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
2,484
0.46
0.36
0.135
0.6105
0.1955
0.107
0.235
0
0
1
14
10.863787
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,493
0.42
0.31
0.1
0.2865
0.115
0.0735
0.085
0
1
0
8
8.273765
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,497
0.505
0.4
0.155
0.8415
0.2715
0.1775
0.285
0
0
1
12
11.378321
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,500
0.48
0.39
0.125
0.6905
0.219
0.155
0.2
1
0
0
12
10.672597
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,502
0.285
0.21
0.07
0.109
0.044
0.0265
0.033
0
1
0
5
7.28434
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,512
0.465
0.375
0.11
0.5
0.21
0.113
0.1505
0
0
1
8
9.609152
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,513
0.465
0.35
0.135
0.6265
0.259
0.1445
0.175
1
0
0
8
9.915641
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,514
0.47
0.37
0.11
0.5555
0.25
0.115
0.163
0
1
0
8
9.397389
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,520
0.525
0.425
0.19
0.872
0.4625
0.1725
0.199
0
0
1
9
9.708697
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,531
0.605
0.475
0.175
1.201
0.5395
0.275
0.309
0
0
1
10
10.290013
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,549
0.28
0.21
0.055
0.106
0.0415
0.0265
0.031
0
1
0
5
7.28434
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,553
0.315
0.235
0.07
0.149
0.058
0.0325
0.047
0
1
0
7
7.754875
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,556
0.38
0.285
0.085
0.237
0.115
0.0405
0.07
0
1
0
6
8.222986
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,557
0.39
0.295
0.1
0.279
0.1155
0.059
0.08
0
1
0
7
8.273765
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,560
0.44
0.335
0.11
0.3885
0.175
0.0835
0.111
0
1
0
7
8.43682
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,562
0.44
0.325
0.1
0.4165
0.185
0.0865
0.11
0
1
0
6
8.350406
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,570
0.465
0.355
0.11
0.474
0.23
0.1005
0.12
0
1
0
7
8.937349
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,579
0.525
0.415
0.135
0.7945
0.394
0.189
0.202
0
0
1
7
9.919127
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,582
0.53
0.41
0.14
0.681
0.3095
0.1415
0.1835
0
0
1
6
9.542344
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,592
0.59
0.465
0.14
1.046
0.4695
0.263
0.263
0
0
1
7
10.191962
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,596
0.6
0.46
0.145
0.9325
0.3985
0.2245
0.248
1
0
0
8
10.458531
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,599
0.61
0.48
0.15
1.1495
0.564
0.274
0.264
0
0
1
8
10.191962
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,603
0.62
0.51
0.175
1.2705
0.5415
0.323
0.3225
1
0
0
9
10.493841
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,608
0.625
0.49
0.175
1.1075
0.4485
0.2165
0.3595
1
0
0
8
10.579825
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,609
0.63
0.495
0.2
1.4255
0.659
0.336
0.38
1
0
0
11
10.831301
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,612
0.635
0.495
0.18
1.596
0.617
0.317
0.37
1
0
0
11
10.612594
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,613
0.635
0.495
0.195
1.297
0.556
0.2985
0.37
1
0
0
11
10.612594
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,617
0.67
0.52
0.19
1.6385
0.8115
0.369
0.391
0
0
1
9
10.861433
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,629
0.33
0.24
0.075
0.163
0.0745
0.033
0.048
0
1
0
6
7.787488
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,638
0.46
0.345
0.11
0.3755
0.1525
0.058
0.125
0
1
0
7
8.937349
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,640
0.465
0.355
0.105
0.442
0.2085
0.0975
0.1185
0
1
0
7
8.894639
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,645
0.49
0.38
0.11
0.554
0.2935
0.1005
0.15
0
0
1
8
9.439492
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,646
0.495
0.38
0.12
0.512
0.233
0.1205
0.136
0
1
0
7
8.879912
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,648
0.5
0.38
