instance
int64
11
4.17k
Length
float64
0.08
0.78
Diameter
float64
0.06
0.62
Height
float64
0.01
0.52
Whole_weight
float64
0
2.55
Shucked_weight
float64
0
1.19
Viscera_weight
float64
0
0.64
Shell_weight
float64
0
1.01
Sex_F
int64
0
1
Sex_I
int64
0
1
Sex_M
int64
0
1
real
int64
1
26
prediction
float64
2.67
27
model
stringclasses
5 values
cpu_training_time
int64
9M
27.1B
cpu_prediction_time
int64
966k
167M
memory_usage
int64
2.31k
71.4M
max_depth
int64
3
11
learning_rate
float64
-1
0.1
n_estimators
int64
1
1k
3,621
0.655
0.455
0.17
1.275
0.583
0.303
0.333
1
0
0
8
10.312825
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,622
0.655
0.505
0.165
1.27
0.6035
0.262
0.335
0
0
1
10
10.062791
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,623
0.66
0.53
0.175
1.583
0.7395
0.3505
0.405
0
0
1
10
10.514036
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,625
0.67
0.525
0.195
1.42
0.573
0.368
0.3905
1
0
0
10
12.141709
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,633
0.3
0.22
0.065
0.1195
0.052
0.0155
0.035
0
1
0
5
5.3896
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,639
0.44
0.32
0.095
0.3275
0.1495
0.059
0.1
0
1
0
8
7.408129
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,643
0.47
0.345
0.12
0.3685
0.1525
0.0615
0.125
0
1
0
8
8.616619
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,645
0.475
0.335
0.1
0.4425
0.1895
0.086
0.135
0
1
0
9
7.632206
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,651
0.525
0.405
0.125
0.657
0.2985
0.1505
0.168
0
1
0
10
8.267406
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,662
0.55
0.45
0.14
0.753
0.3445
0.1325
0.24
0
1
0
8
9.955118
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,670
0.59
0.465
0.135
0.9895
0.4235
0.199
0.28
0
0
1
8
9.694881
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,674
0.595
0.45
0.165
1.081
0.49
0.2525
0.279
1
0
0
12
9.731578
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,692
0.65
0.52
0.17
1.3655
0.6155
0.2885
0.36
0
0
1
11
10.456375
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,697
0.65
0.51
0.175
1.155
0.4955
0.2025
0.385
0
0
1
12
11.760436
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,707
0.675
0.51
0.17
1.527
0.809
0.318
0.341
0
0
1
11
9.533985
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,711
0.705
0.55
0.21
1.4385
0.655
0.3255
0.462
0
0
1
11
12.396578
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,712
0.705
0.53
0.17
1.564
0.612
0.394
0.44
1
0
0
10
11.494679
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,714
0.725
0.56
0.185
1.792
0.873
0.367
0.435
1
0
0
11
10.261874
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,715
0.78
0.6
0.21
2.548
1.1945
0.5745
0.6745
0
0
1
11
11.070263
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,716
0.235
0.13
0.075
0.1585
0.0685
0.037
0.0465
0
1
0
5
5.305322
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,722
0.465
0.36
0.105
0.452
0.22
0.159
0.1035
0
1
0
9
8.195781
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,726
0.5
0.395
0.145
0.7865
0.332
0.1815
0.2455
0
1
0
8
11.642833
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,728
0.51
0.375
0.15
0.8415
0.3845
0.156
0.255
0
1
0
10
10.95889
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,729
0.51
0.38
0.135
0.681
0.3435
0.142
0.17
0
0
1
9
8.388899
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,737
0.625
0.47
0.15
1.124
0.556
0.2315
0.287
0
0
1
9
9.257512
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,743
0.705
0.555
0.195
1.7525
0.7105
0.4215
0.516
1
0
0
12
12.488058
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,746
0.36
0.265
0.085
0.1865
0.0675
0.037
0.0615
0
1
0
7
7.075666
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,757
0.52
0.41
0.14
0.699
0.3395
0.129
0.1945
0
1
0
10
9.167474
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,760
0.53
0.425
0.13
0.702
0.2975
0.1395
0.22
0
0
1
9
9.322804
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,761
0.53
0.42
0.135
0.675
0.294
0.156
0.1825
0
0
1
10
9.04655
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,762
0.53
0.395
0.115
0.475
0.2025
0.101
0.148
0
