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
656
0.555
0.435
0.165
0.97
0.336
0.2315
0.295
1
0
0
17
12.758778
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
657
0.615
0.515
0.17
1.14
0.4305
0.2245
0.42
1
0
0
16
14.137061
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
663
0.38
0.305
0.105
0.281
0.1045
0.0615
0.09
1
0
0
12
8.716084
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
671
0.5
0.38
0.155
0.655
0.2405
0.143
0.205
1
0
0
17
12.158705
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
672
0.53
0.41
0.165
0.8115
0.24
0.169
0.24
1
0
0
19
13.330775
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
681
0.485
0.37
0.14
0.5725
0.204
0.1415
0.175
0
0
1
10
10.981853
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
684
0.51
0.4
0.14
0.6515
0.2455
0.1665
0.185
0
0
1
10
10.547437
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
693
0.38
0.29
0.12
0.283
0.1175
0.0655
0.085
0
0
1
9
8.753501
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
698
0.43
0.335
0.12
0.444
0.155
0.1145
0.14
1
0
0
13
9.816637
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
699
0.395
0.315
0.105
0.3515
0.1185
0.091
0.1195
1
0
0
16
9.22134
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
700
0.385
0.285
0.105
0.2905
0.1215
0.0685
0.0875
0
0
1
12
8.649774
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
703
0.395
0.295
0.115
0.316
0.1205
0.0595
0.1105
0
0
1
12
8.822313
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
705
0.415
0.325
0.14
0.417
0.1535
0.1015
0.144
0
0
1
10
10.703783
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
709
0.295
0.225
0.09
0.1105
0.0405
0.0245
0.032
0
1
0
7
6.411052
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
711
0.375
0.3
0.1
0.2465
0.104
0.0475
0.083
0
0
1
11
8.600917
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
715
0.275
0.2
0.065
0.1035
0.0475
0.0205
0.03
0
1
0
7
5.761432
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
723
0.525
0.41
0.13
0.99
0.3865
0.243
0.295
0
0
1
15
12.630219
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
727
0.48
0.375
0.105
0.525
0.2185
0.1195
0.155
1
0
0
12
9.438193
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
734
0.525
0.425
0.12
0.8665
0.2825
0.176
0.29
0
0
1
18
12.092681
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
743
0.52
0.405
0.14
0.8175
0.2795
0.183
0.26
1
0
0
17
12.407477
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
747
0.52
0.385
0.14
0.6595
0.2485
0.2035
0.16
0
0
1
9
10.335058
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
756
0.615
0.525
0.155
1.1375
0.367
0.236
0.37
0
0
1
20
13.474912
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
758
0.57
0.44
0.155
1.116
0.4775
0.2315
0.27
0
0
1
13
9.746797
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
762
0.54
0.44
0.135
0.959
0.2385
0.221
0.3
1
0
0
17
14.567098
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
763
0.64
0.51
0.19
1.613
0.6215
0.361
0.47
0
0
1
14
12.610424
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
767
0.345
0.27
0.095
0.197
0.0665
0.05
0.07
0
0
1
9
8.555799
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
770
0.53
0.455
0.165
0.9805
0.3155
0.2815
0.2965
1
0
0
11
13.203216
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
773
0.455
0.34
0.135
0.462
0.1675
0.158
0.12
0
0
1
9
9.595202
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
785
0.55
0.415
0.175
1.042
0.3295
0.2325
0.2905
0
0
1
15
12.437051
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
786
0.515
0.39
0.13
0.5755
0.1975
0.13
0.1845
1
0
0
9
10.413608
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
808
0.44
0.34
0.13
0.4195
0.153
0.1155
0.13
1
0
0
10
9.680292
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
815
0.325
0.25
0.08
0.1735
0.0765
0.0345
0.049
0
1
0
7
6.603305
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
825
0.395
0.29
0.095
0.319
0.138
0.08
0.082
0
1
0
7
7.168105
