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
2,721
0.375
0.29
0.14
0.3
0.14
0.0625
0.0825
0
1
0
8
8.435968
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,728
0.405
0.31
0.11
0.91
0.416
0.2075
0.0995
0
1
0
8
8.779554
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,731
0.41
0.315
0.1
0.3
0.124
0.0575
0.1
0
1
0
8
7.462724
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,739
0.45
0.335
0.095
0.3505
0.1615
0.0625
0.1185
0
1
0
7
7.971687
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,741
0.46
0.35
0.1
0.471
0.252
0.077
0.123
0
1
0
8
7.318606
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,746
0.485
0.365
0.14
0.4475
0.1895
0.0925
0.2305
0
1
0
8
10.981927
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,754
0.525
0.385
0.13
0.607
0.2355
0.125
0.195
0
1
0
8
10.29738
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,758
0.535
0.43
0.155
0.7845
0.3285
0.169
0.245
0
0
1
10
10.714191
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,761
0.55
0.425
0.145
0.89
0.4325
0.171
0.236
0
1
0
10
9.118654
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,763
0.55
0.425
0.135
0.656
0.257
0.17
0.203
0
1
0
10
9.685083
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,766
0.555
0.445
0.175
1.1465
0.551
0.244
0.2785
1
0
0
8
9.813439
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,768
0.56
0.435
0.135
0.72
0.329
0.103
0.251
0
1
0
11
9.335063
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,775
0.585
0.46
0.145
0.8465
0.339
0.167
0.295
0
1
0
10
12.275346
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,778
0.585
0.455
0.13
0.8755
0.411
0.2065
0.225
1
0
0
8
8.219167
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,780
0.59
0.475
0.14
0.977
0.4625
0.2025
0.275
0
0
1
10
9.437475
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,782
0.6
0.48
0.09
1.05
0.457
0.2685
0.28
0
0
1
8
10.051386
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,793
0.63
0.505
0.175
1.221
0.555
0.252
0.34
0
0
1
12
10.418596
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,794
0.63
0.475
0.155
1.0005
0.452
0.252
0.265
1
0
0
10
9.628258
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,795
0.63
0.47
0.15
1.1355
0.539
0.2325
0.3115
0
0
1
12
9.914638
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,796
0.63
0.525
0.195
1.3135
0.4935
0.2565
0.465
0
0
1
10
13.84784
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,797
0.64
0.505
0.155
1.1955
0.5565
0.211
0.346
0
0
1
11
10.359534
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,806
0.675
0.525
0.17
1.711
0.8365
0.352
0.475
1
0
0
9
11.945344
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,808
0.705
0.54
0.205
1.757
0.8265
0.417
0.461
1
0
0
9
11.009812
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,813
0.255
0.195
0.055
0.0725
0.0285
0.017
0.021
0
1
0
4
5.138704
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,819
0.375
0.265
0.095
0.196
0.085
0.042
0.0585
0
1
0
5
6.82309
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,826
0.5
0.365
0.13
0.5945
0.309
0.1085
0.1535
0
0
1
9
7.940868
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,829
0.52
0.395
0.145
0.77
0.424
0.142
0.1895
0
1
0
7
8.260066
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,835
0.57
0.42
0.14
0.8745
0.416
0.165
0.25
0
0
1
8
9.624019
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,838
0.59
0.47
0.155
1.1735
0.6245
0.233
0.2595
0
0
1
9
9.101337
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,841
0.595
0.435
0.16
1.057
0.4255
0.224
0.31
0
0
1
9
11.058596
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,851
0.635
0.51
0.185
1.286
0.526
0.295
0.4105
1
0
0
12
12.532552
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,855
0.655
0.515
0.155
1.309
0.524
0.346
0.385
1
0
0
11
11.22261
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,858
0.695
0.54
0.195
1.691
0.768
0.363
0.4755
0
0
1
11
10.605201
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,860
0.72
