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
3,431
0.35
0.265
0.095
0.199
0.073
0.049
0.06
0
1
0
5
6.975874
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,433
0.365
0.27
0.105
0.2155
0.0915
0.0475
0.063
0
1
0
6
7.224979
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,438
0.43
0.335
0.105
0.378
0.188
0.0785
0.09
0
1
0
6
7.376097
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,441
0.465
0.355
0.115
0.4705
0.1955
0.118
0.126
1
0
0
7
9.324804
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,445
0.495
0.4
0.145
0.578
0.2545
0.1305
0.1645
0
1
0
8
9.288548
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,449
0.52
0.395
0.125
0.8115
0.4035
0.166
0.2
0
0
1
7
8.976862
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,451
0.55
0.44
0.155
0.9155
0.3645
0.195
0.25
0
0
1
8
10.720593
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,460
0.62
0.485
0.165
1.1325
0.5235
0.2505
0.2825
0
0
1
9
9.896132
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,462
0.625
0.47
0.17
1.255
0.525
0.2415
0.405
1
0
0
10
12.375958
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,467
0.66
0.525
0.18
1.478
0.5815
0.381
0.372
0
0
1
10
11.387876
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,486
0.505
0.475
0.16
1.1155
0.509
0.239
0.3065
1
0
0
8
10.25448
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,493
0.555
0.44
0.15
0.838
0.4155
0.146
0.23
0
0
1
8
8.998428
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,495
0.56
0.415
0.13
0.7615
0.3695
0.17
0.1955
0
0
1
8
9.563587
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,496
0.575
0.44
0.145
0.87
0.3945
0.2195
0.225
0
0
1
8
9.3817
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,498
0.59
0.46
0.145
0.929
0.38
0.24
0.255
0
0
1
10
10.677814
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,499
0.595
0.47
0.165
1.0155
0.491
0.1905
0.289
1
0
0
9
9.900708
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,505
0.625
0.495
0.18
1.0815
0.4715
0.254
0.3135
0
0
1
10
10.614888
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,510
0.65
0.505
0.18
1.469
0.7115
0.3335
0.38
0
0
1
9
10.881556
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,517
0.7
0.56
0.175
1.6605
0.8605
0.3275
0.398
1
0
0
11
10.868673
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,525
0.33
0.23
0.085
0.1695
0.079
0.026
0.0505
0
1
0
6
6.454896
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,526
0.335
0.26
0.085
0.192
0.097
0.03
0.054
0
1
0
6
6.64633
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,532
0.38
0.285
0.09
0.2305
0.1005
0.039
0.0775
0
1
0
7
7.16653
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,534
0.4
0.315
0.09
0.33
0.151
0.068
0.08
0
1
0
6
7.16653
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,539
0.435
0.34
0.12
0.396
0.1775
0.081
0.125
0
1
0
8
8.200316
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,545
0.475
0.36
0.135
0.4355
0.196
0.0925
0.125
0
1
0
8
8.538166
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,547
0.48
0.355
0.125
0.494
0.2385
0.0835
0.15
0
1
0
9
8.070022
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,548
0.495
0.37
0.12
0.594
0.28
0.11
0.1375
1
0
0
7
8.726709
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,551
0.515
0.4
0.135
0.636
0.3055
0.1215
0.1855
0
1
0
9
8.495193
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,552
0.525
0.39
0.105
0.567
0.2875
0.1075
0.16
0
1
0
8
8.183216
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,558
0.55
0.425
0.155
0.8725
0.412
0.187
0.2425
0
1
0
10
9.554379
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,559
0.565
0.45
0.175
1.2365
0.5305
0.2455
0.308
1
0
0
10
10.298499
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,561
0.57
0.42
0.13
0.7745
0.3535
0.1505
0.2365
0
1
0
9
10.145185
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,565
0.575
0.475
0.16
0.895
0.3605
0.221
0.271
1
0
0
9
11.420576
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,567
0.58
0.46
