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
1,984
0.75
0.55
0.195
1.8325
0.83
0.366
0.44
1
0
0
11
10.573903
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
1,986
0.135
0.13
0.04
0.029
0.0125
0.0065
0.008
0
1
0
4
4.365809
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
1,987
0.16
0.11
0.025
0.0195
0.0075
0.005
0.006
0
1
0
4
4.355918
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
1,992
0.29
0.21
0.07
0.1115
0.048
0.0205
0.03
0
1
0
5
5.607812
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
1,993
0.29
0.21
0.06
0.1195
0.056
0.0235
0.03
0
1
0
6
5.566551
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
1,997
0.335
0.25
0.08
0.1695
0.0695
0.044
0.0495
0
1
0
6
6.684214
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
1,998
0.35
0.235
0.08
0.17
0.0725
0.0465
0.0495
0
1
0
7
6.670911
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,002
0.36
0.27
0.085
0.196
0.0905
0.034
0.053
0
1
0
7
6.312738
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,010
0.435
0.325
0.12
0.346
0.159
0.084
0.095
0
1
0
7
7.807269
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,013
0.47
0.365
0.135
0.522
0.2395
0.1525
0.145
0
0
1
10
9.850884
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,016
0.505
0.39
0.12
0.653
0.3315
0.1385
0.167
0
0
1
9
7.86739
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,019
0.51
0.455
0.135
0.6855
0.2875
0.154
0.2035
0
1
0
9
8.335913
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,026
0.56
0.41
0.16
0.8215
0.342
0.184
0.253
1
0
0
9
11.294199
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,031
0.6
0.45
0.14
0.837
0.37
0.177
0.2425
1
0
0
10
9.666378
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,036
0.255
0.19
0.06
0.086
0.04
0.0185
0.025
0
1
0
5
5.209139
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,038
0.28
0.215
0.08
0.132
0.072
0.022
0.033
0
1
0
5
5.686901
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,039
0.285
0.215
0.07
0.1075
0.051
0.0225
0.027
0
1
0
6
5.405966
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,040
0.32
0.255
0.085
0.1745
0.072
0.033
0.057
0
1
0
8
7.226842
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,047
0.42
0.315
0.115
0.355
0.1895
0.065
0.087
0
1
0
6
7.426468
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,049
0.445
0.32
0.12
0.378
0.152
0.0825
0.12
0
1
0
8
8.180972
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,052
0.46
0.345
0.12
0.4935
0.2435
0.1175
0.132
0
0
1
8
7.820931
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,071
0.565
0.44
0.135
0.83
0.393
0.1735
0.238
1
0
0
9
9.792461
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,072
0.58
0.45
0.12
0.8685
0.418
0.1475
0.2605
0
0
1
8
10.755444
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,083
0.685
0.55
0.2
1.7725
0.813
0.387
0.49
0
0
1
11
11.311241
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,091
0.505
0.39
0.115
0.66
0.3045
0.1555
0.175
1
0
0
8
9.156315
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,102
0.41
0.31
0.11
0.315
0.124
0.082
0.095
0
1
0
9
7.365854
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,112
0.525
0.405
0.13
0.7185
0.3265
0.1975
0.175
0
0
1
8
9.314428
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,115
0.18
0.13
0.045
0.0275
0.0125
0.01
0.009
0
1
0
3
4.670543
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,133
0.44
0.35
0.11
0.4585
0.2
0.0885
0.13
0
0
1
9
8.985292
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,138
0.57
0.465
0.18
0.9995
0.405
0.277
0.295
1
0
0
16
11.929949
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,142
0.46
0.35
0.11
0.3945
0.1685
0.0865
0.125
0
1
0
9
7.546147
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,145
0.415
0.325
0.115
0.3455
0.1405
0.0765
0.11
1
0
0
9
9.591743
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,146
0.465
0.35
0.12
0.5205
0.2015
0.1625
0.185
0
0
1
11
12.1318
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,157
0.62
