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
1,516
0.66
0.505
0.165
1.374
0.589
0.351
0.345
0
0
1
10
10.082641
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,526
0.705
0.56
0.165
1.675
0.797
0.4095
0.388
0
0
1
10
10.656106
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,534
0.3
0.23
0.085
0.117
0.05
0.0175
0.0415
0
1
0
6
6.280617
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,538
0.355
0.27
0.075
0.1775
0.079
0.0315
0.054
0
1
0
6
6.41476
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,539
0.355
0.26
0.09
0.1985
0.0715
0.0495
0.058
0
1
0
7
7.238957
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,543
0.365
0.27
0.085
0.2225
0.0935
0.0525
0.066
0
1
0
7
6.667308
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,545
0.375
0.28
0.08
0.2165
0.0935
0.0925
0.07
0
1
0
7
6.984656
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,549
0.385
0.28
0.095
0.257
0.119
0.059
0.07
0
1
0
7
6.974837
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,553
0.39
0.29
0.1
0.2225
0.095
0.0465
0.073
0
1
0
7
7.301824
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,560
0.435
0.325
0.11
0.367
0.1595
0.08
0.105
0
1
0
6
7.808466
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,561
0.45
0.34
0.095
0.3245
0.1385
0.064
0.105
0
1
0
8
7.289714
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,563
0.455
0.36
0.115
0.457
0.2085
0.0855
0.147
0
1
0
10
8.568675
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,567
0.465
0.345
0.11
0.393
0.1825
0.0735
0.12
0
1
0
8
8.063635
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,575
0.485
0.375
0.13
0.6025
0.2935
0.1285
0.16
0
1
0
7
7.98228
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,580
0.5
0.4
0.12
0.616
0.261
0.143
0.1935
0
1
0
8
9.913298
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,582
0.5
0.375
0.14
0.559
0.2375
0.135
0.169
0
1
0
9
9.473439
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,592
0.525
0.39
0.12
0.664
0.3115
0.147
0.178
0
1
0
9
8.320673
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,594
0.525
0.4
0.14
0.654
0.305
0.16
0.169
0
1
0
7
8.710657
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,604
0.54
0.455
0.14
0.972
0.419
0.255
0.269
0
0
1
10
9.840138
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,617
0.555
0.435
0.14
0.765
0.3945
0.15
0.206
0
1
0
8
8.95091
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,625
0.565
0.43
0.15
0.831
0.4245
0.1735
0.219
0
0
1
10
8.823011
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,631
0.57
0.445
0.145
0.7405
0.306
0.172
0.1825
0
1
0
12
8.559402
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,635
0.575
0.45
0.125
0.78
0.3275
0.188
0.235
0
1
0
9
9.450398
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,636
0.575
0.47
0.185
0.985
0.3745
0.2175
0.355
0
0
1
10
14.396081
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,638
0.575
0.445
0.17
0.8015
0.3475
0.1465
0.25
0
1
0
9
11.100058
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,642
0.575
0.44
0.16
0.9615
0.483
0.166
0.275
0
0
1
13
10.550476
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,652
0.595
0.45
0.14
0.838
0.3965
0.194
0.217
0
0
1
10
8.751839
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,653
0.595
0.45
0.145
0.959
0.463
0.2065
0.2535
0
0
1
10
9.249385
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,655
0.6
0.46
0.155
0.9735
0.427
0.2045
0.3
1
0
0
8
11.028186
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,658
0.6
0.48
0.17
0.9175
0.38
0.2225
0.29
0
1
0
8
10.572416
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,660
0.6
0.47
0.165
1.059
0.504
0.241
0.275
0
0
1
9
9.484534
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,667
0.605
0.505
0.18
1.434
0.7285
0.264
0.431
1
0
0
11
11.338145
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,672
0.61
0.475
0.16
1.1155
0.3835
0.223
0.379
1
0
0
10
15.29903
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,680
0.62
0.515
0.175
1.221
0.535
