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
3,120
0.525
0.4
0.13
0.6995
0.3115
0.131
0.223
1
0
0
9
10.030972
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,131
0.675
0.505
0.16
1.532
0.74
0.357
0.3815
0
0
1
11
10.757973
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,137
0.465
0.36
0.105
0.488
0.188
0.0845
0.19
0
0
1
10
11.324481
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,141
0.18
0.135
0.08
0.033
0.0145
0.007
0.01
0
1
0
5
4.490076
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,144
0.625
0.48
0.2
1.3235
0.6075
0.3055
0.355
1
0
0
9
10.568328
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,146
0.585
0.45
0.15
1.047
0.4315
0.276
0.315
0
0
1
14
11.495462
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,156
0.535
0.44
0.165
0.875
0.279
0.18
0.3
0
0
1
10
13.542347
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,157
0.43
0.35
0.09
0.397
0.1575
0.089
0.12
1
0
0
9
9.250099
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,162
0.64
0.49
0.14
1.194
0.4445
0.238
0.375
0
0
1
15
12.855715
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,170
0.57
0.465
0.155
0.872
0.3245
0.239
0.285
1
0
0
14
11.179608
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,171
0.525
0.405
0.16
0.792
0.316
0.1455
0.28
0
0
1
13
12.611906
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,173
0.35
0.265
0.09
0.2265
0.0995
0.0575
0.065
0
0
1
6
8.305953
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,174
0.45
0.355
0.12
0.3955
0.147
0.0765
0.145
0
0
1
9
10.336308
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,175
0.51
0.405
0.12
0.61
0.229
0.131
0.235
0
1
0
11
11.388426
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,182
0.645
0.505
0.165
1.307
0.4335
0.262
0.52
0
0
1
10
18.219954
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,186
0.47
0.36
0.11
0.4965
0.237
0.127
0.13
1
0
0
6
8.777983
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,189
0.55
0.405
0.15
0.9235
0.412
0.2135
0.24
0
0
1
7
9.114945
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,192
0.525
0.405
0.115
0.72
0.3105
0.1915
0.2
1
0
0
14
10.254238
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,193
0.565
0.435
0.185
1.032
0.354
0.2045
0.31
0
0
1
20
14.526469
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,197
0.31
0.235
0.075
0.1515
0.056
0.0315
0.05
0
1
0
7
6.247876
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,198
0.45
0.335
0.14
0.478
0.1865
0.115
0.16
0
0
1
11
10.768081
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,206
0.295
0.215
0.075
0.116
0.037
0.0295
0.04
0
1
0
8
5.761213
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,207
0.48
0.38
0.125
0.523
0.2105
0.1045
0.175
0
1
0
15
9.468269
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,208
0.32
0.25
0.08
0.1565
0.057
0.034
0.06
0
1
0
9
6.774704
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,211
0.6
0.48
0.165
1.1345
0.4535
0.27
0.335
1
0
0
10
10.97906
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,214
0.57
0.495
0.16
1.0915
0.452
0.275
0.315
1
0
0
14
10.770662
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,217
0.425
0.34
0.12
0.388
0.149
0.087
0.125
0
0
1
10
10.029703
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,220
0.5
0.4
0.145
0.6025
0.216
0.138
0.21
0
0
1
11
11.895211
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,227
0.45
0.35
0.135
0.56
0.231
0.137
0.145
1
0
0
13
9.763665
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,229
0.64
0.505
0.19
1.2765
0.4835
0.328
0.4
1
0
0
12
14.441753
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,234
0.59
0.485
0.205
1.2315
0.4525
0.238
0.42
1
0
0
13
14.8439
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,244
0.69
0.555
0.205
1.8165
0.7785
0.4395
0.515
1
0
0
19
11.319518
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,247
0.61
0.495
0.19
1.213
0.464
0.306
0.365
1
0
0
15
12.555457
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,255
0.3
