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
2,599
0.61
0.48
0.15
1.1495
0.564
0.274
0.264
0
0
1
8
9.811108
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,603
0.62
0.51
0.175
1.2705
0.5415
0.323
0.3225
1
0
0
9
10.564084
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,608
0.625
0.49
0.175
1.1075
0.4485
0.2165
0.3595
1
0
0
8
11.11767
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,609
0.63
0.495
0.2
1.4255
0.659
0.336
0.38
1
0
0
11
11.082566
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,612
0.635
0.495
0.18
1.596
0.617
0.317
0.37
1
0
0
11
10.766261
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,613
0.635
0.495
0.195
1.297
0.556
0.2985
0.37
1
0
0
11
11.665485
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,617
0.67
0.52
0.19
1.6385
0.8115
0.369
0.391
0
0
1
9
11.001197
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,629
0.33
0.24
0.075
0.163
0.0745
0.033
0.048
0
1
0
6
6.455623
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,638
0.46
0.345
0.11
0.3755
0.1525
0.058
0.125
0
1
0
7
8.410031
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,640
0.465
0.355
0.105
0.442
0.2085
0.0975
0.1185
0
1
0
7
7.957008
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,645
0.49
0.38
0.11
0.554
0.2935
0.1005
0.15
0
0
1
8
8.784323
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,646
0.495
0.38
0.12
0.512
0.233
0.1205
0.136
0
1
0
7
7.775341
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,648
0.5
0.38
0.12
0.5765
0.273
0.135
0.145
0
0
1
9
9.017748
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,655
0.545
0.42
0.145
0.778
0.3745
0.1545
0.205
0
0
1
7
9.646822
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,657
0.545
0.4
0.14
0.778
0.368
0.215
0.18
1
0
0
9
9.172588
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,658
0.55
0.42
0.13
0.636
0.294
0.144
0.1755
0
1
0
8
8.621431
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,664
0.57
0.43
0.16
0.811
0.3875
0.159
0.2285
1
0
0
9
9.778048
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,667
0.585
0.45
0.15
0.938
0.467
0.203
0.225
1
0
0
7
8.997087
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,670
0.59
0.46
0.14
1.004
0.496
0.2165
0.26
0
0
1
9
9.824164
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,671
0.59
0.46
0.16
1.0115
0.445
0.2615
0.2565
1
0
0
8
9.766508
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,673
0.595
0.47
0.165
1.108
0.4915
0.2325
0.3345
0
0
1
9
10.730877
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,678
0.615
0.45
0.15
1.198
0.707
0.2095
0.2505
0
0
1
7
9.400532
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,683
0.625
0.495
0.185
1.3835
0.7105
0.3005
0.345
0
0
1
11
10.472844
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,687
0.63
0.51
0.175
1.3415
0.6575
0.262
0.375
0
0
1
10
10.881556
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,717
0.345
0.255
0.095
0.183
0.075
0.0385
0.06
0
1
0
6
6.975874
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,719
0.36
0.26
0.08
0.1795
0.074
0.0315
0.06
0
1
0
5
6.876704
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,721
0.375
0.29
0.14
0.3
0.14
0.0625
0.0825
0
1
0
8
8.367631
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,728
0.405
0.31
0.11
0.91
0.416
0.2075
0.0995
0
1
0
8
7.263004
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,731
0.41
0.315
0.1
0.3
0.124
0.0575
0.1
0
1
0
8
7.412727
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,739
0.45
0.335
0.095
0.3505
0.1615
0.0625
0.1185
0
1
0
7
7.747436
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,741
0.46
0.35
0.1
0.471
0.252
0.077
0.123
0
1
0
8
7.549668
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,746
0.485
0.365
0.14
0.4475
0.1895
0.0925
0.2305
0
1
0
8
11.325631
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,754
0.525
0.385
0.13
0.607
0.2355
0.125
0.195
0
1
0
8
10.475236
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,758
0.535
0.43
0.155
