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
2,956
0.65
0.565
0.2
1.6645
0.753
0.367
0.43
1
0
0
12
10.973206
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,958
0.655
0.515
0.2
1.494
0.7255
0.309
0.405
1
0
0
12
10.875961
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,963
0.67
0.525
0.19
1.527
0.5755
0.353
0.44
1
0
0
12
11.176676
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,964
0.67
0.525
0.17
1.4005
0.715
0.3025
0.387
0
0
1
9
10.831301
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,968
0.68
0.505
0.17
1.3435
0.657
0.297
0.355
1
0
0
12
10.514009
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,971
0.715
0.55
0.175
1.825
0.938
0.3805
0.44
0
0
1
11
10.973206
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,973
0.735
0.59
0.205
2.087
0.909
0.474
0.625
0
0
1
12
11.422808
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,984
0.535
0.4
0.15
1.224
0.618
0.275
0.2875
1
0
0
10
10.191962
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,985
0.535
0.4
0.135
0.775
0.368
0.208
0.2055
0
1
0
8
9.885897
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,989
0.56
0.425
0.135
0.9415
0.509
0.2015
0.1975
0
0
1
9
9.708697
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,992
0.595
0.43
0.165
0.9845
0.4525
0.207
0.2725
0
1
0
8
10.191962
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,996
0.62
0.5
0.17
1.148
0.5475
0.22
0.3315
1
0
0
10
10.493841
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,997
0.625
0.49
0.11
1.136
0.5265
0.1915
0.2925
1
0
0
9
10.191962
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,998
0.635
0.51
0.17
1.2235
0.532
0.271
0.354
1
0
0
9
10.514009
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,003
0.655
0.505
0.175
1.2905
0.6205
0.2965
0.326
1
0
0
10
10.493841
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,008
0.75
0.615
0.205
2.2635
0.821
0.423
0.726
1
0
0
12
11.756284
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,009
0.255
0.185
0.065
0.074
0.0305
0.0165
0.02
0
1
0
4
6.874401
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,020
0.45
0.34
0.125
0.4045
0.171
0.07
0.1345
0
1
0
8
8.937349
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,029
0.52
0.41
0.14
0.6625
0.2775
0.1555
0.196
0
1
0
11
10.346438
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,038
0.565
0.44
0.135
0.768
0.3305
0.1385
0.2475
0
1
0
9
10.454085
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,039
0.57
0.45
0.145
0.95
0.4005
0.2235
0.2845
0
0
1
10
10.875035
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,040
0.57
0.47
0.14
0.871
0.385
0.211
0.2315
1
0
0
10
9.919127
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,047
0.59
0.435
0.165
0.9765
0.4525
0.2395
0.235
0
0
1
9
9.831455
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,053
0.6
0.45
0.14
0.869
0.3425
0.195
0.291
1
0
0
11
10.875035
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,054
0.6
0.45
0.15
0.8665
0.3695
0.1955
0.255
0
0
1
12
10.741919
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,055
0.61
0.495
0.16
1.089
0.469
0.198
0.384
1
0
0
11
11.48674
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,058
0.62
0.475
0.16
0.907
0.371
0.167
0.3075
0
1
0
11
11.15231
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,063
0.635
0.49
0.155
1.145
0.4775
0.3035
0.3155
1
0
0
9
10.451484
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,069
0.655
0.54
0.165
1.403
0.6955
0.2385
0.42
0
0
1
11
10.973206
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,070
0.655
0.49
0.16
1.204
0.5455
0.2615
0.3225
1
0
0
9
10.493841
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,077
0.685
0.51
0.165
1.545
0.686
0.3775
0.4055
0
0
1
10
10.875961
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,078
0.695
0.535
0.2
1.5855
0.667
0.334
0.471
1
0
0
11
11.107679
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,081
0.73
0.55
0.205
1.908
0.5415
0.3565
0.5965
1
0
0
14
12.673909
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,088
