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
2,444
0.5
0.355
0.14
0.528
0.2125
0.149
0.14
0
0
1
9
10.308704
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,445
0.5
0.38
0.135
0.5835
0.2295
0.1265
0.18
0
0
1
12
10.365296
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,446
0.55
0.435
0.17
0.884
0.2875
0.1645
0.28
1
0
0
14
12.167641
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,458
0.2
0.145
0.05
0.036
0.0125
0.008
0.011
0
1
0
4
4.378005
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,463
0.515
0.405
0.14
0.8505
0.312
0.146
0.315
0
0
1
17
14.317421
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,468
0.37
0.275
0.08
0.227
0.093
0.0625
0.07
1
0
0
8
8.340378
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,472
0.645
0.515
0.175
1.6115
0.6745
0.384
0.385
0
0
1
14
11.034548
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,473
0.615
0.47
0.175
1.2985
0.5135
0.343
0.32
1
0
0
14
10.605472
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,477
0.57
0.42
0.155
1.008
0.377
0.193
0.34
0
0
1
13
13.286225
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,480
0.52
0.425
0.145
0.7
0.207
0.1905
0.24
1
0
0
13
13.172472
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,482
0.52
0.4
0.165
0.8565
0.2745
0.201
0.21
0
0
1
12
11.568543
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,484
0.46
0.36
0.135
0.6105
0.1955
0.107
0.235
0
0
1
14
12.381273
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,493
0.42
0.31
0.1
0.2865
0.115
0.0735
0.085
0
1
0
8
7.346704
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,497
0.505
0.4
0.155
0.8415
0.2715
0.1775
0.285
0
0
1
12
13.092229
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,500
0.48
0.39
0.125
0.6905
0.219
0.155
0.2
1
0
0
12
11.978304
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,502
0.285
0.21
0.07
0.109
0.044
0.0265
0.033
0
1
0
5
5.799706
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,512
0.465
0.375
0.11
0.5
0.21
0.113
0.1505
0
0
1
8
9.505115
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,513
0.465
0.35
0.135
0.6265
0.259
0.1445
0.175
1
0
0
8
9.98172
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,514
0.47
0.37
0.11
0.5555
0.25
0.115
0.163
0
1
0
8
8.536995
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,520
0.525
0.425
0.19
0.872
0.4625
0.1725
0.199
0
0
1
9
10.157784
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,531
0.605
0.475
0.175
1.201
0.5395
0.275
0.309
0
0
1
10
10.264393
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,549
0.28
0.21
0.055
0.106
0.0415
0.0265
0.031
0
1
0
5
5.799706
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,553
0.315
0.235
0.07
0.149
0.058
0.0325
0.047
0
1
0
7
6.292188
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,556
0.38
0.285
0.085
0.237
0.115
0.0405
0.07
0
1
0
6
7.126
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,557
0.39
0.295
0.1
0.279
0.1155
0.059
0.08
0
1
0
7
7.333665
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,560
0.44
0.335
0.11
0.3885
0.175
0.0835
0.111
0
1
0
7
7.449997
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,562
0.44
0.325
0.1
0.4165
0.185
0.0865
0.11
0
1
0
6
7.288002
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,570
0.465
0.355
0.11
0.474
0.23
0.1005
0.12
0
1
0
7
7.891939
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,579
0.525
0.415
0.135
0.7945
0.394
0.189
0.202
0
0
1
7
9.397785
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,582
0.53
0.41
0.14
0.681
0.3095
0.1415
0.1835
0
0
1
6
9.42708
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,592
0.59
0.465
0.14
1.046
0.4695
0.263
0.263
0
0
1
7
9.789269
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,596
0.6
0.46
0.145
0.9325
0.3985
0.2245
0.248
1
0
0
8
10.264354
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,599
0.61
0.48
0.15
1.1495
0.564
0.274
0.264
0
0
1
8
9.739635
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,603
0.62
