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
1,691
0.625
0.47
0.155
1.1955
0.643
0.2055
0.3145
0
1
0
12
10.204651
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,700
0.635
0.5
0.17
1.4345
0.611
0.309
0.418
0
0
1
12
11.567135
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,710
0.645
0.51
0.195
1.226
0.5885
0.2215
0.3745
0
0
1
10
11.532319
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,711
0.645
0.51
0.16
1.33
0.6665
0.309
0.317
0
0
1
9
10.116264
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,715
0.645
0.485
0.15
1.2215
0.5695
0.2735
0.33
0
0
1
9
10.387757
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,718
0.65
0.505
0.19
1.274
0.59
0.23
0.391
0
0
1
11
11.452436
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,719
0.65
0.525
0.185
1.488
0.665
0.337
0.378
0
0
1
11
10.790783
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,723
0.655
0.505
0.19
1.3485
0.5935
0.2745
0.425
1
0
0
12
11.791472
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,738
0.67
0.54
0.195
1.619
0.74
0.3305
0.465
1
0
0
11
12.185125
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,739
0.675
0.525
0.16
1.2835
0.572
0.2755
0.3545
0
0
1
13
10.423267
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,740
0.675
0.51
0.195
1.382
0.6045
0.3175
0.3965
1
0
0
10
10.963327
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,749
0.71
0.575
0.215
2.009
0.9895
0.4475
0.502
0
0
1
11
11.204172
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,754
0.72
0.55
0.205
2.125
1.1455
0.4425
0.511
0
0
1
13
10.523753
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,758
0.735
0.59
0.215
1.747
0.7275
0.403
0.557
0
0
1
11
14.003442
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,762
0.77
0.62
0.195
2.5155
1.1155
0.6415
0.642
0
0
1
12
11.968555
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,768
0.435
0.3
0.12
0.5965
0.259
0.139
0.1645
0
1
0
8
8.68921
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,771
0.455
0.325
0.135
0.82
0.4005
0.1715
0.211
0
1
0
8
8.824319
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,774
0.465
0.36
0.115
0.5795
0.295
0.1395
0.12
0
0
1
7
8.619545
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,775
0.485
0.365
0.105
0.5205
0.195
0.123
0.182
0
1
0
8
9.791602
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,780
0.515
0.35
0.155
0.9225
0.4185
0.198
0.273
0
0
1
9
9.630198
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,783
0.525
0.38
0.125
0.65
0.303
0.155
0.159
0
0
1
7
8.569515
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,785
0.535
0.425
0.135
0.771
0.3765
0.1815
0.1795
1
0
0
8
8.970615
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,786
0.535
0.385
0.18
1.0835
0.4955
0.2295
0.304
0
1
0
8
10.020773
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,788
0.545
0.415
0.2
1.358
0.567
0.318
0.403
1
0
0
10
11.768736
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,789
0.545
0.385
0.15
1.1185
0.5425
0.2445
0.2845
1
0
0
9
9.618976
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,793
0.575
0.44
0.185
1.025
0.5075
0.2245
0.2485
0
0
1
10
9.892249
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,802
0.61
0.475
0.15
1.1135
0.5195
0.2575
0.3005
1
0
0
11
10.104117
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,803
0.615
0.455
0.145
1.1155
0.5045
0.238
0.315
1
0
0
10
10.288383
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,811
0.65
0.525
0.19
1.6125
0.777
0.3685
0.3965
0
0
1
11
10.513223
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,814
0.655
0.545
0.19
1.4245
0.6325
0.333
0.378
0
0
1
10
11.38245
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,816
0.675
0.53
0.175
1.4465
0.6775
0.33
0.389
1
0
0
10
10.676361
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,829
0.365
0.27
0.085
0.197
0.0815
0.0325
0.065
0
1
0
6
6.774704
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,835
0.41
0.335
0.105
0.3305
0.1405
0.064
0.105
0
1
0
7
7.519978
