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
3,040
0.57
0.47
0.14
0.871
0.385
0.211
0.2315
1
0
0
10
9.70914
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,047
0.59
0.435
0.165
0.9765
0.4525
0.2395
0.235
0
0
1
9
9.376893
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,053
0.6
0.45
0.14
0.869
0.3425
0.195
0.291
1
0
0
11
11.396115
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,054
0.6
0.45
0.15
0.8665
0.3695
0.1955
0.255
0
0
1
12
10.720593
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,055
0.61
0.495
0.16
1.089
0.469
0.198
0.384
1
0
0
11
12.204019
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,058
0.62
0.475
0.16
0.907
0.371
0.167
0.3075
0
1
0
11
12.517433
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,063
0.635
0.49
0.155
1.145
0.4775
0.3035
0.3155
1
0
0
9
10.634092
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,069
0.655
0.54
0.165
1.403
0.6955
0.2385
0.42
0
0
1
11
11.321267
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,070
0.655
0.49
0.16
1.204
0.5455
0.2615
0.3225
1
0
0
9
10.564084
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,077
0.685
0.51
0.165
1.545
0.686
0.3775
0.4055
0
0
1
10
11.155664
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,078
0.695
0.535
0.2
1.5855
0.667
0.334
0.471
1
0
0
11
12.13807
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,081
0.73
0.55
0.205
1.908
0.5415
0.3565
0.5965
1
0
0
14
16.441965
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,088
0.425
0.32
0.085
0.262
0.1235
0.067
0.0725
0
1
0
8
7.128696
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,097
0.545
0.435
0.145
0.9385
0.3685
0.1245
0.345
0
0
1
11
13.662215
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,098
0.55
0.43
0.15
0.655
0.2635
0.122
0.221
1
0
0
8
11.031873
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,102
0.6
0.465
0.18
1.193
0.5145
0.315
0.3055
0
0
1
8
10.434853
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,105
0.29
0.215
0.06
0.1115
0.053
0.0185
0.032
0
1
0
5
5.868613
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,107
0.37
0.275
0.1
0.2815
0.1505
0.0505
0.068
0
1
0
5
7.177465
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,108
0.375
0.285
0.08
0.226
0.0975
0.04
0.0725
0
1
0
7
7.128696
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,111
0.41
0.325
0.105
0.361
0.1605
0.0665
0.103
0
1
0
8
7.496069
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,113
0.425
0.325
0.105
0.3975
0.1815
0.081
0.1175
0
1
0
7
7.957008
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,120
0.525
0.4
0.13
0.6995
0.3115
0.131
0.223
1
0
0
9
9.88201
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,131
0.675
0.505
0.16
1.532
0.74
0.357
0.3815
0
0
1
11
10.930607
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,137
0.465
0.36
0.105
0.488
0.188
0.0845
0.19
0
0
1
10
10.722401
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,141
0.18
0.135
0.08
0.033
0.0145
0.007
0.01
0
1
0
5
4.65056
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,144
0.625
0.48
0.2
1.3235
0.6075
0.3055
0.355
1
0
0
9
10.70423
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,146
0.585
0.45
0.15
1.047
0.4315
0.276
0.315
0
0
1
14
11.617354
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,156
0.535
0.44
0.165
0.875
0.279
0.18
0.3
0
0
1
10
13.087481
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,157
0.43
0.35
0.09
0.397
0.1575
0.089
0.12
1
0
0
9
9.313334
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,162
0.64
0.49
0.14
1.194
0.4445
0.238
0.375
0
0
1
15
12.618045
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,170
0.57
0.465
0.155
0.872
0.3245
0.239
0.285
1
0
0
14
11.343764
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,171
0.525
0.405
0.16
0.792
0.316
0.1455
0.28
0
0
1
13
12.183119
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,173
0.35
0.265
0.09
0.2265
0.0995
0.0575
0.065
0
0
1
6
8.359541
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,174
