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
1,395
0.64
0.525
0.18
1.3135
0.4865
0.2995
0.4075
0
0
1
10
13.608214
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,397
0.645
0.5
0.195
1.401
0.6165
0.3515
0.3725
0
0
1
10
10.79042
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,398
0.645
0.525
0.16
1.5075
0.7455
0.245
0.4325
0
0
1
11
11.199112
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,415
0.695
0.565
0.19
1.7635
0.7465
0.399
0.4975
1
0
0
11
12.133333
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,417
0.705
0.565
0.515
2.21
1.1075
0.4865
0.512
0
0
1
10
11.55485
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,418
0.705
0.555
0.215
2.141
1.0465
0.383
0.528
0
0
1
11
11.179685
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,435
0.385
0.3
0.09
0.247
0.1225
0.044
0.0675
0
1
0
5
7.072935
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,436
0.395
0.295
0.09
0.3025
0.143
0.0665
0.0765
0
1
0
5
7.067525
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,437
0.4
0.29
0.11
0.329
0.188
0.0455
0.0825
0
1
0
6
7.222658
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,441
0.405
0.3
0.105
0.304
0.1455
0.061
0.0805
0
1
0
6
7.338666
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,442
0.41
0.32
0.095
0.2905
0.141
0.063
0.073
0
1
0
5
7.161089
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,455
0.475
0.37
0.125
0.649
0.347
0.136
0.142
0
0
1
8
8.11867
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,463
0.505
0.385
0.105
0.5525
0.239
0.1245
0.1555
0
0
1
9
8.830845
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,470
0.53
0.43
0.13
0.7045
0.346
0.1415
0.189
0
1
0
9
8.01339
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,496
0.62
0.48
0.165
1.0725
0.4815
0.235
0.312
0
0
1
9
10.300807
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,499
0.63
0.47
0.145
1.1005
0.52
0.26
0.276
0
0
1
9
9.713331
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,500
0.63
0.5
0.175
1.1105
0.467
0.268
0.329
1
0
0
10
11.037758
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,502
0.63
0.48
0.15
1.271
0.6605
0.2425
0.31
0
0
1
11
9.839189
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,507
0.645
0.515
0.175
1.546
0.7035
0.365
0.415
1
0
0
10
11.104507
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,511
0.65
0.515
0.175
1.466
0.677
0.3045
0.4
0
0
1
10
11.0863
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,512
0.65
0.5
0.16
1.3825
0.702
0.304
0.3195
1
0
0
9
9.999805
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,516
0.66
0.505
0.165
1.374
0.589
0.351
0.345
0
0
1
10
10.342126
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,526
0.705
0.56
0.165
1.675
0.797
0.4095
0.388
0
0
1
10
10.528583
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,534
0.3
0.23
0.085
0.117
0.05
0.0175
0.0415
0
1
0
6
6.271653
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,538
0.355
0.27
0.075
0.1775
0.079
0.0315
0.054
0
1
0
6
6.575136
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,539
0.355
0.26
0.09
0.1985
0.0715
0.0495
0.058
0
1
0
7
7.021241
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,543
0.365
0.27
0.085
0.2225
0.0935
0.0525
0.066
0
1
0
7
6.814531
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,545
0.375
0.28
0.08
0.2165
0.0935
0.0925
0.07
0
1
0
7
7.114397
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,549
0.385
0.28
0.095
0.257
0.119
0.059
0.07
0
1
0
7
7.100851
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,553
0.39
0.29
0.1
0.2225
0.095
0.0465
0.073
0
1
0
7
7.340036
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,560
0.435
0.325
0.11
0.367
0.1595
0.08
0.105
0
1
0
6
7.69646
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,561
0.45
0.34
0.095
0.3245
0.1385
0.064
0.105
0
1
0
8
7.263581
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,563
0.455
0.36
0.115
0.457
0.2085
0.0855
0.147
0
1
0
10
8.399484
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,567
0.465
