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
770
0.53
0.455
0.165
0.9805
0.3155
0.2815
0.2965
1
0
0
11
13.534709
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
773
0.455
0.34
0.135
0.462
0.1675
0.158
0.12
0
0
1
9
9.567963
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
785
0.55
0.415
0.175
1.042
0.3295
0.2325
0.2905
0
0
1
15
13.344708
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
786
0.515
0.39
0.13
0.5755
0.1975
0.13
0.1845
1
0
0
9
10.694526
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
808
0.44
0.34
0.13
0.4195
0.153
0.1155
0.13
1
0
0
10
10.033321
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
815
0.325
0.25
0.08
0.1735
0.0765
0.0345
0.049
0
1
0
7
6.522934
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
825
0.395
0.29
0.095
0.319
0.138
0.08
0.082
0
1
0
7
7.105841
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
833
0.445
0.335
0.1
0.4895
0.2745
0.086
0.1105
0
1
0
7
6.914667
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
838
0.48
0.365
0.135
0.6395
0.2945
0.113
0.175
1
0
0
8
9.225734
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
839
0.485
0.355
0.105
0.498
0.2175
0.096
0.1525
0
1
0
9
8.113137
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
842
0.5
0.4
0.125
0.5975
0.27
0.1275
0.166
0
0
1
9
9.575823
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
853
0.57
0.455
0.15
0.952
0.3895
0.2155
0.2745
0
0
1
9
11.266439
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
869
0.615
0.51
0.15
1.296
0.545
0.3315
0.32
0
0
1
9
10.422856
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
871
0.62
0.505
0.16
1.3725
0.6285
0.275
0.3685
1
0
0
11
10.499991
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
877
0.635
0.5
0.15
1.376
0.6495
0.361
0.31
1
0
0
10
9.965479
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
878
0.635
0.485
0.165
1.2945
0.668
0.2605
0.2715
1
0
0
9
9.591634
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
879
0.64
0.51
0.165
1.486
0.7595
0.332
0.321
1
0
0
8
10.429507
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
884
0.66
0.52
0.19
1.558
0.755
0.298
0.4
0
0
1
10
10.93578
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
885
0.67
0.585
0.16
1.309
0.5445
0.2945
0.413
1
0
0
10
15.786082
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
887
0.675
0.525
0.155
1.4785
0.628
0.3405
0.42
1
0
0
9
11.553473
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
890
0.695
0.56
0.22
1.834
0.8455
0.422
0.455
1
0
0
11
11.388287
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
897
0.265
0.195
0.06
0.092
0.0345
0.025
0.0245
0
1
0
6
5.681588
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
898
0.28
0.12
0.075
0.117
0.0455
0.029
0.0345
0
1
0
4
5.642469
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
899
0.295
0.23
0.08
0.1625
0.065
0.05
0.0385
0
1
0
5
6.411077
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
915
0.375
0.28
0.09
0.215
0.084
0.06
0.055
0
1
0
6
7.047432
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
921
0.42
0.32
0.115
0.376
0.169
0.092
0.1
0
1
0
5
7.476794
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
924
0.425
0.315
0.1
0.377
0.1645
0.072
0.105
0
1
0
6
7.317168
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
926
0.43
0.325
0.09
0.425
0.217
0.087
0.095
0
1
0
7
6.96662
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
927
0.435
0.325
0.12
0.3995
0.1815
0.061
0.1125
0
1
0
8
7.915143
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
935
0.45
0.345
0.11
0.47
0.2355
0.0855
0.1135
0
1
0
7
7.548275
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
936
0.45
0.335
0.105
0.447
0.2335
0.153
0.119
0
1
0
7
7.49935
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
938
0.455
0.375
0.12
0.497
0.2355
0.1055
0.1295
0
1
0
6
7.64717
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
939
0.46
0.36
0.1
0.4635
0.2325
0.093
0.115
0
1
0
7
7.576915
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