0.45
0.355
0.12
0.3955
0.147
0.0765
0.145
0
0
1
9
9.768727
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,175
0.51
0.405
0.12
0.61
0.229
0.131
0.235
0
1
0
11
11.199456
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,182
0.645
0.505
0.165
1.307
0.4335
0.262
0.52
0
0
1
10
17.83391
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,186
0.47
0.36
0.11
0.4965
0.237
0.127
0.13
1
0
0
6
8.827653
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,189
0.55
0.405
0.15
0.9235
0.412
0.2135
0.24
0
0
1
7
9.452487
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,192
0.525
0.405
0.115
0.72
0.3105
0.1915
0.2
1
0
0
14
9.863318
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,193
0.565
0.435
0.185
1.032
0.354
0.2045
0.31
0
0
1
20
13.315183
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,197
0.31
0.235
0.075
0.1515
0.056
0.0315
0.05
0
1
0
7
6.420362
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,198
0.45
0.335
0.14
0.478
0.1865
0.115
0.16
0
0
1
11
10.824532
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,206
0.295
0.215
0.075
0.116
0.037
0.0295
0.04
0
1
0
8
5.893652
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,207
0.48
0.38
0.125
0.523
0.2105
0.1045
0.175
0
1
0
15
9.487309
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,208
0.32
0.25
0.08
0.1565
0.057
0.034
0.06
0
1
0
9
6.876704
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,211
0.6
0.48
0.165
1.1345
0.4535
0.27
0.335
1
0
0
10
10.926929
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,214
0.57
0.495
0.16
1.0915
0.452
0.275
0.315
1
0
0
14
10.84361
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,217
0.425
0.34
0.12
0.388
0.149
0.087
0.125
0
0
1
10
9.550978
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,220
0.5
0.4
0.145
0.6025
0.216
0.138
0.21
0
0
1
11
11.680526
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,227
0.45
0.35
0.135
0.56
0.231
0.137
0.145
1
0
0
13
9.721396
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,229
0.64
0.505
0.19
1.2765
0.4835
0.328
0.4
1
0
0
12
13.796817
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,234
0.59
0.485
0.205
1.2315
0.4525
0.238
0.42
1
0
0
13
14.298075
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,244
0.69
0.555
0.205
1.8165
0.7785
0.4395
0.515
1
0
0
19
11.738711
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,247
0.61
0.495
0.19
1.213
0.464
0.306
0.365
1
0
0
15
12.662541
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,255
0.3
0.23
0.075
0.15
0.0605
0.042
0.045
0
1
0
5
6.456823
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,257
0.505
0.385
0.11
0.655
0.3185
0.15
0.185
0
0
1
9
8.811945
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,259
0.64
0.505
0.165
1.4435
0.6145
0.3035
0.39
0
0
1
18
11.091505
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,263
0.565
0.45
0.115
0.9085
0.398
0.197
0.29
0
0
1
17
11.224805
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,268
0.41
0.31
0.125
0.3595
0.1415
0.0885
0.115
0
0
1
11
9.261458
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,269
0.595
0.465
0.145
1.107
0.402
0.2415
0.31
1
0
0
12
11.342041
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,270
0.625
0.475
0.13
0.8595
0.3195
0.1775
0.24
1
0
0
13
10.629643
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,287
0.55
0.46
0.13
0.7085
0.305
0.1455
0.205
0
0
1
12
9.890303
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,290
0.51
0.395
0.12
0.6175
0.262
0.122
0.193
1
0
0
12
10.441425
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,292
0.495
0.375
0.15
0.597
0.2615
0.135
0.178
1
0
0
11
10.427623
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,293
0.575
0.455
0.185
1.156
0.5525
0.243
0.295
0
0
1
13
10.584836
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,301
0.66
0.525
0.19
1.67
0.6525
0.4875
0.49
1
0
0
11
12.172469
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,304
0.57
0.435
0.14
0.8085
0.3235
0.183
0.22
1
0
0
16