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
833
0.445
0.335
0.1
0.4895
0.2745
0.086
0.1105
0
1
0
7
7.124631
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
838
0.48
0.365
0.135
0.6395
0.2945
0.113
0.175
1
0
0
8
9.468559
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
839
0.485
0.355
0.105
0.498
0.2175
0.096
0.1525
0
1
0
9
8.226076
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
842
0.5
0.4
0.125
0.5975
0.27
0.1275
0.166
0
0
1
9
9.632006
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
853
0.57
0.455
0.15
0.952
0.3895
0.2155
0.2745
0
0
1
9
11.064632
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
869
0.615
0.51
0.15
1.296
0.545
0.3315
0.32
0
0
1
9
10.517583
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
871
0.62
0.505
0.16
1.3725
0.6285
0.275
0.3685
1
0
0
11
10.670774
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
877
0.635
0.5
0.15
1.376
0.6495
0.361
0.31
1
0
0
10
10.112856
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
878
0.635
0.485
0.165
1.2945
0.668
0.2605
0.2715
1
0
0
9
9.738703
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
879
0.64
0.51
0.165
1.486
0.7595
0.332
0.321
1
0
0
8
10.389679
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
884
0.66
0.52
0.19
1.558
0.755
0.298
0.4
0
0
1
10
11.124634
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
885
0.67
0.585
0.16
1.309
0.5445
0.2945
0.413
1
0
0
10
13.218873
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
887
0.675
0.525
0.155
1.4785
0.628
0.3405
0.42
1
0
0
9
11.55463
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
890
0.695
0.56
0.22
1.834
0.8455
0.422
0.455
1
0
0
11
11.471535
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
897
0.265
0.195
0.06
0.092
0.0345
0.025
0.0245
0
1
0
6
5.761432
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
898
0.28
0.12
0.075
0.117
0.0455
0.029
0.0345
0
1
0
4
5.720532
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
899
0.295
0.23
0.08
0.1625
0.065
0.05
0.0385
0
1
0
5
6.449193
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
915
0.375
0.28
0.09
0.215
0.084
0.06
0.055
0
1
0
6
7.073806
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
921
0.42
0.32
0.115
0.376
0.169
0.092
0.1
0
1
0
5
7.56809
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
924
0.425
0.315
0.1
0.377
0.1645
0.072
0.105
0
1
0
6
7.3906
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
926
0.43
0.325
0.09
0.425
0.217
0.087
0.095
0
1
0
7
7.109873
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
927
0.435
0.325
0.12
0.3995
0.1815
0.061
0.1125
0
1
0
8
8.052292
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
935
0.45
0.345
0.11
0.47
0.2355
0.0855
0.1135
0
1
0
7
7.719379
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
936
0.45
0.335
0.105
0.447
0.2335
0.153
0.119
0
1
0
7
7.6739
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
938
0.455
0.375
0.12
0.497
0.2355
0.1055
0.1295
0
1
0
6
7.799752
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
939
0.46
0.36
0.1
0.4635
0.2325
0.093
0.115
0
1
0
7
7.705163
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
946
0.47
0.365
0.12
0.582
0.29
0.092
0.146
1
0
0
8
8.78964
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
948
0.475
0.36
0.12
0.5915
0.3245
0.11
0.127
1
0
0
6
8.221564
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
952
0.48
0.365
0.12
0.6015
0.312
0.117
0.14
0
0
1
7
8.432512
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
954
0.49
0.385
0.125
0.649
0.32
0.124
0.1695
0
0
1
8
8.89811
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
956
0.495
0.4
0.135
0.61
0.272
0.1435
0.144
0
0
1
7
9.216701
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
961
0.505
0.39
0.13
0.674
0.3165
0.141
0.1785
1
0
0
9
8.907434
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
969
0.51
0.41
0.145
0.796
0.3865
0.1815
0.1955
0
0
1
8
9.647205
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
970
0.515
0.43
0.14
0.834
0.367
0.2
0.23
1
0
