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
319
0.33
0.255
0.095
0.172
0.066
0.0255
0.06
0
1
0
6
6.873353
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
321
0.19
0.145
0.04
0.038
0.0165
0.0065
0.015
0
1
0
4
4.515474
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
329
0.36
0.28
0.09
0.2255
0.0885
0.04
0.09
0
1
0
8
7.165041
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
330
0.5
0.38
0.155
0.5955
0.2135
0.161
0.2
0
0
1
12
12.084532
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
334
0.74
0.6
0.195
1.974
0.598
0.4085
0.71
1
0
0
16
20.409128
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
338
0.62
0.475
0.185
1.325
0.6045
0.325
0.33
0
0
1
13
10.318046
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
342
0.62
0.465
0.185
1.274
0.579
0.3065
0.32
0
0
1
12
10.614894
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
351
0.585
0.45
0.17
0.8685
0.3325
0.1635
0.27
1
0
0
22
11.647285
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
354
0.635
0.515
0.17
1.275
0.509
0.286
0.34
0
0
1
16
10.557969
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
357
0.645
0.525
0.19
1.8085
0.7035
0.3885
0.395
1
0
0
18
11.675784
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
361
0.59
0.465
0.15
0.997
0.392
0.246
0.34
1
0
0
12
13.019849
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
363
0.6
0.48
0.15
1.029
0.4085
0.2705
0.295
1
0
0
16
11.452186
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
365
0.63
0.515
0.16
1.016
0.4215
0.244
0.355
0
0
1
19
11.875869
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
370
0.65
0.545
0.165
1.566
0.6645
0.3455
0.415
1
0
0
16
11.466705
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
373
0.7
0.575
0.17
1.31
0.5095
0.314
0.42
1
0
0
14
13.444377
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
375
0.675
0.545
0.195
1.7345
0.6845
0.3695
0.605
1
0
0
20
13.962808
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
378
0.565
0.465
0.175
0.995
0.3895
0.183
0.37
0
0
1
15
14.081918
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
382
0.485
0.4
0.135
0.663
0.313
0.137
0.2
0
0
1
10
9.830573
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
390
0.415
0.325
0.1
0.3215
0.1535
0.0595
0.105
0
1
0
10
7.391462
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
391
0.475
0.375
0.125
0.593
0.277
0.115
0.18
0
0
1
10
9.226587
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
392
0.47
0.375
0.125
0.5615
0.252
0.137
0.18
1
0
0
10
9.835148
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
395
0.39
0.31
0.1
0.302
0.116
0.064
0.115
0
1
0
11
7.957615
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
396
0.5
0.395
0.14
0.7155
0.3165
0.176
0.24
1
0
0
10
10.799303
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
399
0.585
0.455
0.15
0.987
0.4355
0.2075
0.31
0
0
1
11
11.22
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
410
0.59
0.5
0.165
1.1045
0.4565
0.2425
0.34
0
0
1
15
11.085464
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
411
0.585
0.475
0.12
0.945
0.41
0.2115
0.28
0
0
1
14
10.300548
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
414
0.605
0.495
0.17
1.2385
0.528
0.2465
0.39
1
0
0
14
11.664112
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
418
0.63
0.5
0.155
1.005
0.367
0.199
0.36
1
0
0
16
14.182035
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
421
0.49
0.38
0.12
0.529
0.2165
0.139
0.155
0
1
0
11
8.365537
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
431
0.6
0.47
0.155
1.036
0.4375
0.196
0.325
0
0
1
20
11.811377
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
434
0.44
0.345
0.1
0.366
0.122
0.0905
0.12
0
1
0
13
8.044027
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
439
0.5
0.415
0.165
0.6885
0.249
0.138
0.25
0
0
1
13
13.564435
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
440
0.36
0.275
0.11
0.2335
0.095
0.0525
0.085
0
1
0
10
7.395519
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
456
0.64
