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
2,397
0.635
0.505
0.19
1.3315
0.5805
0.252
0.435
0
1
0
17
14.173663
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,403
0.29
0.225
0.08
0.1295
0.0535
0.026
0.045
0
0
1
10
7.129303
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,407
0.625
0.43
0.175
1.411
0.572
0.297
0.395
0
1
0
12
12.906633
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,408
0.62
0.485
0.17
1.208
0.4805
0.3045
0.33
0
1
0
15
12.202045
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,414
0.42
0.305
0.11
0.28
0.094
0.0785
0.0955
0
1
0
9
8.149566
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,417
0.31
0.235
0.06
0.12
0.0415
0.033
0.04
0
0
1
11
7.122374
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,418
0.465
0.35
0.13
0.494
0.1945
0.103
0.155
1
0
0
18
10.16821
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,419
0.465
0.36
0.12
0.4765
0.192
0.1125
0.16
1
0
0
10
10.523927
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,421
0.52
0.415
0.16
0.595
0.2105
0.142
0.26
0
1
0
15
13.35204
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,422
0.475
0.365
0.13
0.4805
0.1905
0.114
0.1475
1
0
0
12
9.859892
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,424
0.26
0.2
0.065
0.096
0.044
0.027
0.03
0
0
1
6
5.881877
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,427
0.26
0.19
0.075
0.0945
0.0445
0.02
0.03
0
0
1
6
5.942437
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,430
0.52
0.38
0.14
0.525
0.1775
0.115
0.185
0
1
0
11
11.001308
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,431
0.635
0.5
0.18
1.312
0.529
0.2485
0.485
1
0
0
18
12.549949
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,434
0.635
0.5
0.18
1.319
0.5485
0.292
0.49
0
1
0
16
13.317538
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,435
0.465
0.38
0.135
0.579
0.208
0.1095
0.22
1
0
0
14
13.331476
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,444
0.5
0.355
0.14
0.528
0.2125
0.149
0.14
0
0
1
9
10.576131
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,445
0.5
0.38
0.135
0.5835
0.2295
0.1265
0.18
0
0
1
12
10.53516
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,446
0.55
0.435
0.17
0.884
0.2875
0.1645
0.28
1
0
0
14
12.937246
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,458
0.2
0.145
0.05
0.036
0.0125
0.008
0.011
0
1
0
4
4.203365
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,463
0.515
0.405
0.14
0.8505
0.312
0.146
0.315
0
0
1
17
16.015366
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,468
0.37
0.275
0.08
0.227
0.093
0.0625
0.07
1
0
0
8
7.733541
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,472
0.645
0.515
0.175
1.6115
0.6745
0.384
0.385
0
0
1
14
11.313608
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,473
0.615
0.47
0.175
1.2985
0.5135
0.343
0.32
1
0
0
14
11.427555
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,477
0.57
0.42
0.155
1.008
0.377
0.193
0.34
0
0
1
13
16.421751
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,480
0.52
0.425
0.145
0.7
0.207
0.1905
0.24
1
0
0
13
13.173948
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,482
0.52
0.4
0.165
0.8565
0.2745
0.201
0.21
0
0
1
12
13.246815
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,484
0.46
0.36
0.135
0.6105
0.1955
0.107
0.235
0
0
1
14
13.062807
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,493
0.42
0.31
0.1
0.2865
0.115
0.0735
0.085
0
1
0
8
7.413568
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,497
0.505
0.4
0.155
0.8415
0.2715
0.1775
0.285
0
0
1
12
13.882918
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,500
0.48
0.39
0.125
0.6905
0.219
0.155
0.2
1
0
0
12
14.364703
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,502
0.285
0.21
0.07
0.109
0.044
0.0265
0.033
0
1
0
5
5.684231
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,512
0.465
0.375
0.11
0.5
0.21
0.113
0.1505
0
0
1
8
9.382422
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,513
