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
3,767
0.555
0.46
0.16
0.86
0.3345
0.1935
0.275
0
0
1
10
10.875035
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,773
0.575
0.46
0.15
0.927
0.333
0.207
0.2985
1
0
0
9
11.15231
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,774
0.58
0.42
0.14
0.701
0.3285
0.102
0.2255
0
1
0
9
9.885897
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,788
0.63
0.475
0.15
1.072
0.433
0.2975
0.315
1
0
0
8
10.926856
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,789
0.645
0.51
0.155
1.129
0.5015
0.24
0.342
1
0
0
10
10.493841
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,812
0.61
0.49
0.17
1.137
0.4605
0.2825
0.344
1
0
0
12
10.524909
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,820
0.57
0.44
0.145
0.8815
0.3605
0.1955
0.2735
0
0
1
10
10.875035
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,823
0.615
0.455
0.135
1.059
0.4735
0.263
0.274
1
0
0
9
10.191962
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,826
0.68
0.52
0.185
1.541
0.5985
0.395
0.4575
1
0
0
10
11.427689
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,828
0.68
0.52
0.175
1.543
0.7525
0.351
0.374
0
0
1
11
10.612594
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,834
0.335
0.26
0.075
0.22
0.0855
0.04
0.085
0
0
1
6
8.968534
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,842
0.615
0.475
0.145
0.9525
0.3915
0.195
0.32
1
0
0
9
11.656438
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,846
0.37
0.275
0.085
0.2045
0.096
0.056
0.08
0
1
0
6
8.222986
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,848
0.675
0.535
0.22
1.604
0.6175
0.4255
0.453
1
0
0
14
11.385596
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,849
0.385
0.3
0.115
0.3435
0.1645
0.085
0.1025
0
0
1
6
9.151477
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,852
0.55
0.41
0.15
0.785
0.282
0.186
0.275
0
0
1
12
10.992983
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,859
0.57
0.44
0.19
1.018
0.447
0.207
0.265
1
0
0
9
10.191962
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,860
0.55
0.465
0.15
1.082
0.3575
0.194
0.19
1
0
0
14
9.87504
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,861
0.63
0.475
0.175
1.423
0.4155
0.3385
0.49
1
0
0
14
12.811792
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,865
0.525
0.395
0.165
0.782
0.285
0.1405
0.285
0
0
1
19
10.992983
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,866
0.525
0.43
0.165
0.717
0.289
0.1745
0.195
1
0
0
10
10.211448
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,870
0.545
0.44
0.165
0.744
0.2875
0.204
0.25
0
0
1
15
10.888725
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,878
0.45
0.355
0.115
0.478
0.18
0.1185
0.155
0
0
1
10
9.609152
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,879
0.61
0.49
0.17
1.1775
0.5655
0.2385
0.295
1
0
0
15
10.290013
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,894
0.495
0.38
0.135
0.6295
0.263
0.1425
0.215
0
0
1
12
10.62645
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,898
0.565
0.46
0.15
0.8765
0.3455
0.1925
0.275
1
0
0
10
10.875035
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,906
0.245
0.18
0.065
0.0635
0.0245
0.0135
0.02
0
0
1
4
7.158728
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,907
0.48
0.39
0.15
0.6275
0.276
0.134
0.185
0
1
0
13
9.664356
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,912
0.52
0.405
0.14
0.6765
0.2865
0.146
0.205
0
1
0
15
10.126461
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,932
0.49
0.37
0.115
0.541
0.171
0.1175
0.185
1
0
0
11
10.019225
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,935
0.52
0.41
0.115
0.77
0.263
0.157
0.26
0
0
1
11
11.378321
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,940
0.505
0.39
0.105
0.6555
0.2595
0.18
0.19
0
0
1
11
10.42678
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,965
0.295
0.22
0.07
0.1365
0.0575
0.0295
0.035
0
1
0
6
7.28434
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,966