0.241
0.395
0
0
1
13
11.479064
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,684
0.62
0.47
0.14
0.8565
0.3595
0.16
0.295
0
1
0
9
12.462633
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,685
0.62
0.45
0.135
0.924
0.358
0.2265
0.2965
0
1
0
10
11.700051
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,686
0.62
0.48
0.15
1.266
0.6285
0.2575
0.309
0
0
1
12
9.689931
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,691
0.625
0.47
0.155
1.1955
0.643
0.2055
0.3145
0
1
0
12
10.381104
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,700
0.635
0.5
0.17
1.4345
0.611
0.309
0.418
0
0
1
12
11.549213
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,710
0.645
0.51
0.195
1.226
0.5885
0.2215
0.3745
0
0
1
10
11.711201
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,711
0.645
0.51
0.16
1.33
0.6665
0.309
0.317
0
0
1
9
10.168045
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,715
0.645
0.485
0.15
1.2215
0.5695
0.2735
0.33
0
0
1
9
10.279327
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,718
0.65
0.505
0.19
1.274
0.59
0.23
0.391
0
0
1
11
11.403975
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,719
0.65
0.525
0.185
1.488
0.665
0.337
0.378
0
0
1
11
10.722421
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,723
0.655
0.505
0.19
1.3485
0.5935
0.2745
0.425
1
0
0
12
12.050266
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,738
0.67
0.54
0.195
1.619
0.74
0.3305
0.465
1
0
0
11
12.022165
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,739
0.675
0.525
0.16
1.2835
0.572
0.2755
0.3545
0
0
1
13
10.225833
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,740
0.675
0.51
0.195
1.382
0.6045
0.3175
0.3965
1
0
0
10
10.804017
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,749
0.71
0.575
0.215
2.009
0.9895
0.4475
0.502
0
0
1
11
11.064364
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,754
0.72
0.55
0.205
2.125
1.1455
0.4425
0.511
0
0
1
13
10.063458
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,758
0.735
0.59
0.215
1.747
0.7275
0.403
0.557
0
0
1
11
14.288464
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,762
0.77
0.62
0.195
2.5155
1.1155
0.6415
0.642
0
0
1
12
11.852191
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,768
0.435
0.3
0.12
0.5965
0.259
0.139
0.1645
0
1
0
8
8.683285
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,771
0.455
0.325
0.135
0.82
0.4005
0.1715
0.211
0
1
0
8
8.183838
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,774
0.465
0.36
0.115
0.5795
0.295
0.1395
0.12
0
0
1
7
8.380867
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,775
0.485
0.365
0.105
0.5205
0.195
0.123
0.182
0
1
0
8
10.351117
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,780
0.515
0.35
0.155
0.9225
0.4185
0.198
0.273
0
0
1
9
8.812971
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,783
0.525
0.38
0.125
0.65
0.303
0.155
0.159
0
0
1
7
8.35062
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,785
0.535
0.425
0.135
0.771
0.3765
0.1815
0.1795
1
0
0
8
8.621991
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,786
0.535
0.385
0.18
1.0835
0.4955
0.2295
0.304
0
1
0
8
10.014877
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,788
0.545
0.415
0.2
1.358
0.567
0.318
0.403
1
0
0
10
12.588262
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,789
0.545
0.385
0.15
1.1185
0.5425
0.2445
0.2845
1
0
0
9
9.486169
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,793
0.575
0.44
0.185
1.025
0.5075
0.2245
0.2485
0
0
1
10
10.269356
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,802
0.61
0.475
0.15
1.1135
0.5195
0.2575
0.3005
1
0
0
11
10.001576
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,803
0.615
0.455
0.145
1.1155
0.5045
0.238
0.315
1
0
0
10
9.9169
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,811
0.65
0.525
0.19
1.6125
0.777
0.3685
0.3965
0
0
1
11
10.404992
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,814
0.655
0.545
0.19
1.4245
0.6325
0.333
0.378
0
0
1
10
11.397785
