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
2,146
0.465
0.35
0.12
0.5205
0.2015
0.1625
0.185
0
0
1
11
10.419436
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,157
0.62
0.495
0.175
1.806
0.643
0.3285
0.725
0
0
1
17
18.76093
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,158
0.56
0.42
0.195
0.8085
0.3025
0.1795
0.285
0
0
1
14
12.769806
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,164
0.375
0.305
0.09
0.3245
0.1395
0.0565
0.095
0
0
1
5
8.734332
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,178
0.595
0.48
0.2
0.975
0.358
0.2035
0.34
1
0
0
15
14.172885
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,187
0.495
0.385
0.135
0.6335
0.2
0.1225
0.26
0
0
1
14
13.230688
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,198
0.27
0.19
0.08
0.081
0.0265
0.0195
0.03
0
1
0
6
5.802775
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,201
0.645
0.49
0.215
1.406
0.4265
0.2285
0.51
1
0
0
25
16.097729
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,203
0.615
0.48
0.19
1.36
0.5305
0.2375
0.47
0
0
1
18
13.830118
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,212
0.595
0.495
0.235
1.366
0.5065
0.219
0.52
1
0
0
13
15.687777
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,227
0.275
0.2
0.075
0.086
0.0305
0.019
0.03
0
1
0
7
5.761432
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,237
0.585
0.465
0.19
1.171
0.3905
0.2355
0.4
0
0
1
17
15.702007
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,239
0.46
0.36
0.115
0.4755
0.2105
0.105
0.16
1
0
0
8
10.080296
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,241
0.435
0.32
0.12
0.3785
0.152
0.0915
0.125
1
0
0
11
9.599265
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,243
0.465
0.36
0.13
0.5265
0.2105
0.1185
0.165
0
0
1
10
10.101951
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,245
0.46
0.375
0.14
0.5105
0.192
0.1045
0.205
0
0
1
9
11.805086
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,246
0.38
0.325
0.11
0.3105
0.12
0.074
0.105
1
0
0
10
8.879729
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,251
0.6
0.485
0.175
1.2675
0.4995
0.2815
0.38
0
0
1
13
11.599065
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,254
0.65
0.495
0.18
1.793
0.8005
0.339
0.53
0
0
1
14
12.506841
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,260
0.55
0.46
0.175
0.869
0.3155
0.1825
0.32
0
0
1
10
13.814394
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,264
0.59
0.45
0.16
0.893
0.2745
0.2185
0.345
0
1
0
14
14.037078
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,273
0.67
0.52
0.15
1.406
0.519
0.348
0.37
1
0
0
13
10.837257
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,275
0.655
0.525
0.185
1.259
0.487
0.2215
0.445
0
0
1
20
14.535222
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,278
0.51
0.405
0.13
0.7175
0.3725
0.158
0.17
0
0
1
9
8.89811
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,280
0.44
0.375
0.13
0.487
0.226
0.0965
0.155
0
0
1
9
9.499489
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,290
0.325
0.27
0.1
0.185
0.08
0.0435
0.065
0
1
0
6
7.189415
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,292
0.38
0.3
0.09
0.3215
0.1545
0.075
0.095
1
0
0
9
8.791748
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,294
0.525
0.425
0.12
0.702
0.3335
0.1465
0.22
0
0
1
12
9.621981
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,308
0.455
0.355
0.13
0.515
0.2
0.1275
0.175
0
0
1
11
10.356192
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,311
0.35
0.265
0.11
0.2965
0.1365
0.063
0.085
0
0
1
7
8.540337
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,313
0.595
0.47
0.145
0.991
0.4035
0.1505
0.34
0
0
1
16
12.86152
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,317
0.515
0.42
0.14
0.769
0.2505
0.154
0.29
0
0
1
13
13.406537
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,325
0.415
0.305
0.105
0.3605
0.12
0.082
0.1
1
0
0
10
8.849499
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,336
