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
1,267
0.46
0.365
0.125
0.4785
0.206
0.1045
0.141
1
0
0
8
9.599884
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,269
0.47
0.365
0.1
0.411
0.175
0.0855
0.135
0
1
0
8
7.87228
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,271
0.47
0.355
0.12
0.393
0.167
0.0885
0.115
0
1
0
8
7.973702
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,277
0.48
0.365
0.1
0.461
0.2205
0.0835
0.135
0
1
0
8
7.724758
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,281
0.5
0.38
0.135
0.594
0.2945
0.104
0.1565
0
1
0
9
7.909246
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,293
0.52
0.4
0.13
0.5825
0.233
0.1365
0.18
0
1
0
10
9.008152
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,297
0.53
0.415
0.13
0.694
0.3905
0.111
0.167
0
1
0
9
8.017006
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,305
0.54
0.42
0.145
0.8655
0.4315
0.163
0.2175
1
0
0
10
8.872194
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,306
0.54
0.42
0.14
0.7265
0.3205
0.1445
0.229
0
1
0
9
9.608132
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,309
0.545
0.43
0.15
0.7285
0.302
0.1315
0.2545
0
1
0
10
10.52966
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,311
0.55
0.43
0.145
0.7895
0.3745
0.171
0.223
0
1
0
11
9.342484
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,316
0.555
0.44
0.14
0.8705
0.407
0.156
0.255
0
0
1
9
9.516912
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,328
0.57
0.45
0.145
0.751
0.2825
0.2195
0.2215
0
1
0
10
9.663505
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,329
0.57
0.45
0.135
0.794
0.3815
0.1415
0.245
0
1
0
8
10.178246
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,330
0.57
0.46
0.135
0.9795
0.397
0.2525
0.2655
1
0
0
9
10.928106
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,332
0.57
0.44
0.13
0.7665
0.347
0.1785
0.202
0
1
0
10
9.223849
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,333
0.57
0.435
0.125
0.8965
0.383
0.1835
0.275
0
0
1
9
10.851367
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,339
0.58
0.445
0.15
0.858
0.4
0.156
0.253
1
0
0
8
10.375997
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,341
0.585
0.49
0.185
1.171
0.522
0.2535
0.335
0
0
1
10
10.737862
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,342
0.585
0.475
0.16
1.0505
0.48
0.234
0.285
0
1
0
10
9.973852
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,345
0.585
0.475
0.15
1.065
0.5315
0.199
0.2885
0
0
1
10
9.741901
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,346
0.585
0.45
0.18
0.7995
0.336
0.1855
0.237
0
0
1
8
10.266946
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,349
0.59
0.455
0.155
0.8855
0.388
0.188
0.275
0
0
1
10
10.803933
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,353
0.6
0.48
0.155
1.014
0.451
0.1885
0.325
0
0
1
11
10.983843
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,363
0.61
0.45
0.15
0.871
0.407
0.1835
0.25
0
0
1
10
9.389913
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,364
0.61
0.48
0.165
1.244
0.6345
0.257
0.305
0
0
1
12
10.032045
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,368
0.61
0.46
0.16
1
0.494
0.197
0.275
0
0
1
10
9.807627
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,369
0.615
0.475
0.155
1.004
0.4475
0.193
0.2895
1
0
0
10
9.903997
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,383
0.625
0.48
0.155
1.2035
0.5865
0.239
0.3185
1
0
0
12
10.278122
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,386
0.63
0.485
0.145
1.062
0.5065
0.1785
0.3365
0
0
1
12
10.605516
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,390
0.635
0.5
0.165
1.4595
0.705
0.2645
0.39
1
0
0
9
10.845713
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,394
0.64
0.565
0.23
1.521
0.644
0.372
0.406
0
0
1
15
11.876892
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,395
0.64
0.525
0.18
1.3135
0.4865
0.2995
0.4075
0
0
1
10
13.607819
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,397