0.14
0.9265
0.4135
0.1845
0.27
0
1
0
10
10.116973
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,580
0.62
0.48
0.165
1.043
0.4835
0.221
0.31
1
0
0
10
10.491591
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,582
0.625
0.475
0.16
1.3335
0.605
0.2875
0.319
1
0
0
10
10.34194
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,587
0.635
0.495
0.17
1.3695
0.657
0.3055
0.365
0
0
1
10
10.67262
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,589
0.65
0.515
0.18
1.463
0.658
0.3135
0.4115
0
0
1
11
11.312795
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,593
0.655
0.53
0.165
1.2835
0.583
0.1255
0.4
1
0
0
8
12.416703
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,596
0.675
0.515
0.145
1.265
0.6025
0.299
0.325
0
0
1
10
10.371588
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,601
0.37
0.285
0.095
0.226
0.1135
0.0515
0.0675
0
1
0
8
7.138614
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,603
0.42
0.325
0.11
0.325
0.1245
0.0755
0.1025
0
1
0
7
7.592138
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,610
0.58
0.45
0.16
0.8675
0.3935
0.221
0.215
0
0
1
9
9.633351
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,612
0.6
0.46
0.18
1.14
0.423
0.2575
0.365
0
0
1
10
12.522516
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,613
0.61
0.49
0.17
1.3475
0.7045
0.25
0.3045
1
0
0
11
10.159674
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,614
0.615
0.475
0.155
1.0735
0.4375
0.2585
0.31
0
0
1
11
10.883627
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,616
0.615
0.495
0.2
1.304
0.5795
0.3115
0.371
0
0
1
14
11.489515
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,621
0.655
0.455
0.17
1.275
0.583
0.303
0.333
1
0
0
8
10.547633
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,622
0.655
0.505
0.165
1.27
0.6035
0.262
0.335
0
0
1
10
10.425259
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,623
0.66
0.53
0.175
1.583
0.7395
0.3505
0.405
0
0
1
10
11.155664
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,625
0.67
0.525
0.195
1.42
0.573
0.368
0.3905
1
0
0
10
12.278477
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,633
0.3
0.22
0.065
0.1195
0.052
0.0155
0.035
0
1
0
5
5.868613
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,639
0.44
0.32
0.095
0.3275
0.1495
0.059
0.1
0
1
0
8
7.246965
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,643
0.47
0.345
0.12
0.3685
0.1525
0.0615
0.125
0
1
0
8
8.456293
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,645
0.475
0.335
0.1
0.4425
0.1895
0.086
0.135
0
1
0
9
7.974643
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,651
0.525
0.405
0.125
0.657
0.2985
0.1505
0.168
0
1
0
10
8.632496
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,662
0.55
0.45
0.14
0.753
0.3445
0.1325
0.24
0
1
0
8
10.307677
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,670
0.59
0.465
0.135
0.9895
0.4235
0.199
0.28
0
0
1
8
10.108072
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,674
0.595
0.45
0.165
1.081
0.49
0.2525
0.279
1
0
0
12
9.900708
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,692
0.65
0.52
0.17
1.3655
0.6155
0.2885
0.36
0
0
1
11
10.67262
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,697
0.65
0.51
0.175
1.155
0.4955
0.2025
0.385
0
0
1
12
11.825903
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,707
0.675
0.51
0.17
1.527
0.809
0.318
0.341
0
0
1
11
10.320789
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,711
0.705
0.55
0.21
1.4385
0.655
0.3255
0.462
0
0
1
11
12.286261
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,712
0.705
0.53
0.17
1.564
0.612
0.394
0.44
1
0
0
10
11.490572
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,714
0.725
0.56
0.185
1.792
0.873
0.367
0.435
1
0
0
11
11.024564
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,715
0.78
0.6
0.21
2.548
1.1945
0.5745
0.6745
0
0
1
11
12.315149
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,716
0.235
0.13
0.075
0.1585
0.0685
0.037
0.0465
0
1
0
5
5.356863