0.465
0.35
0.135
0.6265
0.259
0.1445
0.175
1
0
0
8
10.820674
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,514
0.47
0.37
0.11
0.5555
0.25
0.115
0.163
0
1
0
8
8.133307
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,520
0.525
0.425
0.19
0.872
0.4625
0.1725
0.199
0
0
1
9
13.524546
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,531
0.605
0.475
0.175
1.201
0.5395
0.275
0.309
0
0
1
10
9.941566
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,549
0.28
0.21
0.055
0.106
0.0415
0.0265
0.031
0
1
0
5
5.659193
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,553
0.315
0.235
0.07
0.149
0.058
0.0325
0.047
0
1
0
7
6.289908
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,556
0.38
0.285
0.085
0.237
0.115
0.0405
0.07
0
1
0
6
7.199343
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,557
0.39
0.295
0.1
0.279
0.1155
0.059
0.08
0
1
0
7
7.49503
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,560
0.44
0.335
0.11
0.3885
0.175
0.0835
0.111
0
1
0
7
7.053223
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,562
0.44
0.325
0.1
0.4165
0.185
0.0865
0.11
0
1
0
6
7.100756
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,570
0.465
0.355
0.11
0.474
0.23
0.1005
0.12
0
1
0
7
7.768765
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,579
0.525
0.415
0.135
0.7945
0.394
0.189
0.202
0
0
1
7
9.511324
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,582
0.53
0.41
0.14
0.681
0.3095
0.1415
0.1835
0
0
1
6
8.858079
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,592
0.59
0.465
0.14
1.046
0.4695
0.263
0.263
0
0
1
7
9.608962
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,596
0.6
0.46
0.145
0.9325
0.3985
0.2245
0.248
1
0
0
8
9.77089
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,599
0.61
0.48
0.15
1.1495
0.564
0.274
0.264
0
0
1
8
9.455746
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,603
0.62
0.51
0.175
1.2705
0.5415
0.323
0.3225
1
0
0
9
10.04189
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,608
0.625
0.49
0.175
1.1075
0.4485
0.2165
0.3595
1
0
0
8
11.091218
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,609
0.63
0.495
0.2
1.4255
0.659
0.336
0.38
1
0
0
11
11.041697
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,612
0.635
0.495
0.18
1.596
0.617
0.317
0.37
1
0
0
11
12.088626
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,613
0.635
0.495
0.195
1.297
0.556
0.2985
0.37
1
0
0
11
11.467696
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,617
0.67
0.52
0.19
1.6385
0.8115
0.369
0.391
0
0
1
9
10.426272
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,629
0.33
0.24
0.075
0.163
0.0745
0.033
0.048
0
1
0
6
6.168619
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,638
0.46
0.345
0.11
0.3755
0.1525
0.058
0.125
0
1
0
7
9.260998
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,640
0.465
0.355
0.105
0.442
0.2085
0.0975
0.1185
0
1
0
7
7.747937
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,645
0.49
0.38
0.11
0.554
0.2935
0.1005
0.15
0
0
1
8
8.773109
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,646
0.495
0.38
0.12
0.512
0.233
0.1205
0.136
0
1
0
7
7.1834
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,648
0.5
0.38
0.12
0.5765
0.273
0.135
0.145
0
0
1
9
8.469688
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,655
0.545
0.42
0.145
0.778
0.3745
0.1545
0.205
0
0
1
7
9.420338
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,657
0.545
0.4
0.14
0.778
0.368
0.215
0.18
1
0
0
9
9.598207
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,658
0.55
0.42
0.13
0.636
0.294
0.144
0.1755
0
1
0
8
7.992054
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,664
0.57
0.43
0.16
0.811
0.3875
0.159
0.2285
1
0
0
9
10.165868
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,667
0.585
0.45
0.15
0.938
0.467
0.203
0.225
1
0
0
7
8.249532
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,670
0.59
0.46
0.14
1.004
0.496
0.2165
0.26
0
0
1
9
9.689878
