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
3,384
0.305
0.225
0.07
0.1485
0.0585
0.0335
0.045
1
0
0
7
7.075034
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,385
0.475
0.35
0.115
0.487
0.194
0.1455
0.125
1
0
0
13
9.436113
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,390
0.56
0.44
0.16
1.1115
0.5035
0.2785
0.26
0
0
1
10
9.814991
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,391
0.545
0.42
0.125
0.9745
0.353
0.174
0.305
0
0
1
13
14.347472
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,394
0.62
0.48
0.16
1.0765
0.412
0.253
0.3
0
0
1
13
11.18059
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,395
0.605
0.45
0.165
1.2225
0.357
0.202
0.385
1
0
0
13
16.839478
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,408
0.39
0.315
0.09
0.3095
0.147
0.05
0.09
0
1
0
7
7.270167
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,409
0.395
0.31
0.095
0.313
0.131
0.072
0.093
0
1
0
7
6.875122
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,410
0.415
0.31
0.105
0.3595
0.167
0.083
0.0915
0
1
0
6
7.069602
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,413
0.49
0.395
0.12
0.674
0.3325
0.1235
0.185
0
0
1
9
9.132012
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,414
0.49
0.37
0.105
0.5265
0.249
0.1005
0.148
1
0
0
7
8.832993
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,421
0.6
0.475
0.15
1.089
0.5195
0.223
0.292
0
0
1
11
9.67498
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,422
0.61
0.47
0.155
1.0325
0.497
0.2175
0.2785
0
0
1
9
9.700792
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,424
0.64
0.51
0.17
1.3715
0.567
0.307
0.409
0
0
1
10
11.450819
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,427
0.74
0.605
0.2
2.4925
1.1455
0.575
0.5235
0
0
1
13
10.465569
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,429
0.28
0.21
0.065
0.111
0.0425
0.0285
0.03
0
1
0
6
5.612409
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,431
0.35
0.265
0.095
0.199
0.073
0.049
0.06
0
1
0
5
6.916172
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,433
0.365
0.27
0.105
0.2155
0.0915
0.0475
0.063
0
1
0
6
7.21876
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,438
0.43
0.335
0.105
0.378
0.188
0.0785
0.09
0
1
0
6
7.109747
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,441
0.465
0.355
0.115
0.4705
0.1955
0.118
0.126
1
0
0
7
9.336234
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,445
0.495
0.4
0.145
0.578
0.2545
0.1305
0.1645
0
1
0
8
8.929478
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,449
0.52
0.395
0.125
0.8115
0.4035
0.166
0.2
0
0
1
7
9.16584
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,451
0.55
0.44
0.155
0.9155
0.3645
0.195
0.25
0
0
1
8
10.195335
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,460
0.62
0.485
0.165
1.1325
0.5235
0.2505
0.2825
0
0
1
9
9.67836
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,462
0.625
0.47
0.17
1.255
0.525
0.2415
0.405
1
0
0
10
12.064923
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,467
0.66
0.525
0.18
1.478
0.5815
0.381
0.372
0
0
1
10
11.29554
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,486
0.505
0.475
0.16
1.1155
0.509
0.239
0.3065
1
0
0
8
9.666399
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,493
0.555
0.44
0.15
0.838
0.4155
0.146
0.23
0
0
1
8
9.153251
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,495
0.56
0.415
0.13
0.7615
0.3695
0.17
0.1955
0
0
1
8
9.02807
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,496
0.575
0.44
0.145
0.87
0.3945
0.2195
0.225
0
0
1
8
8.757765
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,498
0.59
0.46
0.145
0.929
0.38
0.24
0.255
0
0
1
10
10.144309
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,499
0.595
0.47
0.165
1.0155
0.491
0.1905
0.289
1
0
0
9
9.816419
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,505
0.625
0.495
0.18
1.0815
0.4715
0.254
0.3135
0
0
1
10
10.202827
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,510
0.65