0.51
0.175
1.2705
0.5415
0.323
0.3225
1
0
0
9
10.546269
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,608
0.625
0.49
0.175
1.1075
0.4485
0.2165
0.3595
1
0
0
8
11.240498
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,609
0.63
0.495
0.2
1.4255
0.659
0.336
0.38
1
0
0
11
11.012
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,612
0.635
0.495
0.18
1.596
0.617
0.317
0.37
1
0
0
11
10.819631
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,613
0.635
0.495
0.195
1.297
0.556
0.2985
0.37
1
0
0
11
11.728337
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,617
0.67
0.52
0.19
1.6385
0.8115
0.369
0.391
0
0
1
9
10.794937
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,629
0.33
0.24
0.075
0.163
0.0745
0.033
0.048
0
1
0
6
6.371782
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,638
0.46
0.345
0.11
0.3755
0.1525
0.058
0.125
0
1
0
7
8.736693
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,640
0.465
0.355
0.105
0.442
0.2085
0.0975
0.1185
0
1
0
7
7.889642
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,645
0.49
0.38
0.11
0.554
0.2935
0.1005
0.15
0
0
1
8
8.676984
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,646
0.495
0.38
0.12
0.512
0.233
0.1205
0.136
0
1
0
7
7.69731
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,648
0.5
0.38
0.12
0.5765
0.273
0.135
0.145
0
0
1
9
9.004997
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,655
0.545
0.42
0.145
0.778
0.3745
0.1545
0.205
0
0
1
7
9.636996
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,657
0.545
0.4
0.14
0.778
0.368
0.215
0.18
1
0
0
9
9.214399
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,658
0.55
0.42
0.13
0.636
0.294
0.144
0.1755
0
1
0
8
8.583177
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,664
0.57
0.43
0.16
0.811
0.3875
0.159
0.2285
1
0
0
9
9.806661
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,667
0.585
0.45
0.15
0.938
0.467
0.203
0.225
1
0
0
7
8.96452
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,670
0.59
0.46
0.14
1.004
0.496
0.2165
0.26
0
0
1
9
9.752888
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,671
0.59
0.46
0.16
1.0115
0.445
0.2615
0.2565
1
0
0
8
9.760793
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,673
0.595
0.47
0.165
1.108
0.4915
0.2325
0.3345
0
0
1
9
10.750495
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,678
0.615
0.45
0.15
1.198
0.707
0.2095
0.2505
0
0
1
7
9.240173
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,683
0.625
0.495
0.185
1.3835
0.7105
0.3005
0.345
0
0
1
11
10.385044
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,687
0.63
0.51
0.175
1.3415
0.6575
0.262
0.375
0
0
1
10
10.782884
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,717
0.345
0.255
0.095
0.183
0.075
0.0385
0.06
0
1
0
6
6.939747
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,719
0.36
0.26
0.08
0.1795
0.074
0.0315
0.06
0
1
0
5
6.817103
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,721
0.375
0.29
0.14
0.3
0.14
0.0625
0.0825
0
1
0
8
8.487163
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,728
0.405
0.31
0.11
0.91
0.416
0.2075
0.0995
0
1
0
8
7.245216
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,731
0.41
0.315
0.1
0.3
0.124
0.0575
0.1
0
1
0
8
7.399464
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,739
0.45
0.335
0.095
0.3505
0.1615
0.0625
0.1185
0
1
0
7
7.766698
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,741
0.46
0.35
0.1
0.471
0.252
0.077
0.123
0
1
0
8
7.434211
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,746
0.485
0.365
0.14
0.4475
0.1895
0.0925
0.2305
0
1
0
8
11.364669
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,754
0.525
0.385
0.13
0.607
0.2355
0.125
0.195
0
1
0
8
10.642542
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,758
0.535
0.43
0.155
0.7845
0.3285
0.169
0.245
0
0
1
10
10.500272
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,761
0.55
0.425
0.145
0.89
0.4325
0.171
0.236
0
1
0
10
9.215293
