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
3,078
0.695
0.535
0.2
1.5855
0.667
0.334
0.471
1
0
0
11
12.996055
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,081
0.73
0.55
0.205
1.908
0.5415
0.3565
0.5965
1
0
0
14
18.582098
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,088
0.425
0.32
0.085
0.262
0.1235
0.067
0.0725
0
1
0
8
6.888556
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,097
0.545
0.435
0.145
0.9385
0.3685
0.1245
0.345
0
0
1
11
15.749089
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,098
0.55
0.43
0.15
0.655
0.2635
0.122
0.221
1
0
0
8
12.178521
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,102
0.6
0.465
0.18
1.193
0.5145
0.315
0.3055
0
0
1
8
10.90591
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,105
0.29
0.215
0.06
0.1115
0.053
0.0185
0.032
0
1
0
5
5.713566
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,107
0.37
0.275
0.1
0.2815
0.1505
0.0505
0.068
0
1
0
5
6.917026
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,108
0.375
0.285
0.08
0.226
0.0975
0.04
0.0725
0
1
0
7
7.149572
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,111
0.41
0.325
0.105
0.361
0.1605
0.0665
0.103
0
1
0
8
7.858081
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,113
0.425
0.325
0.105
0.3975
0.1815
0.081
0.1175
0
1
0
7
7.757898
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,120
0.525
0.4
0.13
0.6995
0.3115
0.131
0.223
1
0
0
9
9.795436
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,131
0.675
0.505
0.16
1.532
0.74
0.357
0.3815
0
0
1
11
10.380495
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,137
0.465
0.36
0.105
0.488
0.188
0.0845
0.19
0
0
1
10
10.163743
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,141
0.18
0.135
0.08
0.033
0.0145
0.007
0.01
0
1
0
5
4.52877
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,144
0.625
0.48
0.2
1.3235
0.6075
0.3055
0.355
1
0
0
9
10.001962
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,146
0.585
0.45
0.15
1.047
0.4315
0.276
0.315
0
0
1
14
11.582594
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,156
0.535
0.44
0.165
0.875
0.279
0.18
0.3
0
0
1
10
13.781494
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,157
0.43
0.35
0.09
0.397
0.1575
0.089
0.12
1
0
0
9
9.4164
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,162
0.64
0.49
0.14
1.194
0.4445
0.238
0.375
0
0
1
15
11.423135
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,170
0.57
0.465
0.155
0.872
0.3245
0.239
0.285
1
0
0
14
10.859356
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,171
0.525
0.405
0.16
0.792
0.316
0.1455
0.28
0
0
1
13
12.134551
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,173
0.35
0.265
0.09
0.2265
0.0995
0.0575
0.065
0
0
1
6
8.207503
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,174
0.45
0.355
0.12
0.3955
0.147
0.0765
0.145
0
0
1
9
10.829548
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,175
0.51
0.405
0.12
0.61
0.229
0.131
0.235
0
1
0
11
11.567689
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,182
0.645
0.505
0.165
1.307
0.4335
0.262
0.52
0
0
1
10
18.787298
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,186
0.47
0.36
0.11
0.4965
0.237
0.127
0.13
1
0
0
6
8.418507
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,189
0.55
0.405
0.15
0.9235
0.412
0.2135
0.24
0
0
1
7
9.322542
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,192
0.525
0.405
0.115
0.72
0.3105
0.1915
0.2
1
0
0
14
10.957212
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,193
0.565
0.435
0.185
1.032
0.354
0.2045
0.31
0
0
1
20
16.759686
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,197
0.31
0.235
0.075
0.1515
0.056
0.0315
0.05
0
1
0
7
6.780133
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,198
0.45
0.335
0.14
0.478
0.1865
0.115
0.16
0
0
1
11
10.294799
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,206
0.295
0.215
0.075
0.116
0.037
0.0295
0.04
0
1
0
8
6.909921
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,207