0.23
0.075
0.15
0.0605
0.042
0.045
0
1
0
5
6.40127
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,257
0.505
0.385
0.11
0.655
0.3185
0.15
0.185
0
0
1
9
8.794232
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,259
0.64
0.505
0.165
1.4435
0.6145
0.3035
0.39
0
0
1
18
11.063373
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,263
0.565
0.45
0.115
0.9085
0.398
0.197
0.29
0
0
1
17
11.190758
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,268
0.41
0.31
0.125
0.3595
0.1415
0.0885
0.115
0
0
1
11
9.411291
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,269
0.595
0.465
0.145
1.107
0.402
0.2415
0.31
1
0
0
12
11.535966
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,270
0.625
0.475
0.13
0.8595
0.3195
0.1775
0.24
1
0
0
13
10.214153
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,287
0.55
0.46
0.13
0.7085
0.305
0.1455
0.205
0
0
1
12
9.7631
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,290
0.51
0.395
0.12
0.6175
0.262
0.122
0.193
1
0
0
12
10.329794
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,292
0.495
0.375
0.15
0.597
0.2615
0.135
0.178
1
0
0
11
10.147328
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,293
0.575
0.455
0.185
1.156
0.5525
0.243
0.295
0
0
1
13
10.419279
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,301
0.66
0.525
0.19
1.67
0.6525
0.4875
0.49
1
0
0
11
12.496647
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,304
0.57
0.435
0.14
0.8085
0.3235
0.183
0.22
1
0
0
16
9.619467
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,308
0.275
0.2
0.08
0.099
0.037
0.024
0.03
0
0
1
5
6.761077
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,319
0.705
0.555
0.2
1.4685
0.4715
0.3235
0.52
1
0
0
19
17.18603
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,320
0.535
0.425
0.155
0.7765
0.302
0.1565
0.25
1
0
0
16
11.733458
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,322
0.48
0.37
0.13
0.5885
0.2475
0.1505
0.1595
1
0
0
15
9.16639
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,323
0.395
0.3
0.105
0.3375
0.1435
0.0755
0.098
1
0
0
12
8.911535
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,331
0.51
0.34
0.18
0.7005
0.312
0.165
0.2
1
0
0
11
10.596445
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,332
0.44
0.34
0.125
0.4895
0.1735
0.0875
0.2
0
1
0
13
11.002404
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,339
0.585
0.475
0.185
0.8575
0.3465
0.1785
0.275
1
0
0
12
11.751008
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,343
0.455
0.365
0.11
0.385
0.166
0.046
0.1345
1
0
0
13
9.316944
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,344
0.495
0.38
0.145
0.515
0.175
0.098
0.212
0
1
0
13
11.261
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,345
0.48
0.38
0.145
0.59
0.232
0.141
0.23
1
0
0
12
12.389709
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,351
0.51
0.38
0.13
0.584
0.224
0.1355
0.185
1
0
0
13
10.341141
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,357
0.375
0.285
0.1
0.239
0.105
0.0555
0.07
0
1
0
8
7.317322
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,360
0.58
0.44
0.175
1.073
0.4005
0.2345
0.335
1
0
0
19
13.468506
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,372
0.44
0.33
0.135
0.522
0.17
0.0905
0.195
0
1
0
16
11.329254
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,373
0.54
0.405
0.155
0.9715
0.3225
0.194
0.29
0
0
1
19
13.791158
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,376
0.31
0.235
0.09
0.127
0.048
0.031
0.04
0
1
0
6
6.406481
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,384
0.305
0.225
0.07
0.1485
0.0585
0.0335
0.045
1
0
0
7
7.097887
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,385
0.475
0.35
0.115
0.487
0.194
0.1455
0.125
1
0
0
13
9.326323
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,390
0.56
0.44
0.16
1.1115
0.5035
0.2785
0.26
0
0
1
10
9.846046
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,391
0.545
0.42
0.125
0.9745
0.353
0.174
0.305
0
0
1
13
14.101893