0.345
0.11
0.393
0.1825
0.0735
0.12
0
1
0
8
8.050618
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,575
0.485
0.375
0.13
0.6025
0.2935
0.1285
0.16
0
1
0
7
8.143595
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,580
0.5
0.4
0.12
0.616
0.261
0.143
0.1935
0
1
0
8
9.619306
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,582
0.5
0.375
0.14
0.559
0.2375
0.135
0.169
0
1
0
9
9.677235
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,592
0.525
0.39
0.12
0.664
0.3115
0.147
0.178
0
1
0
9
8.306554
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,594
0.525
0.4
0.14
0.654
0.305
0.16
0.169
0
1
0
7
8.686829
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,604
0.54
0.455
0.14
0.972
0.419
0.255
0.269
0
0
1
10
9.794252
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,617
0.555
0.435
0.14
0.765
0.3945
0.15
0.206
0
1
0
8
9.203012
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,625
0.565
0.43
0.15
0.831
0.4245
0.1735
0.219
0
0
1
10
8.801503
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,631
0.57
0.445
0.145
0.7405
0.306
0.172
0.1825
0
1
0
12
8.66256
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,635
0.575
0.45
0.125
0.78
0.3275
0.188
0.235
0
1
0
9
9.607686
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,636
0.575
0.47
0.185
0.985
0.3745
0.2175
0.355
0
0
1
10
14.136071
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,638
0.575
0.445
0.17
0.8015
0.3475
0.1465
0.25
0
1
0
9
10.926822
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,642
0.575
0.44
0.16
0.9615
0.483
0.166
0.275
0
0
1
13
10.18732
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,652
0.595
0.45
0.14
0.838
0.3965
0.194
0.217
0
0
1
10
9.107741
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,653
0.595
0.45
0.145
0.959
0.463
0.2065
0.2535
0
0
1
10
9.340268
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,655
0.6
0.46
0.155
0.9735
0.427
0.2045
0.3
1
0
0
8
11.252753
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,658
0.6
0.48
0.17
0.9175
0.38
0.2225
0.29
0
1
0
8
10.986406
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,660
0.6
0.47
0.165
1.059
0.504
0.241
0.275
0
0
1
9
9.71845
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,667
0.605
0.505
0.18
1.434
0.7285
0.264
0.431
1
0
0
11
11.149457
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,672
0.61
0.475
0.16
1.1155
0.3835
0.223
0.379
1
0
0
10
14.82277
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,680
0.62
0.515
0.175
1.221
0.535
0.241
0.395
0
0
1
13
11.675957
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,684
0.62
0.47
0.14
0.8565
0.3595
0.16
0.295
0
1
0
9
12.579287
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,685
0.62
0.45
0.135
0.924
0.358
0.2265
0.2965
0
1
0
10
12.470005
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,686
0.62
0.48
0.15
1.266
0.6285
0.2575
0.309
0
0
1
12
9.839189
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,691
0.625
0.47
0.155
1.1955
0.643
0.2055
0.3145
0
1
0
12
10.431947
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,700
0.635
0.5
0.17
1.4345
0.611
0.309
0.418
0
0
1
12
11.663597
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,710
0.645
0.51
0.195
1.226
0.5885
0.2215
0.3745
0
0
1
10
11.45638
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,711
0.645
0.51
0.16
1.33
0.6665
0.309
0.317
0
0
1
9
10.125329
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,715
0.645
0.485
0.15
1.2215
0.5695
0.2735
0.33
0
0
1
9
10.322956
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,718
0.65
0.505
0.19
1.274
0.59
0.23
0.391
0
0
1
11
11.386911
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,719
0.65
0.525
0.185
1.488
0.665
0.337
0.378
0
0
1
11
10.770666
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,723
0.655
0.505
0.19
1.3485
0.5935
0.2745
0.425
1
0
0
12
11.503708
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,738
0.67
0.54
0.195
1.619
0.74
0.3305
0.465
1
0
0
11
12.071601