0.505
0.18
1.469
0.7115
0.3335
0.38
0
0
1
9
10.420933
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,517
0.7
0.56
0.175
1.6605
0.8605
0.3275
0.398
1
0
0
11
10.664237
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,525
0.33
0.23
0.085
0.1695
0.079
0.026
0.0505
0
1
0
6
6.24587
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,526
0.335
0.26
0.085
0.192
0.097
0.03
0.054
0
1
0
6
6.601308
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,532
0.38
0.285
0.09
0.2305
0.1005
0.039
0.0775
0
1
0
7
7.054158
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,534
0.4
0.315
0.09
0.33
0.151
0.068
0.08
0
1
0
6
6.92907
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,539
0.435
0.34
0.12
0.396
0.1775
0.081
0.125
0
1
0
8
7.916928
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,545
0.475
0.36
0.135
0.4355
0.196
0.0925
0.125
0
1
0
8
8.603248
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,547
0.48
0.355
0.125
0.494
0.2385
0.0835
0.15
0
1
0
9
7.886682
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,548
0.495
0.37
0.12
0.594
0.28
0.11
0.1375
1
0
0
7
8.236469
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,551
0.515
0.4
0.135
0.636
0.3055
0.1215
0.1855
0
1
0
9
8.298237
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,552
0.525
0.39
0.105
0.567
0.2875
0.1075
0.16
0
1
0
8
7.778429
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,558
0.55
0.425
0.155
0.8725
0.412
0.187
0.2425
0
1
0
10
9.083094
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,559
0.565
0.45
0.175
1.2365
0.5305
0.2455
0.308
1
0
0
10
10.097265
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,561
0.57
0.42
0.13
0.7745
0.3535
0.1505
0.2365
0
1
0
9
9.83389
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,565
0.575
0.475
0.16
0.895
0.3605
0.221
0.271
1
0
0
9
10.772713
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,567
0.58
0.46
0.14
0.9265
0.4135
0.1845
0.27
0
1
0
10
10.00213
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,580
0.62
0.48
0.165
1.043
0.4835
0.221
0.31
1
0
0
10
10.106342
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,582
0.625
0.475
0.16
1.3335
0.605
0.2875
0.319
1
0
0
10
10.103351
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,587
0.635
0.495
0.17
1.3695
0.657
0.3055
0.365
0
0
1
10
10.366004
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,589
0.65
0.515
0.18
1.463
0.658
0.3135
0.4115
0
0
1
11
11.080989
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,593
0.655
0.53
0.165
1.2835
0.583
0.1255
0.4
1
0
0
8
13.188553
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,596
0.675
0.515
0.145
1.265
0.6025
0.299
0.325
0
0
1
10
10.292525
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,601
0.37
0.285
0.095
0.226
0.1135
0.0515
0.0675
0
1
0
8
6.983376
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,603
0.42
0.325
0.11
0.325
0.1245
0.0755
0.1025
0
1
0
7
7.563512
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,610
0.58
0.45
0.16
0.8675
0.3935
0.221
0.215
0
0
1
9
8.935924
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,612
0.6
0.46
0.18
1.14
0.423
0.2575
0.365
0
0
1
10
12.626184
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,613
0.61
0.49
0.17
1.3475
0.7045
0.25
0.3045
1
0
0
11
9.911403
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,614
0.615
0.475
0.155
1.0735
0.4375
0.2585
0.31
0
0
1
11
10.528911
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,616
0.615
0.495
0.2
1.304
0.5795
0.3115
0.371
0
0
1
14
11.161194
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,621
0.655
0.455
0.17
1.275
0.583
0.303
0.333
1
0
0
8
10.269765
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,622
0.655
0.505
0.165
1.27
0.6035
0.262
0.335
0
0
1
10
10.023438
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,623
0.66
0.53
0.175
1.583
0.7395
0.3505
0.405
0
0
1
10
10.691791
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,625
0.67
0.525
0.195
1.42
0.573
0.368
0.3905
1
0
0
10
12.190453