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,394
0.62
0.48
0.16
1.0765
0.412
0.253
0.3
0
0
1
13
11.328851
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,395
0.605
0.45
0.165
1.2225
0.357
0.202
0.385
1
0
0
13
16.446733
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,408
0.39
0.315
0.09
0.3095
0.147
0.05
0.09
0
1
0
7
7.158525
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,409
0.395
0.31
0.095
0.313
0.131
0.072
0.093
0
1
0
7
7.158525
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,410
0.415
0.31
0.105
0.3595
0.167
0.083
0.0915
0
1
0
6
7.276133
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,413
0.49
0.395
0.12
0.674
0.3325
0.1235
0.185
0
0
1
9
8.801222
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,414
0.49
0.37
0.105
0.5265
0.249
0.1005
0.148
1
0
0
7
8.970148
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,421
0.6
0.475
0.15
1.089
0.5195
0.223
0.292
0
0
1
11
9.736607
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,422
0.61
0.47
0.155
1.0325
0.497
0.2175
0.2785
0
0
1
9
9.838588
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,424
0.64
0.51
0.17
1.3715
0.567
0.307
0.409
0
0
1
10
11.541638
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,427
0.74
0.605
0.2
2.4925
1.1455
0.575
0.5235
0
0
1
13
11.256004
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,429
0.28
0.21
0.065
0.111
0.0425
0.0285
0.03
0
1
0
6
5.649169
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,431
0.35
0.265
0.095
0.199
0.073
0.049
0.06
0
1
0
5
6.995389
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,433
0.365
0.27
0.105
0.2155
0.0915
0.0475
0.063
0
1
0
6
7.270597
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,438
0.43
0.335
0.105
0.378
0.188
0.0785
0.09
0
1
0
6
7.276133
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,441
0.465
0.355
0.115
0.4705
0.1955
0.118
0.126
1
0
0
7
9.316944
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,445
0.495
0.4
0.145
0.578
0.2545
0.1305
0.1645
0
1
0
8
9.089046
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,449
0.52
0.395
0.125
0.8115
0.4035
0.166
0.2
0
0
1
7
8.994328
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,451
0.55
0.44
0.155
0.9155
0.3645
0.195
0.25
0
0
1
8
10.504367
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,460
0.62
0.485
0.165
1.1325
0.5235
0.2505
0.2825
0
0
1
9
9.811462
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,462
0.625
0.47
0.17
1.255
0.525
0.2415
0.405
1
0
0
10
12.235205
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,467
0.66
0.525
0.18
1.478
0.5815
0.381
0.372
0
0
1
10
11.270124
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,486
0.505
0.475
0.16
1.1155
0.509
0.239
0.3065
1
0
0
8
9.84678
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,493
0.555
0.44
0.15
0.838
0.4155
0.146
0.23
0
0
1
8
8.934325
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,495
0.56
0.415
0.13
0.7615
0.3695
0.17
0.1955
0
0
1
8
9.358917
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,496
0.575
0.44
0.145
0.87
0.3945
0.2195
0.225
0
0
1
8
9.17903
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,498
0.59
0.46
0.145
0.929
0.38
0.24
0.255
0
0
1
10
10.603348
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,499
0.595
0.47
0.165
1.0155
0.491
0.1905
0.289
1
0
0
9
9.947678
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,505
0.625
0.495
0.18
1.0815
0.4715
0.254
0.3135
0
0
1
10
10.433211
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,510
0.65
0.505
0.18
1.469
0.7115
0.3335
0.38
0
0
1
9
10.673061
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,517
0.7
0.56
0.175
1.6605
0.8605
0.3275
0.398
1
0
0
11
10.571036
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,525
0.33
0.23
0.085
0.1695
0.079
0.026
0.0505
0
1
0
6
6.317377
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
3,526
0.335
0.26
0.085
0.192
0.097
0.03
0.054
0
1
0
6
6.555768
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100