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,837
0.415
0.31
0.1
0.2805
0.114
0.0565
0.0975
0
1
0
6
7.403569
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,847
0.47
0.375
0.12
0.487
0.196
0.099
0.135
0
1
0
8
8.118585
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,860
0.515
0.42
0.15
0.6725
0.2555
0.1335
0.235
0
1
0
10
11.602624
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,869
0.525
0.4
0.145
0.6095
0.248
0.159
0.175
0
1
0
9
9.64218
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,879
0.545
0.43
0.14
0.687
0.2615
0.1405
0.25
0
1
0
9
11.445447
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,883
0.555
0.41
0.125
0.599
0.2345
0.1465
0.194
0
0
1
8
10.61084
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,895
0.57
0.455
0.155
0.832
0.3585
0.174
0.277
0
0
1
11
11.156119
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,896
0.57
0.44
0.175
0.9415
0.3805
0.2285
0.283
0
0
1
9
11.294386
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,897
0.57
0.415
0.13
0.88
0.4275
0.1955
0.238
0
0
1
13
9.046557
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,900
0.575
0.45
0.155
0.9765
0.495
0.2145
0.235
0
0
1
9
9.097072
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,914
0.595
0.455
0.15
0.886
0.4315
0.201
0.223
0
0
1
10
8.785933
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,921
0.605
0.47
0.18
1.1155
0.479
0.2565
0.321
0
0
1
10
11.103774
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,930
0.62
0.49
0.16
1.035
0.44
0.2525
0.285
0
0
1
11
10.272574
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,938
0.625
0.505
0.185
1.1565
0.52
0.2405
0.3535
0
0
1
10
10.824017
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,944
0.635
0.52
0.165
1.3405
0.5065
0.296
0.412
1
0
0
11
12.602489
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,945
0.635
0.505
0.155
1.2895
0.594
0.314
0.345
1
0
0
11
10.336291
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,950
0.64
0.48
0.145
1.1145
0.508
0.24
0.34
1
0
0
10
10.462196
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,964
0.66
0.535
0.205
1.4415
0.5925
0.2775
0.49
1
0
0
10
13.775779
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,969
0.67
0.53
0.205
1.4015
0.643
0.2465
0.416
1
0
0
12
11.134888
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,984
0.75
0.55
0.195
1.8325
0.83
0.366
0.44
1
0
0
11
10.658011
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,986
0.135
0.13
0.04
0.029
0.0125
0.0065
0.008
0
1
0
4
4.161924
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,987
0.16
0.11
0.025
0.0195
0.0075
0.005
0.006
0
1
0
4
4.161924
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,992
0.29
0.21
0.07
0.1115
0.048
0.0205
0.03
0
1
0
5
5.649169
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,993
0.29
0.21
0.06
0.1195
0.056
0.0235
0.03
0
1
0
6
5.649169
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,997
0.335
0.25
0.08
0.1695
0.0695
0.044
0.0495
0
1
0
6
6.709162
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
1,998
0.35
0.235
0.08
0.17
0.0725
0.0465
0.0495
0
1
0
7
6.470771
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,002
0.36
0.27
0.085
0.196
0.0905
0.034
0.053
0
1
0
7
6.555768
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,010
0.435
0.325
0.12
0.346
0.159
0.084
0.095
0
1
0
7
7.677419
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,013
0.47
0.365
0.135
0.522
0.2395
0.1525
0.145
0
0
1
10
9.370631
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,016
0.505
0.39
0.12
0.653
0.3315
0.1385
0.167
0
0
1
9
8.532198
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,019
0.51
0.455
0.135
0.6855
0.2875
0.154
0.2035
0
1
0
9
9.694517
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,026
0.56
0.41
0.16
0.8215
0.342
0.184
0.253
1
0
0
9
11.40016
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,031
0.6
0.45
0.14
0.837
0.37
0.177
0.2425
1
0
0
10
10.143152
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,036
0.255
0.19
0.06
0.086
0.04
0.0185