0.645
0.5
0.195
1.401
0.6165
0.3515
0.3725
0
0
1
10
10.889014
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,398
0.645
0.525
0.16
1.5075
0.7455
0.245
0.4325
0
0
1
11
11.215887
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,415
0.695
0.565
0.19
1.7635
0.7465
0.399
0.4975
1
0
0
11
12.097162
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,417
0.705
0.565
0.515
2.21
1.1075
0.4865
0.512
0
0
1
10
11.477125
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,418
0.705
0.555
0.215
2.141
1.0465
0.383
0.528
0
0
1
11
11.114508
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,435
0.385
0.3
0.09
0.247
0.1225
0.044
0.0675
0
1
0
5
7.074419
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,436
0.395
0.295
0.09
0.3025
0.143
0.0665
0.0765
0
1
0
5
7.105841
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,437
0.4
0.29
0.11
0.329
0.188
0.0455
0.0825
0
1
0
6
7.373313
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,441
0.405
0.3
0.105
0.304
0.1455
0.061
0.0805
0
1
0
6
7.384411
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,442
0.41
0.32
0.095
0.2905
0.141
0.063
0.073
0
1
0
5
7.1215
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,455
0.475
0.37
0.125
0.649
0.347
0.136
0.142
0
0
1
8
8.151742
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,463
0.505
0.385
0.105
0.5525
0.239
0.1245
0.1555
0
0
1
9
8.99629
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,470
0.53
0.43
0.13
0.7045
0.346
0.1415
0.189
0
1
0
9
8.133214
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,496
0.62
0.48
0.165
1.0725
0.4815
0.235
0.312
0
0
1
9
10.323494
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,499
0.63
0.47
0.145
1.1005
0.52
0.26
0.276
0
0
1
9
9.722342
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,500
0.63
0.5
0.175
1.1105
0.467
0.268
0.329
1
0
0
10
11.085464
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,502
0.63
0.48
0.15
1.271
0.6605
0.2425
0.31
0
0
1
11
9.963636
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,507
0.645
0.515
0.175
1.546
0.7035
0.365
0.415
1
0
0
10
11.10153
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,511
0.65
0.515
0.175
1.466
0.677
0.3045
0.4
0
0
1
10
11.066716
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,512
0.65
0.5
0.16
1.3825
0.702
0.304
0.3195
1
0
0
9
10.113014
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,516
0.66
0.505
0.165
1.374
0.589
0.351
0.345
0
0
1
10
10.398673
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,526
0.705
0.56
0.165
1.675
0.797
0.4095
0.388
0
0
1
10
10.486509
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,534
0.3
0.23
0.085
0.117
0.05
0.0175
0.0415
0
1
0
6
6.306375
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,538
0.355
0.27
0.075
0.1775
0.079
0.0315
0.054
0
1
0
6
6.503002
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,539
0.355
0.26
0.09
0.1985
0.0715
0.0495
0.058
0
1
0
7
6.952438
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,543
0.365
0.27
0.085
0.2225
0.0935
0.0525
0.066
0
1
0
7
6.830211
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,545
0.375
0.28
0.08
0.2165
0.0935
0.0925
0.07
0
1
0
7
7.117583
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,549
0.385
0.28
0.095
0.257
0.119
0.059
0.07
0
1
0
7
7.112718
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,553
0.39
0.29
0.1
0.2225
0.095
0.0465
0.073
0
1
0
7
7.325664
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,560
0.435
0.325
0.11
0.367
0.1595
0.08
0.105
0
1
0
6
7.631081
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,561
0.45
0.34
0.095
0.3245
0.1385
0.064
0.105
0
1
0
8
7.216425
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,563
0.455
0.36
0.115
0.457
0.2085
0.0855
0.147
0
1
0
10
8.329951
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,567
0.465
0.345
0.11
0.393
0.1825
0.0735
0.12
0
1
0
8
8.038112
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,575
0.485
0.375
0.13
0.6025
0.2935
0.1285
0.16
0
1
0
7