0.295
0.22
0.065
0.1295
0.052
0.028
0.035
0
1
0
6
7.28434
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,969
0.38
0.3
0.09
0.277
0.1655
0.0625
0.082
0
1
0
6
8.222986
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,971
0.4
0.295
0.095
0.252
0.1105
0.0575
0.066
0
1
0
6
8.158091
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,974
0.42
0.32
0.115
0.409
0.2055
0.0935
0.105
0
1
0
8
8.43682
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,989
0.67
0.52
0.195
1.8065
0.758
0.3735
0.5055
1
0
0
11
11.107679
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,993
0.72
0.6
0.235
2.2385
0.984
0.411
0.621
0
0
1
12
11.422808
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,994
0.185
0.135
0.045
0.032
0.011
0.0065
0.01
0
1
0
4
6.698105
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,995
0.245
0.175
0.055
0.0785
0.04
0.018
0.02
0
1
0
5
6.863114
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,998
0.375
0.28
0.08
0.2235
0.115
0.043
0.055
0
1
0
6
8.158091
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,014
0.625
0.48
0.175
1.065
0.4865
0.259
0.285
0
0
1
10
10.191962
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,019
0.66
0.515
0.155
1.4415
0.7055
0.3555
0.335
0
0
1
10
10.493841
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,024
0.33
0.245
0.065
0.1445
0.058
0.032
0.0505
0
1
0
6
7.908025
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,028
0.42
0.31
0.1
0.2805
0.1125
0.0615
0.0925
0
1
0
8
8.273765
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,036
0.54
0.42
0.14
0.74
0.3595
0.159
0.1985
0
1
0
8
9.885897
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,040
0.575
0.45
0.12
0.9585
0.447
0.169
0.275
1
0
0
12
10.191962
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,046
0.6
0.46
0.155
0.6655
0.285
0.149
0.269
0
0
1
11
10.992983
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,054
0.635
0.5
0.18
1.2565
0.539
0.292
0.35
1
0
0
10
10.514009
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,055
0.645
0.5
0.15
1.159
0.4675
0.3355
0.31
1
0
0
9
10.290013
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,065
0.37
0.275
0.08
0.2325
0.093
0.056
0.072
0
1
0
6
8.222986
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,071
0.485
0.375
0.11
0.464
0.2015
0.09
0.149
0
1
0
8
9.008563
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,073
0.515
0.395
0.125
0.5805
0.2365
0.1075
0.19
0
1
0
9
10.336039
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,074
0.52
0.4
0.14
0.622
0.278
0.1455
0.169
0
1
0
8
9.469332
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,077
0.55
0.435
0.125
0.741
0.348
0.1585
0.206
0
1
0
9
9.885897
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,081
0.56
0.45
0.145
0.9355
0.425
0.1645
0.2725
0
0
1
11
10.369246
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,092
0.625
0.49
0.19
1.7015
0.7465
0.4105
0.3855
1
0
0
11
10.831301
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,097
0.635
0.5
0.18
1.2915
0.594
0.2695
0.37
0
0
1
9
10.612594
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,104
0.71
0.545
0.175
1.907
0.8725
0.4565
0.475
1
0
0
11
11.107679
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,108
0.48
0.35
0.1
0.519
0.2365
0.1275
0.126
0
1
0
7
8.793498
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,116
0.625
0.48
0.16
1.2415
0.6575
0.2625
0.2785
0
0
1
9
10.191962
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,122
0.46
0.365
0.11
0.4495
0.1755
0.102
0.15
0
1
0
8
9.008563
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,126
0.55
0.42
0.145
0.7385
0.321
0.1485
0.252
0
0
1
11
10.741919
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,127
0.55
0.445
0.11
0.7935
0.378
0.142
0.26
0
1
0
10
10.875035
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,129
0.57
0.425
0.14
0.7655
0.331
0.14
0.24
0
1
0
10
10.454085
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,135
0.6
0.5
0.17
1.13
0.4405
0.267