0.48
0.38
0.125
0.523
0.2105
0.1045
0.175
0
1
0
15
9.350483
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,208
0.32
0.25
0.08
0.1565
0.057
0.034
0.06
0
1
0
9
7.378765
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,211
0.6
0.48
0.165
1.1345
0.4535
0.27
0.335
1
0
0
10
10.504633
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,214
0.57
0.495
0.16
1.0915
0.452
0.275
0.315
1
0
0
14
10.961983
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,217
0.425
0.34
0.12
0.388
0.149
0.087
0.125
0
0
1
10
9.964951
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,220
0.5
0.4
0.145
0.6025
0.216
0.138
0.21
0
0
1
11
12.393251
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,227
0.45
0.35
0.135
0.56
0.231
0.137
0.145
1
0
0
13
10.441405
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,229
0.64
0.505
0.19
1.2765
0.4835
0.328
0.4
1
0
0
12
15.427126
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,234
0.59
0.485
0.205
1.2315
0.4525
0.238
0.42
1
0
0
13
15.679602
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,244
0.69
0.555
0.205
1.8165
0.7785
0.4395
0.515
1
0
0
19
11.023834
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,247
0.61
0.495
0.19
1.213
0.464
0.306
0.365
1
0
0
15
13.677048
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,255
0.3
0.23
0.075
0.15
0.0605
0.042
0.045
0
1
0
5
6.717826
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,257
0.505
0.385
0.11
0.655
0.3185
0.15
0.185
0
0
1
9
8.398154
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,259
0.64
0.505
0.165
1.4435
0.6145
0.3035
0.39
0
0
1
18
10.860232
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,263
0.565
0.45
0.115
0.9085
0.398
0.197
0.29
0
0
1
17
11.503043
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,268
0.41
0.31
0.125
0.3595
0.1415
0.0885
0.115
0
0
1
11
9.748563
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,269
0.595
0.465
0.145
1.107
0.402
0.2415
0.31
1
0
0
12
11.410052
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,270
0.625
0.475
0.13
0.8595
0.3195
0.1775
0.24
1
0
0
13
10.20189
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,287
0.55
0.46
0.13
0.7085
0.305
0.1455
0.205
0
0
1
12
8.70518
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,290
0.51
0.395
0.12
0.6175
0.262
0.122
0.193
1
0
0
12
10.407311
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,292
0.495
0.375
0.15
0.597
0.2615
0.135
0.178
1
0
0
11
10.403825
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,293
0.575
0.455
0.185
1.156
0.5525
0.243
0.295
0
0
1
13
11.25556
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,301
0.66
0.525
0.19
1.67
0.6525
0.4875
0.49
1
0
0
11
12.830552
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,304
0.57
0.435
0.14
0.8085
0.3235
0.183
0.22
1
0
0
16
9.63513
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,308
0.275
0.2
0.08
0.099
0.037
0.024
0.03
0
0
1
5
5.893964
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,319
0.705
0.555
0.2
1.4685
0.4715
0.3235
0.52
1
0
0
19
20.997976
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,320
0.535
0.425
0.155
0.7765
0.302
0.1565
0.25
1
0
0
16
12.890676
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,322
0.48
0.37
0.13
0.5885
0.2475
0.1505
0.1595
1
0
0
15
9.382963
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,323
0.395
0.3
0.105
0.3375
0.1435
0.0755
0.098
1
0
0
12
8.701036
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,331
0.51
0.34
0.18
0.7005
0.312
0.165
0.2
1
0
0
11
11.389406
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,332
0.44
0.34
0.125
0.4895
0.1735
0.0875
0.2
0
1
0
13
10.69198
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,339
0.585
0.475
0.185
0.8575
0.3465
0.1785
0.275
1
0
0
12
11.157999
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,343
0.455
0.365
0.11
0.385
0.166
0.046
0.1345
1
0
0
13
11.761621
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,344
0.495
0.38
0.145
0.515
0.175
0.098
0.212
0
1
0