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,722
0.465
0.36
0.105
0.452
0.22
0.159
0.1035
0
1
0
9
7.365725
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,726
0.5
0.395
0.145
0.7865
0.332
0.1815
0.2455
0
1
0
8
10.661898
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,728
0.51
0.375
0.15
0.8415
0.3845
0.156
0.255
0
1
0
10
10.765803
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,729
0.51
0.38
0.135
0.681
0.3435
0.142
0.17
0
0
1
9
8.884489
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,737
0.625
0.47
0.15
1.124
0.556
0.2315
0.287
0
0
1
9
9.829404
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,743
0.705
0.555
0.195
1.7525
0.7105
0.4215
0.516
1
0
0
12
13.315419
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,746
0.36
0.265
0.085
0.1865
0.0675
0.037
0.0615
0
1
0
7
6.945569
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,757
0.52
0.41
0.14
0.699
0.3395
0.129
0.1945
0
1
0
10
9.34767
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,760
0.53
0.425
0.13
0.702
0.2975
0.1395
0.22
0
0
1
9
10.203185
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,761
0.53
0.42
0.135
0.675
0.294
0.156
0.1825
0
0
1
10
9.475474
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,762
0.53
0.395
0.115
0.475
0.2025
0.101
0.148
0
1
0
8
8.457505
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,763
0.53
0.41
0.15
0.612
0.2435
0.1525
0.1895
0
1
0
11
9.602227
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,767
0.555
0.46
0.16
0.86
0.3345
0.1935
0.275
0
0
1
10
11.415999
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,773
0.575
0.46
0.15
0.927
0.333
0.207
0.2985
1
0
0
9
12.716701
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,774
0.58
0.42
0.14
0.701
0.3285
0.102
0.2255
0
1
0
9
9.52673
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,788
0.63
0.475
0.15
1.072
0.433
0.2975
0.315
1
0
0
8
11.617354
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,789
0.645
0.51
0.155
1.129
0.5015
0.24
0.342
1
0
0
10
10.52347
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,812
0.61
0.49
0.17
1.137
0.4605
0.2825
0.344
1
0
0
12
10.926929
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,820
0.57
0.44
0.145
0.8815
0.3605
0.1955
0.2735
0
0
1
10
11.206482
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,823
0.615
0.455
0.135
1.059
0.4735
0.263
0.274
1
0
0
9
9.828741
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,826
0.68
0.52
0.185
1.541
0.5985
0.395
0.4575
1
0
0
10
12.409006
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,828
0.68
0.52
0.175
1.543
0.7525
0.351
0.374
0
0
1
11
10.721671
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,834
0.335
0.26
0.075
0.22
0.0855
0.04
0.085
0
0
1
6
8.42526
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,842
0.615
0.475
0.145
0.9525
0.3915
0.195
0.32
1
0
0
9
13.051501
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,846
0.37
0.275
0.085
0.2045
0.096
0.056
0.08
0
1
0
6
7.033914
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,848
0.675
0.535
0.22
1.604
0.6175
0.4255
0.453
1
0
0
14
12.675599
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,849
0.385
0.3
0.115
0.3435
0.1645
0.085
0.1025
0
0
1
6
8.750465
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,852
0.55
0.41
0.15
0.785
0.282
0.186
0.275
0
0
1
12
12.15134
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,859
0.57
0.44
0.19
1.018
0.447
0.207
0.265
1
0
0
9
10.836005
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,860
0.55
0.465
0.15
1.082
0.3575
0.194
0.19
1
0
0
14
9.629974
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,861
0.63
0.475
0.175
1.423
0.4155
0.3385
0.49
1
0
0
14
15.670658
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,865
0.525
0.395
0.165
0.782
0.285
0.1405
0.285
0
0
1
19
12.248237
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,866
0.525
0.43
0.165
0.717
0.289
0.1745
0.195
1
0
0
10
10.582517
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100