1
0
8
7.871637
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,763
0.53
0.41
0.15
0.612
0.2435
0.1525
0.1895
0
1
0
11
9.987891
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,767
0.555
0.46
0.16
0.86
0.3345
0.1935
0.275
0
0
1
10
10.610893
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,773
0.575
0.46
0.15
0.927
0.333
0.207
0.2985
1
0
0
9
12.789155
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,774
0.58
0.42
0.14
0.701
0.3285
0.102
0.2255
0
1
0
9
9.174011
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,788
0.63
0.475
0.15
1.072
0.433
0.2975
0.315
1
0
0
8
11.209053
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,789
0.645
0.51
0.155
1.129
0.5015
0.24
0.342
1
0
0
10
9.806515
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,812
0.61
0.49
0.17
1.137
0.4605
0.2825
0.344
1
0
0
12
10.816655
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,820
0.57
0.44
0.145
0.8815
0.3605
0.1955
0.2735
0
0
1
10
10.594156
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,823
0.615
0.455
0.135
1.059
0.4735
0.263
0.274
1
0
0
9
9.431305
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,826
0.68
0.52
0.185
1.541
0.5985
0.395
0.4575
1
0
0
10
12.101373
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,828
0.68
0.52
0.175
1.543
0.7525
0.351
0.374
0
0
1
11
9.919226
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,834
0.335
0.26
0.075
0.22
0.0855
0.04
0.085
0
0
1
6
9.095699
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,842
0.615
0.475
0.145
0.9525
0.3915
0.195
0.32
1
0
0
9
12.744488
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,846
0.37
0.275
0.085
0.2045
0.096
0.056
0.08
0
1
0
6
6.651653
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,848
0.675
0.535
0.22
1.604
0.6175
0.4255
0.453
1
0
0
14
13.830921
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,849
0.385
0.3
0.115
0.3435
0.1645
0.085
0.1025
0
0
1
6
7.751255
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,852
0.55
0.41
0.15
0.785
0.282
0.186
0.275
0
0
1
12
13.306721
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,859
0.57
0.44
0.19
1.018
0.447
0.207
0.265
1
0
0
9
12.78177
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,860
0.55
0.465
0.15
1.082
0.3575
0.194
0.19
1
0
0
14
11.901199
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,861
0.63
0.475
0.175
1.423
0.4155
0.3385
0.49
1
0
0
14
16.826136
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,865
0.525
0.395
0.165
0.782
0.285
0.1405
0.285
0
0
1
19
13.576365
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,866
0.525
0.43
0.165
0.717
0.289
0.1745
0.195
1
0
0
10
10.421872
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,870
0.545
0.44
0.165
0.744
0.2875
0.204
0.25
0
0
1
15
10.187694
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,878
0.45
0.355
0.115
0.478
0.18
0.1185
0.155
0
0
1
10
9.949151
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,879
0.61
0.49
0.17
1.1775
0.5655
0.2385
0.295
1
0
0
15
9.970943
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,894
0.495
0.38
0.135
0.6295
0.263
0.1425
0.215
0
0
1
12
11.484679
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,898
0.565
0.46
0.15
0.8765
0.3455
0.1925
0.275
1
0
0
10
10.508101
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,906
0.245
0.18
0.065
0.0635
0.0245
0.0135
0.02
0
0
1
4
6.048729
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,907
0.48
0.39
0.15
0.6275
0.276
0.134
0.185
0
1
0
13
9.747555
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,912
0.52
0.405
0.14
0.6765
0.2865
0.146
0.205
0
1
0
15
9.952525
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,932
0.49
0.37
0.115
0.541
0.171
0.1175
0.185
1
0
0
11
11.467369
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,935
0.52
0.41
0.115
0.77
0.263
0.157
0.26
0
0
1
11
13.759778
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,940
0.505
0.39
0.105
0.6555
0.2595
0.18
0.19
0
0
1
11
10.590442
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,965
0.295
0.22
0.07
0.1365
0.0575
0.0295
0.035
0
1
0
6
5.961971
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,966
0.295
0.22
