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
584
0.41
0.305
0.1
0.363
0.1735
0.065
0.11
1
0
0
11
8.437622
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
588
0.45
0.335
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0.4625
0.164
0.076
0.15
0
0
1
14
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XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
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0.4
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0
1
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13
11.186027
XGBRegressor
115,301,900
3,611,500
294,256
3
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250
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0
1
0
18
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XGBRegressor
115,301,900
3,611,500
294,256
3
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250
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1
0
0
19
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XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
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0
0
1
12
12.210629
XGBRegressor
115,301,900
3,611,500
294,256
3
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0.1825
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1
0
13
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XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
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0.1225
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1
0
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10
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XGBRegressor
115,301,900
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294,256
3
0.1
250
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0
1
0
10
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XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
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1
0
0
12
11.405525
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
612
0.325
0.24
0.075
0.155
0.0475
0.0355
0.06
0
0
1
9
8.125851
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
613
0.495
0.37
0.125
0.4775
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0.0705
0.169
0
1
0
18
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XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
617
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0.17
0.0655
0.047
0.049
0
0
1
7
7.766463
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
630
0.475
0.365
0.115
0.49
0.223
0.1235
0.1335
0
1
0
9
8.123885
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
632
0.46
0.365
0.125
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0.1895
0.0945
0.158
0
0
1
10
9.808224
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
636
0.38
0.235
0.1
0.258
0.1055
0.054
0.08
0
0
1
7
7.891786
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
646
0.33
0.215
0.075
0.1145
0.045
0.0265
0.035
0
0
1
6
6.796005
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
647
0.48
0.375
0.145
0.777
0.216
0.13
0.17
0
0
1
9
13.272385
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
650
0.255
0.18
0.065
0.079
0.034
0.014
0.025
0
0
1
5
6.251252
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
653
0.31
0.225
0.08
0.1345
0.054
0.024
0.05
0
0
1
7
7.65341
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
655
0.295
0.215
0.075
0.129
0.05
0.0295
0.04
0
0
1
7
6.796005
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
656
0.555
0.435
0.165
0.97
0.336
0.2315
0.295
1
0
0
17
12.51006
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
657
0.615
0.515
0.17
1.14
0.4305
0.2245
0.42
1
0
0
16
14.664555
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
663
0.38
0.305
0.105
0.281
0.1045
0.0615
0.09
1
0
0
12
8.961413
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
671
0.5
0.38
0.155
0.655
0.2405
0.143
0.205
1
0
0
17
13.149344
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
672
0.53
0.41
0.165
0.8115
0.24
0.169
0.24
1
0
0
19
14.443104
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
681
0.485
0.37
0.14
0.5725
0.204
0.1415
0.175
0
0
1
10
11.659355
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
684
0.51
0.4
0.14
0.6515
0.2455
0.1665
0.185
0
0
1
10
10.754885
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
693
0.38
0.29
0.12
0.283
0.1175
0.0655
0.085
0
0
1
9
8.988153
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
698
0.43
0.335
0.12
0.444
0.155
0.1145
0.14
1
0
0
13
9.980766
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
699
0.395
0.315
0.105
0.3515
0.1185
0.091
0.1195
1
0
0
16
9.414023
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
700
0.385
0.285
0.105
0.2905
0.1215
0.0685
0.0875
0
0
1
12
8.468983
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
703
0.395
0.295
0.115
0.316
0.1205
0.0595
0.1105
0
0
1
12
8.74381
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
705
0.415
0.325
0.14
0.417
0.1535
0.1015
0.144
0
0
1
10
10.693761
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
709
0.295
0.225
0.09
0.1105
0.0405
0.0245
0.032
0
1
0
7
6.608872
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
711
0.375
0.3
0.1
0.2465
0.104
0.0475
0.083
0
0
1
11
8.697008
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
715
0.275
0.2
0.065
0.1035
0.0475
0.0205
0.03
0
1
0
7
5.612409
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
723
0.525
0.41
0.13
0.99
0.3865
0.243
0.295
0
0
1
15
14.531948
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
727
0.48
0.375
0.105
0.525
0.2185
0.1195
0.155
1
0
0
12
9.486447
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
734
0.525
0.425
0.12
0.8665
0.2825
0.176
0.29
0
0
1
18
13.178585
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
743
0.52
0.405
0.14
0.8175
0.2795
0.183
0.26
1
0
0
17
13.89947
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
747
0.52
0.385
0.14
0.6595
0.2485
0.2035
0.16
0
0
1
9
10.885
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
756
0.615
0.525
0.155
1.1375
0.367
0.236
0.37
0
0
1
20
13.198668
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
758
0.57
0.44
0.155
1.116
0.4775
0.2315
0.27
0
0
1
13
9.694891
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
762
0.54
0.44
0.135
0.959
0.2385
0.221
0.3
1
0
0
17
15.006507
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
763
0.64
0.51
0.19
1.613
0.6215
0.361
0.47
0
0
1
14
12.469933