0.12
0.5765
0.273
0.135
0.145
0
0
1
9
9.505568
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,655
0.545
0.42
0.145
0.778
0.3745
0.1545
0.205
0
0
1
7
9.942024
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,657
0.545
0.4
0.14
0.778
0.368
0.215
0.18
1
0
0
9
9.542344
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,658
0.55
0.42
0.13
0.636
0.294
0.144
0.1755
0
1
0
8
9.340937
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,664
0.57
0.43
0.16
0.811
0.3875
0.159
0.2285
1
0
0
9
9.919127
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,667
0.585
0.45
0.15
0.938
0.467
0.203
0.225
1
0
0
7
9.708697
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,670
0.59
0.46
0.14
1.004
0.496
0.2165
0.26
0
0
1
9
10.191962
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,671
0.59
0.46
0.16
1.0115
0.445
0.2615
0.2565
1
0
0
8
10.11503
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,673
0.595
0.47
0.165
1.108
0.4915
0.2325
0.3345
0
0
1
9
10.493841
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,678
0.615
0.45
0.15
1.198
0.707
0.2095
0.2505
0
0
1
7
10.11503
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,683
0.625
0.495
0.185
1.3835
0.7105
0.3005
0.345
0
0
1
11
10.514009
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,687
0.63
0.51
0.175
1.3415
0.6575
0.262
0.375
0
0
1
10
10.831301
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,717
0.345
0.255
0.095
0.183
0.075
0.0385
0.06
0
1
0
6
8.158091
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,719
0.36
0.26
0.08
0.1795
0.074
0.0315
0.06
0
1
0
5
8.158091
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,721
0.375
0.29
0.14
0.3
0.14
0.0625
0.0825
0
1
0
8
8.385304
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,728
0.405
0.31
0.11
0.91
0.416
0.2075
0.0995
0
1
0
8
8.414393
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,731
0.41
0.315
0.1
0.3
0.124
0.0575
0.1
0
1
0
8
8.350406
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,739
0.45
0.335
0.095
0.3505
0.1615
0.0625
0.1185
0
1
0
7
8.757446
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,741
0.46
0.35
0.1
0.471
0.252
0.077
0.123
0
1
0
8
8.747351
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,746
0.485
0.365
0.14
0.4475
0.1895
0.0925
0.2305
0
1
0
8
10.58761
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,754
0.525
0.385
0.13
0.607
0.2355
0.125
0.195
0
1
0
8
10.58761
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,758
0.535
0.43
0.155
0.7845
0.3285
0.169
0.245
0
0
1
10
10.481428
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,761
0.55
0.425
0.145
0.89
0.4325
0.171
0.236
0
1
0
10
9.812488
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,763
0.55
0.425
0.135
0.656
0.257
0.17
0.203
0
1
0
10
10.541463
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,766
0.555
0.445
0.175
1.1465
0.551
0.244
0.2785
1
0
0
8
10.191962
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,768
0.56
0.435
0.135
0.72
0.329
0.103
0.251
0
1
0
11
10.721507
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,775
0.585
0.46
0.145
0.8465
0.339
0.167
0.295
0
1
0
10
11.15231
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,778
0.585
0.455
0.13
0.8755
0.411
0.2065
0.225
1
0
0
8
9.708697
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,780
0.59
0.475
0.14
0.977
0.4625
0.2025
0.275
0
0
1
10
10.191962
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,782
0.6
0.48
0.09
1.05
0.457
0.2685
0.28
0
0
1
8
10.191962
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,793
0.63
0.505
0.175
1.221
0.555
0.252
0.34
0
0
1
12
10.493841
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,794
0.63
0.475
0.155
1.0005
0.452
0.252
0.265
1
0
0
10
10.191962
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,795
0.63
0.47
0.15
1.1355
0.539
0.2325
0.3115
0
0
1
12
10.290013
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,796
0.63
0.525
0.195
1.3135
0.4935
0.2565
0.465
0
0
1
10
12.065632