9.626142
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,308
0.275
0.2
0.08
0.099
0.037
0.024
0.03
0
0
1
5
6.777604
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,319
0.705
0.555
0.2
1.4685
0.4715
0.3235
0.52
1
0
0
19
16.275139
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,320
0.535
0.425
0.155
0.7765
0.302
0.1565
0.25
1
0
0
16
11.430156
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,322
0.48
0.37
0.13
0.5885
0.2475
0.1505
0.1595
1
0
0
15
9.168594
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,323
0.395
0.3
0.105
0.3375
0.1435
0.0755
0.098
1
0
0
12
8.862515
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,331
0.51
0.34
0.18
0.7005
0.312
0.165
0.2
1
0
0
11
10.190505
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,332
0.44
0.34
0.125
0.4895
0.1735
0.0875
0.2
0
1
0
13
10.752022
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,339
0.585
0.475
0.185
0.8575
0.3465
0.1785
0.275
1
0
0
12
11.809541
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,343
0.455
0.365
0.11
0.385
0.166
0.046
0.1345
1
0
0
13
9.324804
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,344
0.495
0.38
0.145
0.515
0.175
0.098
0.212
0
1
0
13
11.047301
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,345
0.48
0.38
0.145
0.59
0.232
0.141
0.23
1
0
0
12
12.080711
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,351
0.51
0.38
0.13
0.584
0.224
0.1355
0.185
1
0
0
13
10.340427
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,357
0.375
0.285
0.1
0.239
0.105
0.0555
0.07
0
1
0
8
7.332292
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,360
0.58
0.44
0.175
1.073
0.4005
0.2345
0.335
1
0
0
19
13.177159
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,372
0.44
0.33
0.135
0.522
0.17
0.0905
0.195
0
1
0
16
10.978004
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,373
0.54
0.405
0.155
0.9715
0.3225
0.194
0.29
0
0
1
19
12.296517
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,376
0.31
0.235
0.09
0.127
0.048
0.031
0.04
0
1
0
6
6.396043
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,384
0.305
0.225
0.07
0.1485
0.0585
0.0335
0.045
1
0
0
7
7.385291
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,385
0.475
0.35
0.115
0.487
0.194
0.1455
0.125
1
0
0
13
9.342005
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,390
0.56
0.44
0.16
1.1115
0.5035
0.2785
0.26
0
0
1
10
9.877835
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,391
0.545
0.42
0.125
0.9745
0.353
0.174
0.305
0
0
1
13
12.929949
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,394
0.62
0.48
0.16
1.0765
0.412
0.253
0.3
0
0
1
13
11.247785
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,395
0.605
0.45
0.165
1.2225
0.357
0.202
0.385
1
0
0
13
15.173108
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,408
0.39
0.315
0.09
0.3095
0.147
0.05
0.09
0
1
0
7
7.16653
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,409
0.395
0.31
0.095
0.313
0.131
0.072
0.093
0
1
0
7
7.16653
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,410
0.415
0.31
0.105
0.3595
0.167
0.083
0.0915
0
1
0
6
7.376097
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,413
0.49
0.395
0.12
0.674
0.3325
0.1235
0.185
0
0
1
9
8.830637
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,414
0.49
0.37
0.105
0.5265
0.249
0.1005
0.148
1
0
0
7
9.055466
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,421
0.6
0.475
0.15
1.089
0.5195
0.223
0.292
0
0
1
11
9.920994
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,422
0.61
0.47
0.155
1.0325
0.497
0.2175
0.2785
0
0
1
9
9.842461
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,424
0.64
0.51
0.17
1.3715
0.567
0.307
0.409
0
0
1
10
11.779029
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,427
0.74
0.605
0.2
2.4925
1.1455
0.575
0.5235
0
0
1
13
11.897299
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,429
0.28
0.21
0.065
0.111
0.0425
0.0285
0.03
0
1
0
6
5.757591
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100