0.025
0
1
0
5
5.216461
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,038
0.28
0.215
0.08
0.132
0.072
0.022
0.033
0
1
0
5
5.830715
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,039
0.285
0.215
0.07
0.1075
0.051
0.0225
0.027
0
1
0
6
5.649169
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,040
0.32
0.255
0.085
0.1745
0.072
0.033
0.057
0
1
0
8
6.774704
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,047
0.42
0.315
0.115
0.355
0.1895
0.065
0.087
0
1
0
6
7.323493
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,049
0.445
0.32
0.12
0.378
0.152
0.0825
0.12
0
1
0
8
8.275702
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,052
0.46
0.345
0.12
0.4935
0.2435
0.1175
0.132
0
0
1
8
8.677229
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,071
0.565
0.44
0.135
0.83
0.393
0.1735
0.238
1
0
0
9
9.868625
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,072
0.58
0.45
0.12
0.8685
0.418
0.1475
0.2605
0
0
1
8
10.242643
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,083
0.685
0.55
0.2
1.7725
0.813
0.387
0.49
0
0
1
11
11.197171
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,091
0.505
0.39
0.115
0.66
0.3045
0.1555
0.175
1
0
0
8
9.150038
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,102
0.41
0.31
0.11
0.315
0.124
0.082
0.095
0
1
0
9
7.610227
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,112
0.525
0.405
0.13
0.7185
0.3265
0.1975
0.175
0
0
1
8
9.163692
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,115
0.18
0.13
0.045
0.0275
0.0125
0.01
0.009
0
1
0
3
4.297115
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,133
0.44
0.35
0.11
0.4585
0.2
0.0885
0.13
0
0
1
9
9.158376
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,138
0.57
0.465
0.18
0.9995
0.405
0.277
0.295
1
0
0
16
11.733541
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,142
0.46
0.35
0.11
0.3945
0.1685
0.0865
0.125
0
1
0
9
8.057499
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,145
0.415
0.325
0.115
0.3455
0.1405
0.0765
0.11
1
0
0
9
8.939932
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,146
0.465
0.35
0.12
0.5205
0.2015
0.1625
0.185
0
0
1
11
10.719708
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,157
0.62
0.495
0.175
1.806
0.643
0.3285
0.725
0
0
1
17
20.3794
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,158
0.56
0.42
0.195
0.8085
0.3025
0.1795
0.285
0
0
1
14
13.556082
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,164
0.375
0.305
0.09
0.3245
0.1395
0.0565
0.095
0
0
1
5
8.766346
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,178
0.595
0.48
0.2
0.975
0.358
0.2035
0.34
1
0
0
15
14.563905
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,187
0.495
0.385
0.135
0.6335
0.2
0.1225
0.26
0
0
1
14
13.90016
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,198
0.27
0.19
0.08
0.081
0.0265
0.0195
0.03
0
1
0
6
5.71867
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,201
0.645
0.49
0.215
1.406
0.4265
0.2285
0.51
1
0
0
25
16.517117
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,203
0.615
0.48
0.19
1.36
0.5305
0.2375
0.47
0
0
1
18
13.823801
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,212
0.595
0.495
0.235
1.366
0.5065
0.219
0.52
1
0
0
13
15.256618
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,227
0.275
0.2
0.075
0.086
0.0305
0.019
0.03
0
1
0
7
5.649169
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,237
0.585
0.465
0.19
1.171
0.3905
0.2355
0.4
0
0
1
17
16.279459
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,239
0.46
0.36
0.115
0.4755
0.2105
0.105
0.16
1
0
0
8
10.127764
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,241
0.435
0.32
0.12
0.3785
0.152
0.0915
0.125
1
0
0
11
10.058483
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,243
0.465
0.36
0.13
0.5265
0.2105
0.1185
0.165
0
0
1
10
10.166177
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,245
0.46
0.375
0.14
0.5105
0.192
0.1045
0.205
0
0
1
9
11.956857
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100