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
767
0.345
0.27
0.095
0.197
0.0665
0.05
0.07
0
0
1
9
8.931882
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
770
0.53
0.455
0.165
0.9805
0.3155
0.2815
0.2965
1
0
0
11
14.027708
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
773
0.455
0.34
0.135
0.462
0.1675
0.158
0.12
0
0
1
9
9.588958
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
785
0.55
0.415
0.175
1.042
0.3295
0.2325
0.2905
0
0
1
15
15.300211
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
786
0.515
0.39
0.13
0.5755
0.1975
0.13
0.1845
1
0
0
9
10.846078
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
808
0.44
0.34
0.13
0.4195
0.153
0.1155
0.13
1
0
0
10
9.956137
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
815
0.325
0.25
0.08
0.1735
0.0765
0.0345
0.049
0
1
0
7
6.412131
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
825
0.395
0.29
0.095
0.319
0.138
0.08
0.082
0
1
0
7
6.772296
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
833
0.445
0.335
0.1
0.4895
0.2745
0.086
0.1105
0
1
0
7
6.597725
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
838
0.48
0.365
0.135
0.6395
0.2945
0.113
0.175
1
0
0
8
8.796588
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
839
0.485
0.355
0.105
0.498
0.2175
0.096
0.1525
0
1
0
9
8.186497
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
842
0.5
0.4
0.125
0.5975
0.27
0.1275
0.166
0
0
1
9
9.31448
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
853
0.57
0.455
0.15
0.952
0.3895
0.2155
0.2745
0
0
1
9
11.224581
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
869
0.615
0.51
0.15
1.296
0.545
0.3315
0.32
0
0
1
9
10.477124
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
871
0.62
0.505
0.16
1.3725
0.6285
0.275
0.3685
1
0
0
11
10.439288
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
877
0.635
0.5
0.15
1.376
0.6495
0.361
0.31
1
0
0
10
9.966302
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
878
0.635
0.485
0.165
1.2945
0.668
0.2605
0.2715
1
0
0
9
9.501143
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
879
0.64
0.51
0.165
1.486
0.7595
0.332
0.321
1
0
0
8
10.517486
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
884
0.66
0.52
0.19
1.558
0.755
0.298
0.4
0
0
1
10
10.795054
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
885
0.67
0.585
0.16
1.309
0.5445
0.2945
0.413
1
0
0
10
20.699814
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
887
0.675
0.525
0.155
1.4785
0.628
0.3405
0.42
1
0
0
9
11.420625
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
890
0.695
0.56
0.22
1.834
0.8455
0.422
0.455
1
0
0
11
11.073049
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
897
0.265
0.195
0.06
0.092
0.0345
0.025
0.0245
0
1
0
6
5.612409
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
898
0.28
0.12
0.075
0.117
0.0455
0.029
0.0345
0
1
0
4
5.681082
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
899
0.295
0.23
0.08
0.1625
0.065
0.05
0.0385
0
1
0
5
6.385404
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
915
0.375
0.28
0.09
0.215
0.084
0.06
0.055
0
1
0
6
6.953939
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
921
0.42
0.32
0.115
0.376
0.169
0.092
0.1
0
1
0
5
7.290735
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
924
0.425
0.315
0.1
0.377
0.1645
0.072
0.105
0
1
0
6
7.153991
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
926
0.43
0.325
0.09
0.425
0.217
0.087
0.095
0
1
0
7
6.627456
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
927
0.435
0.325
0.12
0.3995
0.1815
0.061
0.1125
0
1
0
8
7.914391
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
935
0.45
0.345
0.11
0.47
0.2355
0.0855
0.1135
0
1
0
7
7.431929
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
936
0.45
0.335
0.105
0.447
0.2335
0.153
0.119
0
1
0
7
7.426547
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
938
0.455
0.375
0.12
0.497
0.2355
0.1055
0.1295
0
1
0
6
7.868254
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
939
0.46
0.36
0.1
0.4635
0.2325
0.093
0.115
0
1
0
7
7.373587
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
946
0.47
0.365
0.12
0.582
0.29
0.092
0.146
1
0
0
8
8.44925
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
948
0.475
0.36
0.12
0.5915
0.3245
0.11
0.127
1
0
0
6
7.708263
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
952
0.48
0.365
0.12
0.6015
0.312
0.117
0.14
0
0
1
7
7.964945
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
954
0.49
0.385
0.125
0.649
0.32
0.124
0.1695
0
0
1
8
9.009135
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
956
0.495
0.4
0.135
0.61
0.272
0.1435
0.144
0
0
1
7
8.912589
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
961
0.505
0.39
0.13
0.674
0.3165
0.141
0.1785
1
0
0
9
8.764034
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
969
0.51
0.41
0.145
0.796
0.3865
0.1815
0.1955
0
0
1
8
9.918794
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
970
0.515
0.43
0.14
0.834
0.367
0.2
0.23
1
0
0
8
9.582546
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
977
0.535
0.4
0.135
0.8215
0.3935
0.196
0.205
1
0
0
8
9.722925
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
981
0.55
0.43
0.14
0.8105
0.368
0.161
0.275
1
0
0
9
11.011922
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
982
0.56
0.455
0.16
0.967
0.4525
0.207
0.274
1
0
0
9
10.054089
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
991
0.58
0.46
0.15
1.1155
0.5575
0.2255
0.29
1
0
0
7
9.676635
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,012
0.625
0.49
0.175
1.3325
0.5705
0.271
0.405
0
0
1
10
11.568665
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,013
0.625
0.475
0.175
1.1435
0.4755
0.2475
0.349
1
0
0
10
10.665918
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,015
0.625
0.485
0.2
1.38
0.5845
0.302
0.401
1
0
0
9
11.924562
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,020
0.635
0.525
0.185
1.4065
0.684
0.3
0.3745
0
0
1
10
10.583587
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,025
0.645
0.52
0.175
1.636
0.779
0.342
0.432
0
0
1
11
10.6627
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,027
0.645
0.505
0.165
1.4325
0.684
0.308
0.336
1
0
0
8
10.394674
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,031
0.65
0.495
0.16
1.304
0.57
0.312
0.3725
0
0
1
9
10.400968
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,032
0.65
0.52
0.21
1.6785
0.6665
0.308
0.46
0
0
1
11
13.205201
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250