0.065
0.1295
0.052
0.028
0.035
0
1
0
6
5.859997
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,969
0.38
0.3
0.09
0.277
0.1655
0.0625
0.082
0
1
0
6
6.528598
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,971
0.4
0.295
0.095
0.252
0.1105
0.0575
0.066
0
1
0
6
7.022572
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,974
0.42
0.32
0.115
0.409
0.2055
0.0935
0.105
0
1
0
8
6.927305
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,989
0.67
0.52
0.195
1.8065
0.758
0.3735
0.5055
1
0
0
11
12.492076
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,993
0.72
0.6
0.235
2.2385
0.984
0.411
0.621
0
0
1
12
11.899912
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,994
0.185
0.135
0.045
0.032
0.011
0.0065
0.01
0
1
0
4
4.186746
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,995
0.245
0.175
0.055
0.0785
0.04
0.018
0.02
0
1
0
5
5.072772
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
3,998
0.375
0.28
0.08
0.2235
0.115
0.043
0.055
0
1
0
6
6.774526
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,014
0.625
0.48
0.175
1.065
0.4865
0.259
0.285
0
0
1
10
9.886436
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,019
0.66
0.515
0.155
1.4415
0.7055
0.3555
0.335
0
0
1
10
10.236961
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,024
0.33
0.245
0.065
0.1445
0.058
0.032
0.0505
0
1
0
6
6.915102
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,028
0.42
0.31
0.1
0.2805
0.1125
0.0615
0.0925
0
1
0
8
7.686272
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,036
0.54
0.42
0.14
0.74
0.3595
0.159
0.1985
0
1
0
8
9.116022
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,040
0.575
0.45
0.12
0.9585
0.447
0.169
0.275
1
0
0
12
11.318426
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,046
0.6
0.46
0.155
0.6655
0.285
0.149
0.269
0
0
1
11
10.001913
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,054
0.635
0.5
0.18
1.2565
0.539
0.292
0.35
1
0
0
10
10.596707
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,055
0.645
0.5
0.15
1.159
0.4675
0.3355
0.31
1
0
0
9
11.013359
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,065
0.37
0.275
0.08
0.2325
0.093
0.056
0.072
0
1
0
6
6.450893
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,071
0.485
0.375
0.11
0.464
0.2015
0.09
0.149
0
1
0
8
7.84381
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,073
0.515
0.395
0.125
0.5805
0.2365
0.1075
0.19
0
1
0
9
9.136118
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,074
0.52
0.4
0.14
0.622
0.278
0.1455
0.169
0
1
0
8
8.844911
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,077
0.55
0.435
0.125
0.741
0.348
0.1585
0.206
0
1
0
9
8.500908
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,081
0.56
0.45
0.145
0.9355
0.425
0.1645
0.2725
0
0
1
11
9.681766
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,092
0.625
0.49
0.19
1.7015
0.7465
0.4105
0.3855
1
0
0
11
11.002842
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,097
0.635
0.5
0.18
1.2915
0.594
0.2695
0.37
0
0
1
9
10.087469
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,104
0.71
0.545
0.175
1.907
0.8725
0.4565
0.475
1
0
0
11
11.91122
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,108
0.48
0.35
0.1
0.519
0.2365
0.1275
0.126
0
1
0
7
7.056031
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,116
0.625
0.48
0.16
1.2415
0.6575
0.2625
0.2785
0
0
1
9
9.342765
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,122
0.46
0.365
0.11
0.4495
0.1755
0.102
0.15
0
1
0
8
8.872535
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,126
0.55
0.42
0.145
0.7385
0.321
0.1485
0.252
0
0
1
11
10.56973
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,127
0.55
0.445
0.11
0.7935
0.378
0.142
0.26
0
1
0
10
11.274889
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,129
0.57
0.425
0.14
0.7655
0.331
0.14
0.24
0
1
0
10
10.212622
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,135
0.6
0.5
0.17
1.13
0.4405
0.267
0.335
1
0
0
11
11.709209
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,138
0.63
0.49
0.155
1.229
0.535
0.29
0.335
0
0
1
11
10.382708
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500