0.55
0.18
1.52
0.637
0.325
0.435
1
0
0
10
11.910069
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,862
0.735
0.57
0.21
2.2355
1.1705
0.463
0.5315
0
0
1
10
10.5796
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,869
0.37
0.28
0.085
0.198
0.0805
0.0455
0.058
0
1
0
5
7.001378
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,872
0.4
0.315
0.09
0.3245
0.151
0.073
0.088
0
1
0
8
7.033789
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,873
0.41
0.305
0.095
0.2625
0.1
0.0515
0.09
0
1
0
6
7.38492
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,875
0.435
0.335
0.095
0.298
0.109
0.058
0.115
0
1
0
7
8.415952
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,877
0.46
0.36
0.14
0.447
0.161
0.087
0.16
0
1
0
9
11.863216
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,879
0.47
0.385
0.13
0.587
0.264
0.117
0.174
0
1
0
8
8.791007
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,882
0.5
0.39
0.13
0.5075
0.2115
0.104
0.1755
0
1
0
9
9.345202
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,895
0.54
0.415
0.11
0.619
0.2755
0.15
0.1765
0
1
0
10
8.567547
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,898
0.55
0.435
0.165
0.804
0.34
0.194
0.244
0
1
0
8
10.295092
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,920
0.6
0.45
0.195
1.34
0.617
0.3255
0.3605
0
0
1
10
10.893404
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,923
0.605
0.495
0.17
1.0915
0.4365
0.2715
0.335
1
0
0
13
11.983134
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,924
0.605
0.49
0.18
1.167
0.457
0.29
0.3745
0
0
1
9
11.664433
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,935
0.62
0.475
0.195
1.3585
0.5935
0.3365
0.3745
0
0
1
10
10.911097
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,937
0.625
0.515
0.165
1.217
0.667
0.2065
0.3115
0
0
1
10
10.14136
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,945
0.635
0.485
0.19
1.3765
0.634
0.2885
0.406
1
0
0
11
11.577222
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,948
0.635
0.5
0.19
1.29
0.593
0.3045
0.352
1
0
0
8
10.630289
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,954
0.645
0.495
0.19
1.539
0.6115
0.408
0.445
0
0
1
12
11.829508
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,955
0.65
0.52
0.195
1.676
0.693
0.44
0.47
0
0
1
15
11.425332
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,956
0.65
0.565
0.2
1.6645
0.753
0.367
0.43
1
0
0
12
11.008838
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,958
0.655
0.515
0.2
1.494
0.7255
0.309
0.405
1
0
0
12
10.762563
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,963
0.67
0.525
0.19
1.527
0.5755
0.353
0.44
1
0
0
12
13.486856
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,964
0.67
0.525
0.17
1.4005
0.715
0.3025
0.387
0
0
1
9
10.333324
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,968
0.68
0.505
0.17
1.3435
0.657
0.297
0.355
1
0
0
12
10.014333
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,971
0.715
0.55
0.175
1.825
0.938
0.3805
0.44
0
0
1
11
10.514926
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,973
0.735
0.59
0.205
2.087
0.909
0.474
0.625
0
0
1
12
12.63639
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,984
0.535
0.4
0.15
1.224
0.618
0.275
0.2875
1
0
0
10
8.812897
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,985
0.535
0.4
0.135
0.775
0.368
0.208
0.2055
0
1
0
8
9.806522
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,989
0.56
0.425
0.135
0.9415
0.509
0.2015
0.1975
0
0
1
9
8.314174
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,992
0.595
0.43
0.165
0.9845
0.4525
0.207
0.2725
0
1
0
8
9.738123
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,996
0.62
0.5
0.17
1.148
0.5475
0.22
0.3315
1
0
0
10
10.3916
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,997
0.625
0.49
0.11
1.136
0.5265
0.1915
0.2925
1
0
0
9
10.230079
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
2,998
0.635
0.51
0.17
1.2235
0.532
0.271
0.354
1
0
0
9
10.537808