0.565
0.48
0.175
0.957
0.3885
0.215
0.275
1
0
0
18
11.307619
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,337
0.56
0.455
0.165
0.86
0.4015
0.1695
0.245
0
0
1
11
9.609891
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,339
0.64
0.52
0.2
1.407
0.566
0.304
0.455
0
0
1
17
13.464274
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,341
0.31
0.24
0.09
0.1455
0.0605
0.0315
0.045
0
1
0
7
6.510845
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,342
0.255
0.185
0.07
0.075
0.028
0.018
0.025
0
1
0
6
5.278809
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,349
0.45
0.36
0.105
0.4715
0.2035
0.0935
0.149
1
0
0
9
9.58667
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,354
0.635
0.495
0.15
1.081
0.4825
0.242
0.31
0
0
1
11
10.255786
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,359
0.645
0.525
0.2
1.449
0.601
0.2565
0.505
1
0
0
13
12.920429
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,360
0.545
0.44
0.175
0.7745
0.2985
0.1875
0.265
1
0
0
11
11.737087
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,362
0.66
0.525
0.205
1.3665
0.5005
0.291
0.41
1
0
0
18
12.991054
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,368
0.72
0.595
0.225
1.969
0.8045
0.423
0.66
1
0
0
16
12.485309
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,371
0.18
0.125
0.05
0.023
0.0085
0.0055
0.01
0
0
1
3
5.562323
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,385
0.45
0.345
0.115
0.496
0.1905
0.117
0.14
1
0
0
12
9.587335
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,395
0.61
0.475
0.17
1.0385
0.4435
0.241
0.32
0
1
0
14
11.672002
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,397
0.635
0.505
0.19
1.3315
0.5805
0.252
0.435
0
1
0
17
12.439516
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,403
0.29
0.225
0.08
0.1295
0.0535
0.026
0.045
0
0
1
10
7.407514
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,407
0.625
0.43
0.175
1.411
0.572
0.297
0.395
0
1
0
12
11.336925
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,408
0.62
0.485
0.17
1.208
0.4805
0.3045
0.33
0
1
0
15
11.366819
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,414
0.42
0.305
0.11
0.28
0.094
0.0785
0.0955
0
1
0
9
7.633338
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,417
0.31
0.235
0.06
0.12
0.0415
0.033
0.04
0
0
1
11
7.339367
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,418
0.465
0.35
0.13
0.494
0.1945
0.103
0.155
1
0
0
18
9.745725
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,419
0.465
0.36
0.12
0.4765
0.192
0.1125
0.16
1
0
0
10
10.136173
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,421
0.52
0.415
0.16
0.595
0.2105
0.142
0.26
0
1
0
15
13.083434
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,422
0.475
0.365
0.13
0.4805
0.1905
0.114
0.1475
1
0
0
12
9.70938
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,424
0.26
0.2
0.065
0.096
0.044
0.027
0.03
0
0
1
6
6.301807
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,427
0.26
0.19
0.075
0.0945
0.0445
0.02
0.03
0
0
1
6
6.301807
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,430
0.52
0.38
0.14
0.525
0.1775
0.115
0.185
0
1
0
11
10.104719
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,431
0.635
0.5
0.18
1.312
0.529
0.2485
0.485
1
0
0
18
13.487619
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,434
0.635
0.5
0.18
1.319
0.5485
0.292
0.49
0
1
0
16
13.505985
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,435
0.465
0.38
0.135
0.579
0.208
0.1095
0.22
1
0
0
14
11.857681
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,444
0.5
0.355
0.14
0.528
0.2125
0.149
0.14
0
0
1
9
10.263945
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,445
0.5
0.38
0.135
0.5835
0.2295
0.1265
0.18
0
0
1
12
10.307413
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,446
0.55
0.435
0.17
0.884
0.2875
0.1645
0.28
1
0
0
14
11.945105
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,458
0.2
0.145
0.05
0.036
0.0125
0.008
0.011
0
1
0
4