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,671
0.59
0.46
0.16
1.0115
0.445
0.2615
0.2565
1
0
0
8
9.53264
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,673
0.595
0.47
0.165
1.108
0.4915
0.2325
0.3345
0
0
1
9
9.983483
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,678
0.615
0.45
0.15
1.198
0.707
0.2095
0.2505
0
0
1
7
8.486312
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,683
0.625
0.495
0.185
1.3835
0.7105
0.3005
0.345
0
0
1
11
10.470509
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,687
0.63
0.51
0.175
1.3415
0.6575
0.262
0.375
0
0
1
10
10.61755
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,717
0.345
0.255
0.095
0.183
0.075
0.0385
0.06
0
1
0
6
6.945852
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,719
0.36
0.26
0.08
0.1795
0.074
0.0315
0.06
0
1
0
5
6.689975
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,721
0.375
0.29
0.14
0.3
0.14
0.0625
0.0825
0
1
0
8
7.767926
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,728
0.405
0.31
0.11
0.91
0.416
0.2075
0.0995
0
1
0
8
9.807842
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,731
0.41
0.315
0.1
0.3
0.124
0.0575
0.1
0
1
0
8
7.556477
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,739
0.45
0.335
0.095
0.3505
0.1615
0.0625
0.1185
0
1
0
7
8.33747
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,741
0.46
0.35
0.1
0.471
0.252
0.077
0.123
0
1
0
8
7.402896
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,746
0.485
0.365
0.14
0.4475
0.1895
0.0925
0.2305
0
1
0
8
9.665102
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,754
0.525
0.385
0.13
0.607
0.2355
0.125
0.195
0
1
0
8
10.196497
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,758
0.535
0.43
0.155
0.7845
0.3285
0.169
0.245
0
0
1
10
10.624087
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,761
0.55
0.425
0.145
0.89
0.4325
0.171
0.236
0
1
0
10
9.08515
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,763
0.55
0.425
0.135
0.656
0.257
0.17
0.203
0
1
0
10
8.888401
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,766
0.555
0.445
0.175
1.1465
0.551
0.244
0.2785
1
0
0
8
9.664125
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,768
0.56
0.435
0.135
0.72
0.329
0.103
0.251
0
1
0
11
8.629949
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,775
0.585
0.46
0.145
0.8465
0.339
0.167
0.295
0
1
0
10
12.112953
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,778
0.585
0.455
0.13
0.8755
0.411
0.2065
0.225
1
0
0
8
8.003644
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,780
0.59
0.475
0.14
0.977
0.4625
0.2025
0.275
0
0
1
10
9.527959
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,782
0.6
0.48
0.09
1.05
0.457
0.2685
0.28
0
0
1
8
10.302758
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,793
0.63
0.505
0.175
1.221
0.555
0.252
0.34
0
0
1
12
10.418833
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,794
0.63
0.475
0.155
1.0005
0.452
0.252
0.265
1
0
0
10
9.840179
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,795
0.63
0.47
0.15
1.1355
0.539
0.2325
0.3115
0
0
1
12
9.500598
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,796
0.63
0.525
0.195
1.3135
0.4935
0.2565
0.465
0
0
1
10
13.600806
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,797
0.64
0.505
0.155
1.1955
0.5565
0.211
0.346
0
0
1
11
10.055711
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,806
0.675
0.525
0.17
1.711
0.8365
0.352
0.475
1
0
0
9
11.878917
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,808
0.705
0.54
0.205
1.757
0.8265
0.417
0.461
1
0
0
9
10.873037
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,813
0.255
0.195
0.055
0.0725
0.0285
0.017
0.021
0
1
0
4
5.204582
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,819
0.375
0.265
0.095
0.196
0.085
0.042
0.0585
0
1
0
5
6.717208
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000
2,826
0.5
0.365
0.13
0.5945
0.309
0.1085
0.1535
0
0
1
9
7.854713
XGBRegressor
384,999,600
4,000,400
1,166,661
3
0.05
1,000