0.425
0.32
0.085
0.262
0.1235
0.067
0.0725
0
1
0
8
8.222986
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,097
0.545
0.435
0.145
0.9385
0.3685
0.1245
0.345
0
0
1
11
11.711354
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,098
0.55
0.43
0.15
0.655
0.2635
0.122
0.221
1
0
0
8
10.62645
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,102
0.6
0.465
0.18
1.193
0.5145
0.315
0.3055
0
0
1
8
10.290013
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,105
0.29
0.215
0.06
0.1115
0.053
0.0185
0.032
0
1
0
5
7.28434
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,107
0.37
0.275
0.1
0.2815
0.1505
0.0505
0.068
0
1
0
5
8.273765
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,108
0.375
0.285
0.08
0.226
0.0975
0.04
0.0725
0
1
0
7
8.222986
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,111
0.41
0.325
0.105
0.361
0.1605
0.0665
0.103
0
1
0
8
8.43682
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,113
0.425
0.325
0.105
0.3975
0.1815
0.081
0.1175
0
1
0
7
8.894639
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,120
0.525
0.4
0.13
0.6995
0.3115
0.131
0.223
1
0
0
9
10.059972
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,131
0.675
0.505
0.16
1.532
0.74
0.357
0.3815
0
0
1
11
10.831301
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,137
0.465
0.36
0.105
0.488
0.188
0.0845
0.19
0
0
1
10
10.472927
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,141
0.18
0.135
0.08
0.033
0.0145
0.007
0.01
0
1
0
5
6.698105
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,144
0.625
0.48
0.2
1.3235
0.6075
0.3055
0.355
1
0
0
9
10.514009
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,146
0.585
0.45
0.15
1.047
0.4315
0.276
0.315
0
0
1
14
10.926856
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,156
0.535
0.44
0.165
0.875
0.279
0.18
0.3
0
0
1
10
11.42416
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,157
0.43
0.35
0.09
0.397
0.1575
0.089
0.12
1
0
0
9
9.525395
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,162
0.64
0.49
0.14
1.194
0.4445
0.238
0.375
0
0
1
15
11.840984
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,170
0.57
0.465
0.155
0.872
0.3245
0.239
0.285
1
0
0
14
10.875035
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,171
0.525
0.405
0.16
0.792
0.316
0.1455
0.28
0
0
1
13
10.992983
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,173
0.35
0.265
0.09
0.2265
0.0995
0.0575
0.065
0
0
1
6
8.834942
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,174
0.45
0.355
0.12
0.3955
0.147
0.0765
0.145
0
0
1
9
9.609152
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,175
0.51
0.405
0.12
0.61
0.229
0.131
0.235
0
1
0
11
10.793063
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,182
0.645
0.505
0.165
1.307
0.4335
0.262
0.52
0
0
1
10
13.845587
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,186
0.47
0.36
0.11
0.4965
0.237
0.127
0.13
1
0
0
6
9.508592
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,189
0.55
0.405
0.15
0.9235
0.412
0.2135
0.24
0
0
1
7
9.961422
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,192
0.525
0.405
0.115
0.72
0.3105
0.1915
0.2
1
0
0
14
10.059972
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,193
0.565
0.435
0.185
1.032
0.354
0.2045
0.31
0
0
1
20
11.15231
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,197
0.31
0.235
0.075
0.1515
0.056
0.0315
0.05
0
1
0
7
7.77782
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,198
0.45
0.335
0.14
0.478
0.1865
0.115
0.16
0
0
1
11
9.938786
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,206
0.295
0.215
0.075
0.116
0.037
0.0295
0.04
0
1
0
8
7.28434
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,207
0.48
0.38
0.125
0.523
0.2105
0.1045
0.175
0
1
0
15
9.717141
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,208
0.32
0.25
0.08
0.1565
0.057
0.034
0.06
0
1
0
9
8.158091
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,211
0.6
0.48
0.165
1.1345
0.4535
0.27
0.335
1
0
0
10
10.524909