0
8
9.859118
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
977
0.535
0.4
0.135
0.8215
0.3935
0.196
0.205
1
0
0
8
9.447743
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
981
0.55
0.43
0.14
0.8105
0.368
0.161
0.275
1
0
0
9
11.037198
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
982
0.56
0.455
0.16
0.967
0.4525
0.207
0.274
1
0
0
9
10.019703
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
991
0.58
0.46
0.15
1.1155
0.5575
0.2255
0.29
1
0
0
7
9.857414
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,012
0.625
0.49
0.175
1.3325
0.5705
0.271
0.405
0
0
1
10
11.737248
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,013
0.625
0.475
0.175
1.1435
0.4755
0.2475
0.349
1
0
0
10
11.105011
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,015
0.625
0.485
0.2
1.38
0.5845
0.302
0.401
1
0
0
9
12.233612
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,020
0.635
0.525
0.185
1.4065
0.684
0.3
0.3745
0
0
1
10
10.733558
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,025
0.645
0.52
0.175
1.636
0.779
0.342
0.432
0
0
1
11
11.015533
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,027
0.645
0.505
0.165
1.4325
0.684
0.308
0.336
1
0
0
8
10.425997
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,031
0.65
0.495
0.16
1.304
0.57
0.312
0.3725
0
0
1
9
10.842514
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,032
0.65
0.52
0.21
1.6785
0.6665
0.308
0.46
0
0
1
11
12.406932
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,035
0.655
0.51
0.175
1.6525
0.8515
0.3365
0.403
1
0
0
10
10.873885
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,056
0.2
0.155
0.04
0.0435
0.0155
0.009
0.007
0
1
0
4
4.534827
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,058
0.245
0.18
0.065
0.071
0.03
0.013
0.0215
0
1
0
4
5.230619
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,059
0.25
0.18
0.065
0.0685
0.0245
0.0155
0.0225
0
1
0
5
5.230619
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,068
0.37
0.28
0.1
0.221
0.1165
0.0265
0.0635
0
1
0
6
7.197454
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,073
0.405
0.3
0.11
0.32
0.172
0.044
0.093
0
1
0
7
7.491448
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,076
0.42
0.3
0.105
0.316
0.1255
0.07
0.1035
0
1
0
7
7.523316
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,077
0.42
0.32
0.11
0.3625
0.174
0.0635
0.105
0
1
0
7
7.56809
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,078
0.42
0.31
0.095
0.279
0.1255
0.051
0.088
0
1
0
6
7.168105
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,088
0.45
0.34
0.12
0.4925
0.241
0.1075
0.12
0
1
0
6
7.791514
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,090
0.45
0.33
0.1
0.411
0.1945
0.1
0.098
0
1
0
6
7.386601
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,091
0.45
0.33
0.11
0.3685
0.16
0.0885
0.102
0
1
0
6
7.624443
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,099
0.5
0.375
0.14
0.5495
0.248
0.112
0.1585
0
1
0
7
8.607729
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,101
0.5
0.38
0.125
0.519
0.2485
0.1135
0.134
0
1
0
8
7.76058
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,108
0.515
0.385
0.125
0.6115
0.3175
0.1265
0.15
0
1
0
8
7.727716
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,112
0.52
0.46
0.15
1.019
0.523
0.1985
0.254
1
0
0
7
9.576159
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,115
0.525
0.405
0.12
0.7555
0.3755
0.1555
0.201
0
0
1
9
9.594749
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,117
0.53
0.4
0.125
0.617
0.279
0.127
0.19
0
1
0
8
9.416349
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,128
0.56
0.44
0.155
0.6405
0.336
0.1765
0.245
1
0
0
8
10.346219
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,129
0.56
0.415
0.145
0.852
0.43
0.1885
0.205
0
0
1
8
9.059166
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
1,133
0.57
0.46
0.15
1.0375
0.5415
0.2035
0.25
0
0
1
9
9.531059
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500