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,739
0.675
0.525
0.16
1.2835
0.572
0.2755
0.3545
0
0
1
13
10.40633
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,740
0.675
0.51
0.195
1.382
0.6045
0.3175
0.3965
1
0
0
10
10.994314
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,749
0.71
0.575
0.215
2.009
0.9895
0.4475
0.502
0
0
1
11
11.176601
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,754
0.72
0.55
0.205
2.125
1.1455
0.4425
0.511
0
0
1
13
10.510956
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,758
0.735
0.59
0.215
1.747
0.7275
0.403
0.557
0
0
1
11
14.202621
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,762
0.77
0.62
0.195
2.5155
1.1155
0.6415
0.642
0
0
1
12
11.983213
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,768
0.435
0.3
0.12
0.5965
0.259
0.139
0.1645
0
1
0
8
8.487933
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,771
0.455
0.325
0.135
0.82
0.4005
0.1715
0.211
0
1
0
8
8.977058
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,774
0.465
0.36
0.115
0.5795
0.295
0.1395
0.12
0
0
1
7
8.504454
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,775
0.485
0.365
0.105
0.5205
0.195
0.123
0.182
0
1
0
8
9.876926
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,780
0.515
0.35
0.155
0.9225
0.4185
0.198
0.273
0
0
1
9
9.450737
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,783
0.525
0.38
0.125
0.65
0.303
0.155
0.159
0
0
1
7
8.653771
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,785
0.535
0.425
0.135
0.771
0.3765
0.1815
0.1795
1
0
0
8
8.715199
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,786
0.535
0.385
0.18
1.0835
0.4955
0.2295
0.304
0
1
0
8
10.234307
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,788
0.545
0.415
0.2
1.358
0.567
0.318
0.403
1
0
0
10
12.207022
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,789
0.545
0.385
0.15
1.1185
0.5425
0.2445
0.2845
1
0
0
9
9.592672
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,793
0.575
0.44
0.185
1.025
0.5075
0.2245
0.2485
0
0
1
10
9.811205
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,802
0.61
0.475
0.15
1.1135
0.5195
0.2575
0.3005
1
0
0
11
10.157974
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,803
0.615
0.455
0.145
1.1155
0.5045
0.238
0.315
1
0
0
10
10.347359
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,811
0.65
0.525
0.19
1.6125
0.777
0.3685
0.3965
0
0
1
11
10.661596
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,814
0.655
0.545
0.19
1.4245
0.6325
0.333
0.378
0
0
1
10
11.462391
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,816
0.675
0.53
0.175
1.4465
0.6775
0.33
0.389
1
0
0
10
10.683517
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,829
0.365
0.27
0.085
0.197
0.0815
0.0325
0.065
0
1
0
6
6.944911
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,835
0.41
0.335
0.105
0.3305
0.1405
0.064
0.105
0
1
0
7
7.512685
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,837
0.415
0.31
0.1
0.2805
0.114
0.0565
0.0975
0
1
0
6
7.478144
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,847
0.47
0.375
0.12
0.487
0.196
0.099
0.135
0
1
0
8
8.13123
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,860
0.515
0.42
0.15
0.6725
0.2555
0.1335
0.235
0
1
0
10
11.490517
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,869
0.525
0.4
0.145
0.6095
0.248
0.159
0.175
0
1
0
9
9.486084
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,879
0.545
0.43
0.14
0.687
0.2615
0.1405
0.25
0
1
0
9
11.095301
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,883
0.555
0.41
0.125
0.599
0.2345
0.1465
0.194
0
0
1
8
10.44895
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,895
0.57
0.455
0.155
0.832
0.3585
0.174
0.277
0
0
1
11
11.202969
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,896
0.57
0.44
0.175
0.9415
0.3805
0.2285
0.283
0
0
1
9
11.232747
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250
1,897
0.57
0.415
0.13
0.88
0.4275
0.1955
0.238
0
0
1
13
8.994478
XGBRegressor
100,997,300
3,001,200
294,870
3
0.05
250