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,214
0.57
0.495
0.16
1.0915
0.452
0.275
0.315
1
0
0
14
10.451484
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,217
0.425
0.34
0.12
0.388
0.149
0.087
0.125
0
0
1
10
9.566029
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,220
0.5
0.4
0.145
0.6025
0.216
0.138
0.21
0
0
1
11
10.672597
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,227
0.45
0.35
0.135
0.56
0.231
0.137
0.145
1
0
0
13
9.609152
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,229
0.64
0.505
0.19
1.2765
0.4835
0.328
0.4
1
0
0
12
11.592526
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,234
0.59
0.485
0.205
1.2315
0.4525
0.238
0.42
1
0
0
13
11.832115
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,244
0.69
0.555
0.205
1.8165
0.7785
0.4395
0.515
1
0
0
19
11.422808
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,247
0.61
0.495
0.19
1.213
0.464
0.306
0.365
1
0
0
15
10.869663
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,255
0.3
0.23
0.075
0.15
0.0605
0.042
0.045
0
1
0
5
7.754875
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,257
0.505
0.385
0.11
0.655
0.3185
0.15
0.185
0
0
1
9
9.491545
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,259
0.64
0.505
0.165
1.4435
0.6145
0.3035
0.39
0
0
1
18
10.861433
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,263
0.565
0.45
0.115
0.9085
0.398
0.197
0.29
0
0
1
17
10.875035
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,268
0.41
0.31
0.125
0.3595
0.1415
0.0885
0.115
0
0
1
11
9.523318
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,269
0.595
0.465
0.145
1.107
0.402
0.2415
0.31
1
0
0
12
10.6552
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,270
0.625
0.475
0.13
0.8595
0.3195
0.1775
0.24
1
0
0
13
10.481428
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,287
0.55
0.46
0.13
0.7085
0.305
0.1455
0.205
0
0
1
12
10.088831
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,290
0.51
0.395
0.12
0.6175
0.262
0.122
0.193
1
0
0
12
10.42678
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,292
0.495
0.375
0.15
0.597
0.2615
0.135
0.178
1
0
0
11
9.96644
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,293
0.575
0.455
0.185
1.156
0.5525
0.243
0.295
0
0
1
13
10.290013
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,301
0.66
0.525
0.19
1.67
0.6525
0.4875
0.49
1
0
0
11
11.107679
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,304
0.57
0.435
0.14
0.8085
0.3235
0.183
0.22
1
0
0
16
9.942024
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,308
0.275
0.2
0.08
0.099
0.037
0.024
0.03
0
0
1
5
7.568979
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,319
0.705
0.555
0.2
1.4685
0.4715
0.3235
0.52
1
0
0
19
13.005044
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,320
0.535
0.425
0.155
0.7765
0.302
0.1565
0.25
1
0
0
16
10.888725
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,322
0.48
0.37
0.13
0.5885
0.2475
0.1505
0.1595
1
0
0
15
9.521725
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,323
0.395
0.3
0.105
0.3375
0.1435
0.0755
0.098
1
0
0
12
9.151477
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,331
0.51
0.34
0.18
0.7005
0.312
0.165
0.2
1
0
0
11
10.059972
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,332
0.44
0.34
0.125
0.4895
0.1735
0.0875
0.2
0
1
0
13
10.58761
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,339
0.585
0.475
0.185
0.8575
0.3465
0.1785
0.275
1
0
0
12
10.875035
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,343
0.455
0.365
0.11
0.385
0.166
0.046
0.1345
1
0
0
13
9.566029
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,344
0.495
0.38
0.145
0.515
0.175
0.098
0.212
0
1
0
13
10.58761
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,345
0.48
0.38
0.145
0.59
0.232
0.141
0.23
1
0
0
12
10.672597
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
3,351
0.51
0.38
0.13
0.584
0.224
0.1355
0.185
1
0
0
13
10.019225
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100