4.534827
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,463
0.515
0.405
0.14
0.8505
0.312
0.146
0.315
0
0
1
17
14.125482
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,468
0.37
0.275
0.08
0.227
0.093
0.0625
0.07
1
0
0
8
8.454639
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,472
0.645
0.515
0.175
1.6115
0.6745
0.384
0.385
0
0
1
14
10.910641
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,473
0.615
0.47
0.175
1.2985
0.5135
0.343
0.32
1
0
0
14
10.621218
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,477
0.57
0.42
0.155
1.008
0.377
0.193
0.34
0
0
1
13
13.158368
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,480
0.52
0.425
0.145
0.7
0.207
0.1905
0.24
1
0
0
13
13.016246
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,482
0.52
0.4
0.165
0.8565
0.2745
0.201
0.21
0
0
1
12
11.401924
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,484
0.46
0.36
0.135
0.6105
0.1955
0.107
0.235
0
0
1
14
12.261995
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,493
0.42
0.31
0.1
0.2865
0.115
0.0735
0.085
0
1
0
8
7.352038
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,497
0.505
0.4
0.155
0.8415
0.2715
0.1775
0.285
0
0
1
12
12.951097
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,500
0.48
0.39
0.125
0.6905
0.219
0.155
0.2
1
0
0
12
11.890473
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,502
0.285
0.21
0.07
0.109
0.044
0.0265
0.033
0
1
0
5
5.861099
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,512
0.465
0.375
0.11
0.5
0.21
0.113
0.1505
0
0
1
8
9.555403
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,513
0.465
0.35
0.135
0.6265
0.259
0.1445
0.175
1
0
0
8
10.041466
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,514
0.47
0.37
0.11
0.5555
0.25
0.115
0.163
0
1
0
8
8.653778
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,520
0.525
0.425
0.19
0.872
0.4625
0.1725
0.199
0
0
1
9
10.099381
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,531
0.605
0.475
0.175
1.201
0.5395
0.275
0.309
0
0
1
10
10.312536
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,549
0.28
0.21
0.055
0.106
0.0415
0.0265
0.031
0
1
0
5
5.861099
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,553
0.315
0.235
0.07
0.149
0.058
0.0325
0.047
0
1
0
7
6.359533
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,556
0.38
0.285
0.085
0.237
0.115
0.0405
0.07
0
1
0
6
7.15098
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,557
0.39
0.295
0.1
0.279
0.1155
0.059
0.08
0
1
0
7
7.352038
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,560
0.44
0.335
0.11
0.3885
0.175
0.0835
0.111
0
1
0
7
7.56809
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,562
0.44
0.325
0.1
0.4165
0.185
0.0865
0.11
0
1
0
6
7.3906
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,570
0.465
0.355
0.11
0.474
0.23
0.1005
0.12
0
1
0
7
7.975483
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,579
0.525
0.415
0.135
0.7945
0.394
0.189
0.202
0
0
1
7
9.452249
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,582
0.53
0.41
0.14
0.681
0.3095
0.1415
0.1835
0
0
1
6
9.410984
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,592
0.59
0.465
0.14
1.046
0.4695
0.263
0.263
0
0
1
7
9.797774
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,596
0.6
0.46
0.145
0.9325
0.3985
0.2245
0.248
1
0
0
8
10.245921
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,599
0.61
0.48
0.15
1.1495
0.564
0.274
0.264
0
0
1
8
9.792584
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,603
0.62
0.51
0.175
1.2705
0.5415
0.323
0.3225
1
0
0
9
10.591075
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,608
0.625
0.49
0.175
1.1075
0.4485
0.2165
0.3595
1
0
0
8
11.176916
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,609
0.63
0.495
0.2
1.4255
0.659
0.336
0.38
1
0
0
11
11.108816
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
2,612
0.635
0.495
0.18
1.596
0.617
0.317
0.37
1
0
0
11
10.682906
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500