbors': 11, 'weights': 'distance'} | 0.7919858573954036 | 0.7913965822038892 | 0.7912782599378549 | 0.7915535665123826 | 0.00030946900255889454 | 28 |
30 | 18 | 0.5327145258585612 | 0.05989825368793529 | 1682.6227543354034 | 26.35505225910284 | chebyshev | 5 | uniform | {'metric': 'chebyshev', 'n_neighbors': 5, 'weights': 'uniform'} | 0.783575293298334 | 0.7888251995500081 | 0.7891353262616522 | 0.7871786063699981 | 0.0025510708161656103 | 29 |
31 | 20 | 9.50078543027242 | 11.813839927788138 | 1693.5935448805492 | 11.424742073634146 | chebyshev | 7 | uniform | {'metric': 'chebyshev', 'n_neighbors': 7, 'weights': 'uniform'} | 0.7845395617935395 | 0.7868966625595971 | 0.7855994856959178 | 0.7856785700163514 | 0.0009639058573122337 | 30 |
32 | 16 | 0.5929841995239258 | 0.13394379144697757 | 1686.1720955371857 | 22.299417613052498 | chebyshev | 3 | uniform | {'metric': 'chebyshev', 'n_neighbors': 3, 'weights': 'uniform'} | 0.7702898162532812 | 0.7848074141533187 | 0.7878495660559306 | 0.7809822654875102 | 0.007662028670422474 | 31 |
33 | 22 | 17.387149969736736 | 8.092605001620319 | 916.4972700277964 | 33.94860671344171 | chebyshev | 11 | uniform | {'metric': 'chebyshev', 'n_neighbors': 11, 'weights': 'uniform'} | 0.78052177639685 | 0.7794503669577328 | 0.7796528447444552 | 0.7798749960330128 | 0.0004647529399678837 | 32 |