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,797
0.64
0.505
0.155
1.1955
0.5565
0.211
0.346
0
0
1
11
10.514009
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,806
0.675
0.525
0.17
1.711
0.8365
0.352
0.475
1
0
0
9
11.107679
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,808
0.705
0.54
0.205
1.757
0.8265
0.417
0.461
1
0
0
9
11.107679
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,813
0.255
0.195
0.055
0.0725
0.0285
0.017
0.021
0
1
0
4
6.874401
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,819
0.375
0.265
0.095
0.196
0.085
0.042
0.0585
0
1
0
5
8.158091
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,826
0.5
0.365
0.13
0.5945
0.309
0.1085
0.1535
0
0
1
9
9.288016
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,829
0.52
0.395
0.145
0.77
0.424
0.142
0.1895
0
1
0
7
9.229596
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,835
0.57
0.42
0.14
0.8745
0.416
0.165
0.25
0
0
1
8
10.221911
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,838
0.59
0.47
0.155
1.1735
0.6245
0.233
0.2595
0
0
1
9
10.11503
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,841
0.595
0.435
0.16
1.057
0.4255
0.224
0.31
0
0
1
9
10.582765
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,851
0.635
0.51
0.185
1.286
0.526
0.295
0.4105
1
0
0
12
11.50098
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,855
0.655
0.515
0.155
1.309
0.524
0.346
0.385
1
0
0
11
11.155605
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,858
0.695
0.54
0.195
1.691
0.768
0.363
0.4755
0
0
1
11
11.107679
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,860
0.72
0.55
0.18
1.52
0.637
0.325
0.435
1
0
0
10
10.973206
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,862
0.735
0.57
0.21
2.2355
1.1705
0.463
0.5315
0
0
1
10
11.422808
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,869
0.37
0.28
0.085
0.198
0.0805
0.0455
0.058
0
1
0
5
8.158091
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,872
0.4
0.315
0.09
0.3245
0.151
0.073
0.088
0
1
0
8
8.222986
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,873
0.41
0.305
0.095
0.2625
0.1
0.0515
0.09
0
1
0
6
8.222986
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,875
0.435
0.335
0.095
0.298
0.109
0.058
0.115
0
1
0
7
8.757446
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,877
0.46
0.36
0.14
0.447
0.161
0.087
0.16
0
1
0
9
9.551773
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,879
0.47
0.385
0.13
0.587
0.264
0.117
0.174
0
1
0
8
9.613557
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,882
0.5
0.39
0.13
0.5075
0.2115
0.104
0.1755
0
1
0
9
9.717141
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,895
0.54
0.415
0.11
0.619
0.2755
0.15
0.1765
0
1
0
10
9.613557
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,898
0.55
0.435
0.165
0.804
0.34
0.194
0.244
0
1
0
8
10.454085
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,920
0.6
0.45
0.195
1.34
0.617
0.3255
0.3605
0
0
1
10
10.612594
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,923
0.605
0.495
0.17
1.0915
0.4365
0.2715
0.335
1
0
0
13
10.879153
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,924
0.605
0.49
0.18
1.167
0.457
0.29
0.3745
0
0
1
9
10.869663
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,935
0.62
0.475
0.195
1.3585
0.5935
0.3365
0.3745
0
0
1
10
10.612594
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,937
0.625
0.515
0.165
1.217
0.667
0.2065
0.3115
0
0
1
10
10.290013
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,945
0.635
0.485
0.19
1.3765
0.634
0.2885
0.406
1
0
0
11
10.875961
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,948
0.635
0.5
0.19
1.29
0.593
0.3045
0.352
1
0
0
8
10.514009
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,954
0.645
0.495
0.19
1.539
0.6115
0.408
0.445
0
0
1
12
11.385596
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100
2,955
0.65
0.52
0.195
1.676
0.693
0.44
0.47
0
0
1
15
11.107679
XGBRegressor
1,093,738,000
3,000,800
121,193
3
0.01
100