0.335
1
0
0
11
10.879153
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,138
0.63
0.49
0.155
1.229
0.535
0.29
0.335
0
0
1
11
10.493841
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,141
0.65
0.505
0.165
1.357
0.5725
0.281
0.43
1
0
0
11
11.176676
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,145
0.67
0.525
0.2
1.7405
0.6205
0.297
0.657
0
0
1
11
12.633672
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,146
0.695
0.53
0.21
1.51
0.664
0.4095
0.385
0
0
1
10
10.831301
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,148
0.77
0.605
0.175
2.0505
0.8005
0.526
0.355
0
0
1
11
10.514009
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,152
0.37
0.28
0.09
0.218
0.0995
0.0545
0.0615
0
1
0
7
8.158091
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,154
0.435
0.33
0.095
0.393
0.219
0.075
0.0885
0
1
0
6
8.222986
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,157
0.475
0.36
0.14
0.5135
0.241
0.1045
0.155
0
0
1
8
9.602514
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,158
0.48
0.355
0.11
0.4495
0.201
0.089
0.14
0
1
0
8
9.008563
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,166
0.475
0.365
0.115
0.499
0.232
0.0885
0.156
0
1
0
10
9.008563
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,171
0.56
0.43
0.155
0.8675
0.4
0.172
0.229
0
0
1
8
9.919127
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
4,173
0.59
0.44
0.135
0.966
0.439
0.2145
0.2605
0
0
1
10
10.369246
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
11
0.43
0.35
0.11
0.406
0.1675
0.081
0.135
0
0
1
10
9.224158
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
14
0.47
0.355
0.1
0.4755
0.1675
0.0805
0.185
1
0
0
10
10.181789
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
18
0.365
0.295
0.08
0.2555
0.097
0.043
0.1
0
0
1
7
8.752889
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
19
0.45
0.32
0.1
0.381
0.1705
0.075
0.115
0
0
1
9
9.072177
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
23
0.55
0.415
0.135
0.7635
0.318
0.21
0.2
1
0
0
9
9.622016
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
29
0.575
0.425
0.14
0.8635
0.393
0.227
0.2
0
0
1
11
9.487356
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
36
0.54
0.475
0.155
1.217
0.5305
0.3075
0.34
1
0
0
16
10.453338
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
39
0.355
0.29
0.09
0.3275
0.134
0.086
0.09
0
0
1
9
8.597395
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
41
0.55
0.425
0.135
0.8515
0.362
0.196
0.27
1
0
0
14
11.111092
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
45
0.39
0.295
0.095
0.203
0.0875
0.045
0.075
0
1
0
7
7.16653
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
52
0.485
0.36
0.13
0.5415
0.2595
0.096
0.16
0
0
1
10
9.534378
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
55
0.5
0.4
0.14
0.6615
0.2565
0.1755
0.22
1
0
0
8
11.261699
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
64
0.52
0.4
0.12
0.58
0.234
0.1315
0.185
0
0
1
8
10.016369
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
76
0.595
0.475
0.14
0.944
0.3625
0.189
0.315
0
0
1
9
12.760256
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
77
0.6
0.47
0.15
0.922
0.363
0.194
0.305
1
0
0
10
12.273156
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
82
0.52
0.425
0.165
0.9885
0.396
0.225
0.32
1
0
0
16
13.177159
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
87
0.56
0.44
0.16
0.8645
0.3305
0.2075
0.26
0
0
1
10
11.415999
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
88
0.46
0.355
0.13
0.517
0.2205
0.114
0.165
1
0
0
9
9.868423
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
102
0.53
0.435
0.16
0.883
0.316
0.164
0.335
0
0
1
15
13.841751
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
104
0.605
0.47
0.16
1.1735
0.4975
0.2405
0.345
0
0
1
12
10.812608
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100
112
0.435
0.32
0.08
0.3325
0.1485
0.0635
0.105
0
1
0
9
7.209131
XGBRegressor
51,995,100
3,000,100
121,123
3
0.05
100