0.7845
0.3285
0.169
0.245
0
0
1
10
10.489419
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,761
0.55
0.425
0.145
0.89
0.4325
0.171
0.236
0
1
0
10
9.263215
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,763
0.55
0.425
0.135
0.656
0.257
0.17
0.203
0
1
0
10
10.406529
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,766
0.555
0.445
0.175
1.1465
0.551
0.244
0.2785
1
0
0
8
9.830576
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,768
0.56
0.435
0.135
0.72
0.329
0.103
0.251
0
1
0
11
10.27858
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,775
0.585
0.46
0.145
0.8465
0.339
0.167
0.295
0
1
0
10
12.524995
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,778
0.585
0.455
0.13
0.8755
0.411
0.2065
0.225
1
0
0
8
8.937305
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,780
0.59
0.475
0.14
0.977
0.4625
0.2025
0.275
0
0
1
10
9.824164
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,782
0.6
0.48
0.09
1.05
0.457
0.2685
0.28
0
0
1
8
9.928103
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,793
0.63
0.505
0.175
1.221
0.555
0.252
0.34
0
0
1
12
10.564084
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,794
0.63
0.475
0.155
1.0005
0.452
0.252
0.265
1
0
0
10
9.828741
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,795
0.63
0.47
0.15
1.1355
0.539
0.2325
0.3115
0
0
1
12
10.244828
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,796
0.63
0.525
0.195
1.3135
0.4935
0.2565
0.465
0
0
1
10
14.061706
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,797
0.64
0.505
0.155
1.1955
0.5565
0.211
0.346
0
0
1
11
10.621281
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,806
0.675
0.525
0.17
1.711
0.8365
0.352
0.475
1
0
0
9
11.572008
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,808
0.705
0.54
0.205
1.757
0.8265
0.417
0.461
1
0
0
9
11.399225
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,813
0.255
0.195
0.055
0.0725
0.0285
0.017
0.021
0
1
0
4
5.265727
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,819
0.375
0.265
0.095
0.196
0.085
0.042
0.0585
0
1
0
5
6.975874
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,826
0.5
0.365
0.13
0.5945
0.309
0.1085
0.1535
0
0
1
9
8.45929
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,829
0.52
0.395
0.145
0.77
0.424
0.142
0.1895
0
1
0
7
8.53356
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,835
0.57
0.42
0.14
0.8745
0.416
0.165
0.25
0
0
1
8
9.740736
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,838
0.59
0.47
0.155
1.1735
0.6245
0.233
0.2595
0
0
1
9
9.400532
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,841
0.595
0.435
0.16
1.057
0.4255
0.224
0.31
0
0
1
9
11.221119
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,851
0.635
0.51
0.185
1.286
0.526
0.295
0.4105
1
0
0
12
12.743515
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,855
0.655
0.515
0.155
1.309
0.524
0.346
0.385
1
0
0
11
11.404022
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,858
0.695
0.54
0.195
1.691
0.768
0.363
0.4755
0
0
1
11
11.399225
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,860
0.72
0.55
0.18
1.52
0.637
0.325
0.435
1
0
0
10
11.73138
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,862
0.735
0.57
0.21
2.2355
1.1705
0.463
0.5315
0
0
1
10
11.626701
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,869
0.37
0.28
0.085
0.198
0.0805
0.0455
0.058
0
1
0
5
7.032823
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,872
0.4
0.315
0.09
0.3245
0.151
0.073
0.088
0
1
0
8
7.16653
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,873
0.41
0.305
0.095
0.2625
0.1
0.0515
0.09
0
1
0
6
7.16653
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,875
0.435
0.335
0.095
0.298
0.109
0.058
0.115
0
1
0
7
7.747436
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,877
0.46
0.36
0.14
0.447
0.161
0.087
0.16
0
1
0
9
10.462632
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,879
0.47
0.385
0.13
0.587
0.264
0.117
0.174
0
1
0
8
8.993819