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,763
0.55
0.425
0.135
0.656
0.257
0.17
0.203
0
1
0
10
10.378809
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,766
0.555
0.445
0.175
1.1465
0.551
0.244
0.2785
1
0
0
8
9.835339
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,768
0.56
0.435
0.135
0.72
0.329
0.103
0.251
0
1
0
11
10.130321
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,775
0.585
0.46
0.145
0.8465
0.339
0.167
0.295
0
1
0
10
12.460919
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,778
0.585
0.455
0.13
0.8755
0.411
0.2065
0.225
1
0
0
8
8.927222
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,780
0.59
0.475
0.14
0.977
0.4625
0.2025
0.275
0
0
1
10
9.723137
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,782
0.6
0.48
0.09
1.05
0.457
0.2685
0.28
0
0
1
8
10.031731
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,793
0.63
0.505
0.175
1.221
0.555
0.252
0.34
0
0
1
12
10.522681
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,794
0.63
0.475
0.155
1.0005
0.452
0.252
0.265
1
0
0
10
9.801478
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,795
0.63
0.47
0.15
1.1355
0.539
0.2325
0.3115
0
0
1
12
10.194162
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,796
0.63
0.525
0.195
1.3135
0.4935
0.2565
0.465
0
0
1
10
14.124739
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,797
0.64
0.505
0.155
1.1955
0.5565
0.211
0.346
0
0
1
11
10.591817
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,806
0.675
0.525
0.17
1.711
0.8365
0.352
0.475
1
0
0
9
11.278049
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,808
0.705
0.54
0.205
1.757
0.8265
0.417
0.461
1
0
0
9
11.250444
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,813
0.255
0.195
0.055
0.0725
0.0285
0.017
0.021
0
1
0
4
5.21263
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,819
0.375
0.265
0.095
0.196
0.085
0.042
0.0585
0
1
0
5
6.917845
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,826
0.5
0.365
0.13
0.5945
0.309
0.1085
0.1535
0
0
1
9
8.341631
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,829
0.52
0.395
0.145
0.77
0.424
0.142
0.1895
0
1
0
7
8.485589
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,835
0.57
0.42
0.14
0.8745
0.416
0.165
0.25
0
0
1
8
9.645966
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,838
0.59
0.47
0.155
1.1735
0.6245
0.233
0.2595
0
0
1
9
9.296309
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,841
0.595
0.435
0.16
1.057
0.4255
0.224
0.31
0
0
1
9
11.120971
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,851
0.635
0.51
0.185
1.286
0.526
0.295
0.4105
1
0
0
12
12.64958
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,855
0.655
0.515
0.155
1.309
0.524
0.346
0.385
1
0
0
11
11.364523
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,858
0.695
0.54
0.195
1.691
0.768
0.363
0.4755
0
0
1
11
11.240564
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,860
0.72
0.55
0.18
1.52
0.637
0.325
0.435
1
0
0
10
11.992862
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,862
0.735
0.57
0.21
2.2355
1.1705
0.463
0.5315
0
0
1
10
11.121344
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,869
0.37
0.28
0.085
0.198
0.0805
0.0455
0.058
0
1
0
5
7.022806
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,872
0.4
0.315
0.09
0.3245
0.151
0.073
0.088
0
1
0
8
7.129502
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,873
0.41
0.305
0.095
0.2625
0.1
0.0515
0.09
0
1
0
6
7.173043
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,875
0.435
0.335
0.095
0.298
0.109
0.058
0.115
0
1
0
7
7.790578
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,877
0.46
0.36
0.14
0.447
0.161
0.087
0.16
0
1
0
9
11.051958
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,879
0.47
0.385
0.13
0.587
0.264
0.117
0.174
0
1
0
8
8.86977
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
2,882
0.5
0.39
0.13
0.5075
0.2115
0.104
0.1755
0
1
0
9
9.383003
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750