0.495
0.175
1.806
0.643
0.3285
0.725
0
0
1
17
20.738787
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,158
0.56
0.42
0.195
0.8085
0.3025
0.1795
0.285
0
0
1
14
17.062399
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,164
0.375
0.305
0.09
0.3245
0.1395
0.0565
0.095
0
0
1
5
8.087129
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,178
0.595
0.48
0.2
0.975
0.358
0.2035
0.34
1
0
0
15
11.867541
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,187
0.495
0.385
0.135
0.6335
0.2
0.1225
0.26
0
0
1
14
15.262425
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,198
0.27
0.19
0.08
0.081
0.0265
0.0195
0.03
0
1
0
6
5.74253
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,201
0.645
0.49
0.215
1.406
0.4265
0.2285
0.51
1
0
0
25
19.058651
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,203
0.615
0.48
0.19
1.36
0.5305
0.2375
0.47
0
0
1
18
13.322838
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,212
0.595
0.495
0.235
1.366
0.5065
0.219
0.52
1
0
0
13
15.963136
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,227
0.275
0.2
0.075
0.086
0.0305
0.019
0.03
0
1
0
7
5.967527
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,237
0.585
0.465
0.19
1.171
0.3905
0.2355
0.4
0
0
1
17
16.986065
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,239
0.46
0.36
0.115
0.4755
0.2105
0.105
0.16
1
0
0
8
10.197771
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,241
0.435
0.32
0.12
0.3785
0.152
0.0915
0.125
1
0
0
11
9.862124
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,243
0.465
0.36
0.13
0.5265
0.2105
0.1185
0.165
0
0
1
10
10.350131
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,245
0.46
0.375
0.14
0.5105
0.192
0.1045
0.205
0
0
1
9
11.533174
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,246
0.38
0.325
0.11
0.3105
0.12
0.074
0.105
1
0
0
10
8.102883
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,251
0.6
0.485
0.175
1.2675
0.4995
0.2815
0.38
0
0
1
13
11.393791
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,254
0.65
0.495
0.18
1.793
0.8005
0.339
0.53
0
0
1
14
10.686805
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,260
0.55
0.46
0.175
0.869
0.3155
0.1825
0.32
0
0
1
10
13.290203
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,264
0.59
0.45
0.16
0.893
0.2745
0.2185
0.345
0
1
0
14
13.667877
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,273
0.67
0.52
0.15
1.406
0.519
0.348
0.37
1
0
0
13
10.47134
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,275
0.655
0.525
0.185
1.259
0.487
0.2215
0.445
0
0
1
20
15.694416
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,278
0.51
0.405
0.13
0.7175
0.3725
0.158
0.17
0
0
1
9
8.835206
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,280
0.44
0.375
0.13
0.487
0.226
0.0965
0.155
0
0
1
9
8.910501
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,290
0.325
0.27
0.1
0.185
0.08
0.0435
0.065
0
1
0
6
7.215761
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,292
0.38
0.3
0.09
0.3215
0.1545
0.075
0.095
1
0
0
9
7.458591
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,294
0.525
0.425
0.12
0.702
0.3335
0.1465
0.22
0
0
1
12
9.147785
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,308
0.455
0.355
0.13
0.515
0.2
0.1275
0.175
0
0
1
11
10.25916
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,311
0.35
0.265
0.11
0.2965
0.1365
0.063
0.085
0
0
1
7
8.264344
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,313
0.595
0.47
0.145
0.991
0.4035
0.1505
0.34
0
0
1
16
15.200553
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,317
0.515
0.42
0.14
0.769
0.2505
0.154
0.29
0
0
1
13
14.114984
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,325
0.415
0.305
0.105
0.3605
0.12
0.082
0.1
1
0
0
10
10.529973
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,336
0.565
0.48
0.175
0.957
0.3885
0.215
0.275
1
0
0
18
12.642461
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,337
0.56
0.455
0.165
0.86
0.4015
0.1695
0.245
0
0
1
11
9.323525