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,816
0.675
0.53
0.175
1.4465
0.6775
0.33
0.389
1
0
0
10
10.456877
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,829
0.365
0.27
0.085
0.197
0.0815
0.0325
0.065
0
1
0
6
6.781084
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,835
0.41
0.335
0.105
0.3305
0.1405
0.064
0.105
0
1
0
7
7.592302
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,837
0.415
0.31
0.1
0.2805
0.114
0.0565
0.0975
0
1
0
6
7.68864
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,847
0.47
0.375
0.12
0.487
0.196
0.099
0.135
0
1
0
8
8.044888
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,860
0.515
0.42
0.15
0.6725
0.2555
0.1335
0.235
0
1
0
10
12.338743
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,869
0.525
0.4
0.145
0.6095
0.248
0.159
0.175
0
1
0
9
9.550267
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,879
0.545
0.43
0.14
0.687
0.2615
0.1405
0.25
0
1
0
9
11.21593
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,883
0.555
0.41
0.125
0.599
0.2345
0.1465
0.194
0
0
1
8
10.361383
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,895
0.57
0.455
0.155
0.832
0.3585
0.174
0.277
0
0
1
11
11.204156
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,896
0.57
0.44
0.175
0.9415
0.3805
0.2285
0.283
0
0
1
9
11.311831
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,897
0.57
0.415
0.13
0.88
0.4275
0.1955
0.238
0
0
1
13
9.110336
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,900
0.575
0.45
0.155
0.9765
0.495
0.2145
0.235
0
0
1
9
8.706071
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,914
0.595
0.455
0.15
0.886
0.4315
0.201
0.223
0
0
1
10
8.345056
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,921
0.605
0.47
0.18
1.1155
0.479
0.2565
0.321
0
0
1
10
11.066252
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,930
0.62
0.49
0.16
1.035
0.44
0.2525
0.285
0
0
1
11
10.016489
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,938
0.625
0.505
0.185
1.1565
0.52
0.2405
0.3535
0
0
1
10
10.698938
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,944
0.635
0.52
0.165
1.3405
0.5065
0.296
0.412
1
0
0
11
12.637265
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,945
0.635
0.505
0.155
1.2895
0.594
0.314
0.345
1
0
0
11
10.212823
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,950
0.64
0.48
0.145
1.1145
0.508
0.24
0.34
1
0
0
10
10.079366
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,964
0.66
0.535
0.205
1.4415
0.5925
0.2775
0.49
1
0
0
10
13.429599
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,969
0.67
0.53
0.205
1.4015
0.643
0.2465
0.416
1
0
0
12
11.119805
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,984
0.75
0.55
0.195
1.8325
0.83
0.366
0.44
1
0
0
11
10.624542
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,986
0.135
0.13
0.04
0.029
0.0125
0.0065
0.008
0
1
0
4
4.102984
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,987
0.16
0.11
0.025
0.0195
0.0075
0.005
0.006
0
1
0
4
4.102984
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,992
0.29
0.21
0.07
0.1115
0.048
0.0205
0.03
0
1
0
5
5.612409
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,993
0.29
0.21
0.06
0.1195
0.056
0.0235
0.03
0
1
0
6
5.612409
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,997
0.335
0.25
0.08
0.1695
0.0695
0.044
0.0495
0
1
0
6
6.660564
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,998
0.35
0.235
0.08
0.17
0.0725
0.0465
0.0495
0
1
0
7
6.422173
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
2,002
0.36
0.27
0.085
0.196
0.0905
0.034
0.053
0
1
0
7
6.562149
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
2,010
0.435
0.325
0.12
0.346
0.159
0.084
0.095
0
1
0
7
7.835514
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
2,013
0.47
0.365
0.135
0.522
0.2395
0.1525
0.145
0
0
1
10
9.528409
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
2,016
0.505
0.39
0.12
0.653
0.3315
0.1385
0.167
0
0
1
9
8.570572
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250