946
0.47
0.365
0.12
0.582
0.29
0.092
0.146
1
0
0
8
8.634664
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
948
0.475
0.36
0.12
0.5915
0.3245
0.11
0.127
1
0
0
6
8.027782
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
952
0.48
0.365
0.12
0.6015
0.312
0.117
0.14
0
0
1
7
8.235799
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
954
0.49
0.385
0.125
0.649
0.32
0.124
0.1695
0
0
1
8
8.802392
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
956
0.495
0.4
0.135
0.61
0.272
0.1435
0.144
0
0
1
7
9.184179
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
961
0.505
0.39
0.13
0.674
0.3165
0.141
0.1785
1
0
0
9
8.805143
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
969
0.51
0.41
0.145
0.796
0.3865
0.1815
0.1955
0
0
1
8
9.662522
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
970
0.515
0.43
0.14
0.834
0.367
0.2
0.23
1
0
0
8
9.594114
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
977
0.535
0.4
0.135
0.8215
0.3935
0.196
0.205
1
0
0
8
9.599229
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
981
0.55
0.43
0.14
0.8105
0.368
0.161
0.275
1
0
0
9
11.050413
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
982
0.56
0.455
0.16
0.967
0.4525
0.207
0.274
1
0
0
9
9.945605
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
991
0.58
0.46
0.15
1.1155
0.5575
0.2255
0.29
1
0
0
7
9.757688
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,012
0.625
0.49
0.175
1.3325
0.5705
0.271
0.405
0
0
1
10
11.646427
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,013
0.625
0.475
0.175
1.1435
0.4755
0.2475
0.349
1
0
0
10
11.183708
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,015
0.625
0.485
0.2
1.38
0.5845
0.302
0.401
1
0
0
9
12.057976
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,020
0.635
0.525
0.185
1.4065
0.684
0.3
0.3745
0
0
1
10
10.576304
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,025
0.645
0.52
0.175
1.636
0.779
0.342
0.432
0
0
1
11
10.878542
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,027
0.645
0.505
0.165
1.4325
0.684
0.308
0.336
1
0
0
8
10.32245
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,031
0.65
0.495
0.16
1.304
0.57
0.312
0.3725
0
0
1
9
10.690589
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,032
0.65
0.52
0.21
1.6785
0.6665
0.308
0.46
0
0
1
11
12.600451
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,035
0.655
0.51
0.175
1.6525
0.8515
0.3365
0.403
1
0
0
10
10.736894
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,056
0.2
0.155
0.04
0.0435
0.0155
0.009
0.007
0
1
0
4
4.315219
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,058
0.245
0.18
0.065
0.071
0.03
0.013
0.0215
0
1
0
4
5.1208
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,059
0.25
0.18
0.065
0.0685
0.0245
0.0155
0.0225
0
1
0
5
5.14812
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,068
0.37
0.28
0.1
0.221
0.1165
0.0265
0.0635
0
1
0
6
7.166623
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,073
0.405
0.3
0.11
0.32
0.172
0.044
0.093
0
1
0
7
7.373313
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,076
0.42
0.3
0.105
0.316
0.1255
0.07
0.1035
0
1
0
7
7.479336
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,077
0.42
0.32
0.11
0.3625
0.174
0.0635
0.105
0
1
0
7
7.476794
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,078
0.42
0.31
0.095
0.279
0.1255
0.051
0.088
0
1
0
6
7.1215
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,088
0.45
0.34
0.12
0.4925
0.241
0.1075
0.12
0
1
0
6
7.573969
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,090
0.45
0.33
0.1
0.411
0.1945
0.1
0.098
0
1
0
6
7.264548
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,091
0.45
0.33
0.11
0.3685
0.16
0.0885
0.102
0
1
0
6
7.631081
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,099
0.5
0.375
0.14
0.5495
0.248
0.112
0.1585
0
1
0
7
8.454761
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,101
0.5
0.38
0.125
0.519
0.2485
0.1135
0.134
0
1
0
8
7.555928