0.54
0.175
1.221
0.51
0.259
0.39
1
0
0
15
12.216403
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
457
0.36
0.28
0.105
0.199
0.0695
0.045
0.08
0
1
0
9
7.446733
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
458
0.415
0.31
0.11
0.2965
0.123
0.057
0.0995
0
1
0
10
7.631081
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
509
0.56
0.445
0.155
0.8735
0.3005
0.209
0.275
0
1
0
16
11.386714
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
512
0.49
0.38
0.145
0.6725
0.249
0.181
0.21
1
0
0
10
12.421074
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
514
0.275
0.195
0.07
0.08
0.031
0.0215
0.025
1
0
0
5
6.634411
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
518
0.325
0.23
0.09
0.147
0.06
0.034
0.045
0
0
1
4
7.404569
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
521
0.36
0.27
0.09
0.1885
0.0845
0.0385
0.055
1
0
0
5
8.40311
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
531
0.46
0.355
0.13
0.458
0.192
0.1055
0.13
1
0
0
13
9.367779
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
536
0.52
0.405
0.14
0.5775
0.2
0.145
0.179
0
1
0
11
10.388614
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
542
0.42
0.325
0.115
0.2885
0.1
0.057
0.1135
0
0
1
15
9.3353
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
546
0.255
0.195
0.065
0.08
0.0315
0.018
0.027
0
0
1
8
6.224878
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
560
0.44
0.34
0.105
0.364
0.148
0.0805
0.1175
1
0
0
8
9.303648
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
565
0.35
0.255
0.065
0.179
0.0705
0.0385
0.06
0
0
1
10
8.335302
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
567
0.435
0.33
0.125
0.406
0.1685
0.1055
0.096
0
1
0
12
7.538352
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
575
0.61
0.475
0.14
1.133
0.5275
0.2355
0.35
1
0
0
11
10.518235
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
576
0.56
0.425
0.14
0.9175
0.4005
0.1975
0.26
0
1
0
10
10.931335
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
577
0.585
0.435
0.175
0.982
0.4055
0.2495
0.27
1
0
0
10
10.048575
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
578
0.58
0.445
0.15
0.8865
0.383
0.209
0.255
0
1
0
11
10.350165
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
582
0.645
0.525
0.19
1.4635
0.6615
0.3435
0.435
1
0
0
19
11.255886
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
584
0.41
0.305
0.1
0.363
0.1735
0.065
0.11
1
0
0
11
8.689449
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
588
0.45
0.335
0.14
0.4625
0.164
0.076
0.15
0
0
1
14
10.435244
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
590
0.51
0.4
0.15
0.745
0.2865
0.1675
0.235
0
1
0
13
10.665644
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
592
0.525
0.41
0.175
0.874
0.3585
0.207
0.205
0
1
0
18
10.344257
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
593
0.66
0.52
0.18
1.514
0.526
0.2975
0.42
1
0
0
19
13.264496
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
594
0.535
0.42
0.15
0.6995
0.2575
0.153
0.24
0
0
1
12
12.047082
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
595
0.575
0.455
0.18
0.8525
0.3015
0.1825
0.3
0
1
0
13
13.071965
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
601
0.385
0.315
0.11
0.286
0.1225
0.0635
0.0835
1
0
0
10
8.75195
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
607
0.485
0.37
0.13
0.458
0.181
0.113
0.136
0
1
0
10
8.147548
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
610
0.44
0.345
0.17
0.4085
0.15
0.0825
0.1515
1
0
0
12
11.476316
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
612
0.325
0.24
0.075
0.155
0.0475
0.0355
0.06
0
0
1
9
7.936761
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
613
0.495
0.37
0.125
0.4775
0.185
0.0705
0.169
0
1
0
18
9.38158
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
617
0.32
0.24
0.085
0.17
0.0655
0.047
0.049
0
0
1
7
7.57997
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
630
0.475
0.365
0.115
0.49
0.223
0.1235
0.1335
0
1
0
9
8.005326