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,882
0.5
0.39
0.13
0.5075
0.2115
0.104
0.1755
0
1
0
9
9.487309
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,895
0.54
0.415
0.11
0.619
0.2755
0.15
0.1765
0
1
0
10
9.004098
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,898
0.55
0.435
0.165
0.804
0.34
0.194
0.244
0
1
0
8
10.712328
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,920
0.6
0.45
0.195
1.34
0.617
0.3255
0.3605
0
0
1
10
10.989971
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,923
0.605
0.495
0.17
1.0915
0.4365
0.2715
0.335
1
0
0
13
11.788972
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,924
0.605
0.49
0.18
1.167
0.457
0.29
0.3745
0
0
1
9
11.539254
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,935
0.62
0.475
0.195
1.3585
0.5935
0.3365
0.3745
0
0
1
10
11.042257
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,937
0.625
0.515
0.165
1.217
0.667
0.2065
0.3115
0
0
1
10
10.243533
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,945
0.635
0.485
0.19
1.3765
0.634
0.2885
0.406
1
0
0
11
11.664757
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,948
0.635
0.5
0.19
1.29
0.593
0.3045
0.352
1
0
0
8
10.936383
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,954
0.645
0.495
0.19
1.539
0.6115
0.408
0.445
0
0
1
12
12.051217
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,955
0.65
0.52
0.195
1.676
0.693
0.44
0.47
0
0
1
15
12.06383
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,956
0.65
0.565
0.2
1.6645
0.753
0.367
0.43
1
0
0
12
11.290892
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,958
0.655
0.515
0.2
1.494
0.7255
0.309
0.405
1
0
0
12
11.125288
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,963
0.67
0.525
0.19
1.527
0.5755
0.353
0.44
1
0
0
12
13.230675
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,964
0.67
0.525
0.17
1.4005
0.715
0.3025
0.387
0
0
1
9
10.881556
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,968
0.68
0.505
0.17
1.3435
0.657
0.297
0.355
1
0
0
12
10.50699
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,971
0.715
0.55
0.175
1.825
0.938
0.3805
0.44
0
0
1
11
11.054939
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,973
0.735
0.59
0.205
2.087
0.909
0.474
0.625
0
0
1
12
12.693446
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,984
0.535
0.4
0.15
1.224
0.618
0.275
0.2875
1
0
0
10
9.757464
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,985
0.535
0.4
0.135
0.775
0.368
0.208
0.2055
0
1
0
8
9.444159
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,989
0.56
0.425
0.135
0.9415
0.509
0.2015
0.1975
0
0
1
9
8.985171
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,992
0.595
0.43
0.165
0.9845
0.4525
0.207
0.2725
0
1
0
8
10.061685
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,996
0.62
0.5
0.17
1.148
0.5475
0.22
0.3315
1
0
0
10
10.564084
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,997
0.625
0.49
0.11
1.136
0.5265
0.1915
0.2925
1
0
0
9
10.036782
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
2,998
0.635
0.51
0.17
1.2235
0.532
0.271
0.354
1
0
0
9
10.645815
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,003
0.655
0.505
0.175
1.2905
0.6205
0.2965
0.326
1
0
0
10
10.425259
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,008
0.75
0.615
0.205
2.2635
0.821
0.423
0.726
1
0
0
12
15.871523
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,009
0.255
0.185
0.065
0.074
0.0305
0.0165
0.02
0
1
0
4
5.265727
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,020
0.45
0.34
0.125
0.4045
0.171
0.07
0.1345
0
1
0
8
8.228212
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,029
0.52
0.41
0.14
0.6625
0.2775
0.1555
0.196
0
1
0
11
10.227592
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,038
0.565
0.44
0.135
0.768
0.3305
0.1385
0.2475
0
1
0
9
10.278295
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
3,039
0.57
0.45
0.145
0.95
0.4005
0.2235
0.2845
0
0
1
10
11.024415
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100