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,108
0.515
0.385
0.125
0.6115
0.3175
0.1265
0.15
0
1
0
8
7.638553
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,112
0.52
0.46
0.15
1.019
0.523
0.1985
0.254
1
0
0
7
9.462679
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,115
0.525
0.405
0.12
0.7555
0.3755
0.1555
0.201
0
0
1
9
9.479803
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,117
0.53
0.4
0.125
0.617
0.279
0.127
0.19
0
1
0
8
9.320422
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,128
0.56
0.44
0.155
0.6405
0.336
0.1765
0.245
1
0
0
8
10.16101
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,129
0.56
0.415
0.145
0.852
0.43
0.1885
0.205
0
0
1
8
8.761152
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,133
0.57
0.46
0.15
1.0375
0.5415
0.2035
0.25
0
0
1
9
9.436552
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,146
0.58
0.445
0.135
0.814
0.3775
0.1915
0.22
0
0
1
9
9.367224
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,149
0.58
0.45
0.155
0.93
0.385
0.246
0.265
1
0
0
9
10.998709
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,156
0.6
0.465
0.155
1.0165
0.512
0.2465
0.225
0
0
1
10
8.968502
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,159
0.605
0.48
0.17
1.1835
0.582
0.2365
0.317
0
0
1
10
10.363514
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,162
0.61
0.485
0.145
1.3305
0.783
0.2255
0.2865
0
0
1
9
9.230393
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,163
0.61
0.47
0.165
1.052
0.498
0.242
0.267
0
0
1
9
9.753578
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,169
0.62
0.48
0.16
1.1125
0.5635
0.2445
0.281
1
0
0
8
9.808381
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,170
0.625
0.485
0.175
1.3745
0.7335
0.2715
0.332
1
0
0
9
10.128732
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,178
0.65
0.5
0.19
1.464
0.6415
0.339
0.4245
1
0
0
9
11.59103
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,182
0.66
0.53
0.185
1.346
0.546
0.2705
0.476
1
0
0
11
13.551857
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,183
0.665
0.525
0.16
1.363
0.629
0.279
0.34
0
0
1
8
10.205243
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,190
0.69
0.53
0.17
1.5535
0.7945
0.3485
0.3695
1
0
0
9
10.221787
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,191
0.695
0.56
0.185
1.74
0.885
0.3715
0.4375
0
0
1
10
10.880758
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,194
0.7
0.525
0.19
1.6465
0.8545
0.307
0.3995
1
0
0
9
10.759773
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,208
0.755
0.58
0.205
2.0065
0.8295
0.4015
0.595
0
0
1
10
12.229038
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,214
0.275
0.195
0.09
0.1125
0.0545
0.0295
0.0355
0
1
0
6
5.879562
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,219
0.325
0.225
0.075
0.139
0.0565
0.032
0.09
0
1
0
6
6.825349
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,224
0.345
0.255
0.095
0.1945
0.0925
0.037
0.055
0
1
0
6
6.925996
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,229
0.365
0.27
0.085
0.1875
0.081
0.042
0.058
0
1
0
6
6.892953
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,236
0.375
0.275
0.09
0.218
0.093
0.0405
0.0755
0
1
0
6
7.059822
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,238
0.375
0.28
0.08
0.2025
0.0825
0.048
0.065
0
1
0
8
7.014388
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,248
0.395
0.295
0.095
0.2725
0.115
0.0625
0.085
0
1
0
8
7.165041
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,254
0.425
0.325
0.11
0.3335
0.173
0.045
0.1
0
1
0
7
7.476794
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,261
0.45
0.33
0.105
0.448
0.208
0.089
0.12
0
1
0
9
7.897181
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,265
0.46
0.36
0.105
0.466
0.2225
0.099
0.11
0
1
0
7
7.302378
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000
1,266
0.46
0.35
0.105
0.3705
0.1575
0.077
0.114
0
1
0
9
8.014741
XGBRegressor
409,412,300
4,542,000
1,167,615
3
0.01
1,000