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,633
0.3
0.22
0.065
0.1195
0.052
0.0155
0.035
0
1
0
5
5.724453
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,639
0.44
0.32
0.095
0.3275
0.1495
0.059
0.1
0
1
0
8
7.289714
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,643
0.47
0.345
0.12
0.3685
0.1525
0.0615
0.125
0
1
0
8
9.107229
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,645
0.475
0.335
0.1
0.4425
0.1895
0.086
0.135
0
1
0
9
7.81434
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,651
0.525
0.405
0.125
0.657
0.2985
0.1505
0.168
0
1
0
10
8.374717
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,662
0.55
0.45
0.14
0.753
0.3445
0.1325
0.24
0
1
0
8
10.253036
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,670
0.59
0.465
0.135
0.9895
0.4235
0.199
0.28
0
0
1
8
9.848235
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,674
0.595
0.45
0.165
1.081
0.49
0.2525
0.279
1
0
0
12
9.740895
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,692
0.65
0.52
0.17
1.3655
0.6155
0.2885
0.36
0
0
1
11
10.286354
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,697
0.65
0.51
0.175
1.155
0.4955
0.2025
0.385
0
0
1
12
11.83285
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,707
0.675
0.51
0.17
1.527
0.809
0.318
0.341
0
0
1
11
9.877634
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,711
0.705
0.55
0.21
1.4385
0.655
0.3255
0.462
0
0
1
11
12.495293
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,712
0.705
0.53
0.17
1.564
0.612
0.394
0.44
1
0
0
10
11.339729
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,714
0.725
0.56
0.185
1.792
0.873
0.367
0.435
1
0
0
11
10.406089
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,715
0.78
0.6
0.21
2.548
1.1945
0.5745
0.6745
0
0
1
11
11.17256
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,716
0.235
0.13
0.075
0.1585
0.0685
0.037
0.0465
0
1
0
5
5.172291
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,722
0.465
0.36
0.105
0.452
0.22
0.159
0.1035
0
1
0
9
7.413599
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,726
0.5
0.395
0.145
0.7865
0.332
0.1815
0.2455
0
1
0
8
11.314686
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,728
0.51
0.375
0.15
0.8415
0.3845
0.156
0.255
0
1
0
10
11.246176
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,729
0.51
0.38
0.135
0.681
0.3435
0.142
0.17
0
0
1
9
8.631058
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,737
0.625
0.47
0.15
1.124
0.556
0.2315
0.287
0
0
1
9
9.376365
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,743
0.705
0.555
0.195
1.7525
0.7105
0.4215
0.516
1
0
0
12
12.64908
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,746
0.36
0.265
0.085
0.1865
0.0675
0.037
0.0615
0
1
0
7
7.101493
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,757
0.52
0.41
0.14
0.699
0.3395
0.129
0.1945
0
1
0
10
9.13494
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,760
0.53
0.425
0.13
0.702
0.2975
0.1395
0.22
0
0
1
9
9.693782
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,761
0.53
0.42
0.135
0.675
0.294
0.156
0.1825
0
0
1
10
9.232019
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,762
0.53
0.395
0.115
0.475
0.2025
0.101
0.148
0
1
0
8
8.081615
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,763
0.53
0.41
0.15
0.612
0.2435
0.1525
0.1895
0
1
0
11
9.928538
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,767
0.555
0.46
0.16
0.86
0.3345
0.1935
0.275
0
0
1
10
11.222755
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,773
0.575
0.46
0.15
0.927
0.333
0.207
0.2985
1
0
0
9
12.697294
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,774
0.58
0.42
0.14
0.701
0.3285
0.102
0.2255
0
1
0
9
9.348576
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,788
0.63
0.475
0.15
1.072
0.433
0.2975
0.315
1
0
0
8
11.30773
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,789
0.645
0.51
0.155
1.129
0.5015
0.24
0.342
1
0
0
10
10.093069
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250