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,339
0.64
0.52
0.2
1.407
0.566
0.304
0.455
0
0
1
17
14.131191
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,341
0.31
0.24
0.09
0.1455
0.0605
0.0315
0.045
0
1
0
7
6.710018
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,342
0.255
0.185
0.07
0.075
0.028
0.018
0.025
0
1
0
6
5.227951
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,349
0.45
0.36
0.105
0.4715
0.2035
0.0935
0.149
1
0
0
9
9.947152
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,354
0.635
0.495
0.15
1.081
0.4825
0.242
0.31
0
0
1
11
8.945018
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,359
0.645
0.525
0.2
1.449
0.601
0.2565
0.505
1
0
0
13
12.578203
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,360
0.545
0.44
0.175
0.7745
0.2985
0.1875
0.265
1
0
0
11
11.714007
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,362
0.66
0.525
0.205
1.3665
0.5005
0.291
0.41
1
0
0
18
12.47389
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,368
0.72
0.595
0.225
1.969
0.8045
0.423
0.66
1
0
0
16
12.500437
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,371
0.18
0.125
0.05
0.023
0.0085
0.0055
0.01
0
0
1
3
5.131596
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,385
0.45
0.345
0.115
0.496
0.1905
0.117
0.14
1
0
0
12
10.121739
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,395
0.61
0.475
0.17
1.0385
0.4435
0.241
0.32
0
1
0
14
11.317731
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,397
0.635
0.505
0.19
1.3315
0.5805
0.252
0.435
0
1
0
17
13.813822
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,403
0.29
0.225
0.08
0.1295
0.0535
0.026
0.045
0
0
1
10
7.0817
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,407
0.625
0.43
0.175
1.411
0.572
0.297
0.395
0
1
0
12
13.758617
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,408
0.62
0.485
0.17
1.208
0.4805
0.3045
0.33
0
1
0
15
13.07935
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,414
0.42
0.305
0.11
0.28
0.094
0.0785
0.0955
0
1
0
9
8.784005
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,417
0.31
0.235
0.06
0.12
0.0415
0.033
0.04
0
0
1
11
6.921353
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,418
0.465
0.35
0.13
0.494
0.1945
0.103
0.155
1
0
0
18
10.307026
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,419
0.465
0.36
0.12
0.4765
0.192
0.1125
0.16
1
0
0
10
10.726803
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,421
0.52
0.415
0.16
0.595
0.2105
0.142
0.26
0
1
0
15
12.796393
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,422
0.475
0.365
0.13
0.4805
0.1905
0.114
0.1475
1
0
0
12
9.747945
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,424
0.26
0.2
0.065
0.096
0.044
0.027
0.03
0
0
1
6
5.436812
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,427
0.26
0.19
0.075
0.0945
0.0445
0.02
0.03
0
0
1
6
5.147295
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,430
0.52
0.38
0.14
0.525
0.1775
0.115
0.185
0
1
0
11
10.359148
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,431
0.635
0.5
0.18
1.312
0.529
0.2485
0.485
1
0
0
18
12.830366
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,434
0.635
0.5
0.18
1.319
0.5485
0.292
0.49
0
1
0
16
13.29871
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,435
0.465
0.38
0.135
0.579
0.208
0.1095
0.22
1
0
0
14
13.949172
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,444
0.5
0.355
0.14
0.528
0.2125
0.149
0.14
0
0
1
9
10.891264
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,445
0.5
0.38
0.135
0.5835
0.2295
0.1265
0.18
0
0
1
12
10.86371
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,446
0.55
0.435
0.17
0.884
0.2875
0.1645
0.28
1
0
0
14
13.456717
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,458
0.2
0.145
0.05
0.036
0.0125
0.008
0.011
0
1
0
4
4.218589
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000
2,463
0.515
0.405
0.14
0.8505
0.312
0.146
0.315
0
0
1
17
18.070063
XGBRegressor
388,998,300
5,000,700
1,166,047
3
0.1
1,000