8.208425
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,580
0.5
0.4
0.12
0.616
0.261
0.143
0.1935
0
1
0
8
9.642454
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,582
0.5
0.375
0.14
0.559
0.2375
0.135
0.169
0
1
0
9
9.752665
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,592
0.525
0.39
0.12
0.664
0.3115
0.147
0.178
0
1
0
9
8.376897
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,594
0.525
0.4
0.14
0.654
0.305
0.16
0.169
0
1
0
7
8.810685
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,604
0.54
0.455
0.14
0.972
0.419
0.255
0.269
0
0
1
10
9.882072
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,617
0.555
0.435
0.14
0.765
0.3945
0.15
0.206
0
1
0
8
9.297731
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,625
0.565
0.43
0.15
0.831
0.4245
0.1735
0.219
0
0
1
10
8.820993
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,631
0.57
0.445
0.145
0.7405
0.306
0.172
0.1825
0
1
0
12
8.793151
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,635
0.575
0.45
0.125
0.78
0.3275
0.188
0.235
0
1
0
9
9.648313
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,636
0.575
0.47
0.185
0.985
0.3745
0.2175
0.355
0
0
1
10
13.82937
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,638
0.575
0.445
0.17
0.8015
0.3475
0.1465
0.25
0
1
0
9
10.87344
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,642
0.575
0.44
0.16
0.9615
0.483
0.166
0.275
0
0
1
13
10.019678
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,652
0.595
0.45
0.14
0.838
0.3965
0.194
0.217
0
0
1
10
9.127884
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,653
0.595
0.45
0.145
0.959
0.463
0.2065
0.2535
0
0
1
10
9.350496
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,655
0.6
0.46
0.155
0.9735
0.427
0.2045
0.3
1
0
0
8
11.226958
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,658
0.6
0.48
0.17
0.9175
0.38
0.2225
0.29
0
1
0
8
11.131707
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,660
0.6
0.47
0.165
1.059
0.504
0.241
0.275
0
0
1
9
9.753578
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,667
0.605
0.505
0.18
1.434
0.7285
0.264
0.431
1
0
0
11
11.09491
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,672
0.61
0.475
0.16
1.1155
0.3835
0.223
0.379
1
0
0
10
14.72143
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,680
0.62
0.515
0.175
1.221
0.535
0.241
0.395
0
0
1
13
11.664112
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,684
0.62
0.47
0.14
0.8565
0.3595
0.16
0.295
0
1
0
9
12.397336
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,685
0.62
0.45
0.135
0.924
0.358
0.2265
0.2965
0
1
0
10
12.357926
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,686
0.62
0.48
0.15
1.266
0.6285
0.2575
0.309
0
0
1
12
9.963636
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,691
0.625
0.47
0.155
1.1955
0.643
0.2055
0.3145
0
1
0
12
10.533346
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,700
0.635
0.5
0.17
1.4345
0.611
0.309
0.418
0
0
1
12
11.569564
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,710
0.645
0.51
0.195
1.226
0.5885
0.2215
0.3745
0
0
1
10
11.47714
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,711
0.645
0.51
0.16
1.33
0.6665
0.309
0.317
0
0
1
9
10.183794
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,715
0.645
0.485
0.15
1.2215
0.5695
0.2735
0.33
0
0
1
9
10.332518
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,718
0.65
0.505
0.19
1.274
0.59
0.23
0.391
0
0
1
11
11.401679
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,719
0.65
0.525
0.185
1.488
0.665
0.337
0.378
0
0
1
11
10.863223
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,723
0.655
0.505
0.19
1.3485
0.5935
0.2745
0.425
1
0
0
12
11.610587
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,738
0.67
0.54
0.195
1.619
0.74
0.3305
0.465
1
0
0
11
12.206444
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,739
0.675
0.525
0.16
1.2835
0.572
0.2755
0.3545
0
0
1
13
10.432563
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000