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
632
0.46
0.365
0.125
0.467
0.1895
0.0945
0.158
0
0
1
10
9.657012
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
636
0.38
0.235
0.1
0.258
0.1055
0.054
0.08
0
0
1
7
8.078253
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
646
0.33
0.215
0.075
0.1145
0.045
0.0265
0.035
0
0
1
6
6.82344
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
647
0.48
0.375
0.145
0.777
0.216
0.13
0.17
0
0
1
9
11.515748
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
650
0.255
0.18
0.065
0.079
0.034
0.014
0.025
0
0
1
5
6.205768
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
653
0.31
0.225
0.08
0.1345
0.054
0.024
0.05
0
0
1
7
7.4244
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
655
0.295
0.215
0.075
0.129
0.05
0.0295
0.04
0
0
1
7
6.82344
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
656
0.555
0.435
0.165
0.97
0.336
0.2315
0.295
1
0
0
17
12.85903
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
657
0.615
0.515
0.17
1.14
0.4305
0.2245
0.42
1
0
0
16
14.258104
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
663
0.38
0.305
0.105
0.281
0.1045
0.0615
0.09
1
0
0
12
8.730301
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
671
0.5
0.38
0.155
0.655
0.2405
0.143
0.205
1
0
0
17
12.436001
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
672
0.53
0.41
0.165
0.8115
0.24
0.169
0.24
1
0
0
19
14.150279
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
681
0.485
0.37
0.14
0.5725
0.204
0.1415
0.175
0
0
1
10
11.329324
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
684
0.51
0.4
0.14
0.6515
0.2455
0.1665
0.185
0
0
1
10
10.577062
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
693
0.38
0.29
0.12
0.283
0.1175
0.0655
0.085
0
0
1
9
8.781384
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
698
0.43
0.335
0.12
0.444
0.155
0.1145
0.14
1
0
0
13
10.186188
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
699
0.395
0.315
0.105
0.3515
0.1185
0.091
0.1195
1
0
0
16
9.303648
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
700
0.385
0.285
0.105
0.2905
0.1215
0.0685
0.0875
0
0
1
12
8.613688
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
703
0.395
0.295
0.115
0.316
0.1205
0.0595
0.1105
0
0
1
12
8.839468
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
705
0.415
0.325
0.14
0.417
0.1535
0.1015
0.144
0
0
1
10
10.995433
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
709
0.295
0.225
0.09
0.1105
0.0405
0.0245
0.032
0
1
0
7
6.380549
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
711
0.375
0.3
0.1
0.2465
0.104
0.0475
0.083
0
0
1
11
8.600719
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
715
0.275
0.2
0.065
0.1035
0.0475
0.0205
0.03
0
1
0
7
5.681588
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
723
0.525
0.41
0.13
0.99
0.3865
0.243
0.295
0
0
1
15
13.058038
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
727
0.48
0.375
0.105
0.525
0.2185
0.1195
0.155
1
0
0
12
9.351439
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
734
0.525
0.425
0.12
0.8665
0.2825
0.176
0.29
0
0
1
18
12.512898
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
743
0.52
0.405
0.14
0.8175
0.2795
0.183
0.26
1
0
0
17
12.967136
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
747
0.52
0.385
0.14
0.6595
0.2485
0.2035
0.16
0
0
1
9
10.651526
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
756
0.615
0.525
0.155
1.1375
0.367
0.236
0.37
0
0
1
20
13.577499
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
758
0.57
0.44
0.155
1.116
0.4775
0.2315
0.27
0
0
1
13
9.769785
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
762
0.54
0.44
0.135
0.959
0.2385
0.221
0.3
1
0
0
17
15.280209
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
763
0.64
0.51
0.19
1.613
0.6215
0.361
0.47
0
0
1
14
12.623036
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
767
0.345
0.27
0.095
0.197
0.0665
0.05
0.07
0
0
1
9
8.595833
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000