13
11.24503
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,345
0.48
0.38
0.145
0.59
0.232
0.141
0.23
1
0
0
12
13.311111
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,351
0.51
0.38
0.13
0.584
0.224
0.1355
0.185
1
0
0
13
10.673081
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,357
0.375
0.285
0.1
0.239
0.105
0.0555
0.07
0
1
0
8
7.339852
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,360
0.58
0.44
0.175
1.073
0.4005
0.2345
0.335
1
0
0
19
13.168202
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,372
0.44
0.33
0.135
0.522
0.17
0.0905
0.195
0
1
0
16
11.017145
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,373
0.54
0.405
0.155
0.9715
0.3225
0.194
0.29
0
0
1
19
15.949359
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,376
0.31
0.235
0.09
0.127
0.048
0.031
0.04
0
1
0
6
5.925521
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,384
0.305
0.225
0.07
0.1485
0.0585
0.0335
0.045
1
0
0
7
6.770066
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,385
0.475
0.35
0.115
0.487
0.194
0.1455
0.125
1
0
0
13
9.357684
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,390
0.56
0.44
0.16
1.1115
0.5035
0.2785
0.26
0
0
1
10
9.295007
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,391
0.545
0.42
0.125
0.9745
0.353
0.174
0.305
0
0
1
13
14.069435
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,394
0.62
0.48
0.16
1.0765
0.412
0.253
0.3
0
0
1
13
11.37048
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,395
0.605
0.45
0.165
1.2225
0.357
0.202
0.385
1
0
0
13
16.34124
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,408
0.39
0.315
0.09
0.3095
0.147
0.05
0.09
0
1
0
7
7.37204
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,409
0.395
0.31
0.095
0.313
0.131
0.072
0.093
0
1
0
7
6.713018
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,410
0.415
0.31
0.105
0.3595
0.167
0.083
0.0915
0
1
0
6
6.963465
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,413
0.49
0.395
0.12
0.674
0.3325
0.1235
0.185
0
0
1
9
9.392554
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,414
0.49
0.37
0.105
0.5265
0.249
0.1005
0.148
1
0
0
7
9.233704
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,421
0.6
0.475
0.15
1.089
0.5195
0.223
0.292
0
0
1
11
10.023847
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,422
0.61
0.47
0.155
1.0325
0.497
0.2175
0.2785
0
0
1
9
9.678873
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,424
0.64
0.51
0.17
1.3715
0.567
0.307
0.409
0
0
1
10
10.659413
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,427
0.74
0.605
0.2
2.4925
1.1455
0.575
0.5235
0
0
1
13
9.884945
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,429
0.28
0.21
0.065
0.111
0.0425
0.0285
0.03
0
1
0
6
5.671248
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,431
0.35
0.265
0.095
0.199
0.073
0.049
0.06
0
1
0
5
6.83841
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,433
0.365
0.27
0.105
0.2155
0.0915
0.0475
0.063
0
1
0
6
7.126824
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,438
0.43
0.335
0.105
0.378
0.188
0.0785
0.09
0
1
0
6
7.239419
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,441
0.465
0.355
0.115
0.4705
0.1955
0.118
0.126
1
0
0
7
9.332113
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,445
0.495
0.4
0.145
0.578
0.2545
0.1305
0.1645
0
1
0
8
8.940657
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,449
0.52
0.395
0.125
0.8115
0.4035
0.166
0.2
0
0
1
7
9.33382
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,451
0.55
0.44
0.155
0.9155
0.3645
0.195
0.25
0
0
1
8
10.374794
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,460
0.62
0.485
0.165
1.1325
0.5235
0.2505
0.2825
0
0
1
9
9.826553
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,462
0.625
0.47
0.17
1.255
0.525
0.2415
0.405
1
0
0
10
12.941419
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750
3,467
0.66
0.525
0.18
1.478
0.5815
0.381
0.372
0
0
1
10
11.354831
XGBRegressor
295,000,500
4,001,300
875,585
3
0.1
750