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,003
0.655
0.505
0.175
1.2905
0.6205
0.2965
0.326
1
0
0
10
10.183986
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,008
0.75
0.615
0.205
2.2635
0.821
0.423
0.726
1
0
0
12
15.794029
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,009
0.255
0.185
0.065
0.074
0.0305
0.0165
0.02
0
1
0
4
5.138704
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,020
0.45
0.34
0.125
0.4045
0.171
0.07
0.1345
0
1
0
8
8.186183
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,029
0.52
0.41
0.14
0.6625
0.2775
0.1555
0.196
0
1
0
11
10.124718
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,038
0.565
0.44
0.135
0.768
0.3305
0.1385
0.2475
0
1
0
9
10.266908
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,039
0.57
0.45
0.145
0.95
0.4005
0.2235
0.2845
0
0
1
10
10.830821
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,040
0.57
0.47
0.14
0.871
0.385
0.211
0.2315
1
0
0
10
9.180102
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,047
0.59
0.435
0.165
0.9765
0.4525
0.2395
0.235
0
0
1
9
8.711504
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,053
0.6
0.45
0.14
0.869
0.3425
0.195
0.291
1
0
0
11
10.895406
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,054
0.6
0.45
0.15
0.8665
0.3695
0.1955
0.255
0
0
1
12
10.130648
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,055
0.61
0.495
0.16
1.089
0.469
0.198
0.384
1
0
0
11
11.95309
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,058
0.62
0.475
0.16
0.907
0.371
0.167
0.3075
0
1
0
11
12.759984
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,063
0.635
0.49
0.155
1.145
0.4775
0.3035
0.3155
1
0
0
9
10.496366
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,069
0.655
0.54
0.165
1.403
0.6955
0.2385
0.42
0
0
1
11
10.986752
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,070
0.655
0.49
0.16
1.204
0.5455
0.2615
0.3225
1
0
0
9
10.369827
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,077
0.685
0.51
0.165
1.545
0.686
0.3775
0.4055
0
0
1
10
10.636448
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,078
0.695
0.535
0.2
1.5855
0.667
0.334
0.471
1
0
0
11
13.523591
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,081
0.73
0.55
0.205
1.908
0.5415
0.3565
0.5965
1
0
0
14
18.006783
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,088
0.425
0.32
0.085
0.262
0.1235
0.067
0.0725
0
1
0
8
6.950281
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,097
0.545
0.435
0.145
0.9385
0.3685
0.1245
0.345
0
0
1
11
14.753036
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,098
0.55
0.43
0.15
0.655
0.2635
0.122
0.221
1
0
0
8
11.03393
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,102
0.6
0.465
0.18
1.193
0.5145
0.315
0.3055
0
0
1
8
10.204875
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,105
0.29
0.215
0.06
0.1115
0.053
0.0185
0.032
0
1
0
5
5.739547
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,107
0.37
0.275
0.1
0.2815
0.1505
0.0505
0.068
0
1
0
5
6.943623
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,108
0.375
0.285
0.08
0.226
0.0975
0.04
0.0725
0
1
0
7
7.243035
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,111
0.41
0.325
0.105
0.361
0.1605
0.0665
0.103
0
1
0
8
7.670967
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,113
0.425
0.325
0.105
0.3975
0.1815
0.081
0.1175
0
1
0
7
7.749017
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,120
0.525
0.4
0.13
0.6995
0.3115
0.131
0.223
1
0
0
9
9.825171
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,131
0.675
0.505
0.16
1.532
0.74
0.357
0.3815
0
0
1
11
10.653069
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,137
0.465
0.36
0.105
0.488
0.188
0.0845
0.19
0
0
1
10
10.887576
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,141
0.18
0.135
0.08
0.033
0.0145
0.007
0.01
0
1
0
5
4.470501
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
3,144
0.625
0.48
0.2
1.3235
0.6075
0.3055
0.355
1
0
0
9
10.525293
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500