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
3,906
0.245
0.18
0.065
0.0635
0.0245
0.0135
0.02
0
0
1
4
6.26234
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
3,907
0.48
0.39
0.15
0.6275
0.276
0.134
0.185
0
1
0
13
9.564384
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
3,912
0.52
0.405
0.14
0.6765
0.2865
0.146
0.205
0
1
0
15
9.97264
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
3,932
0.49
0.37
0.115
0.541
0.171
0.1175
0.185
1
0
0
11
10.38627
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
3,935
0.52
0.41
0.115
0.77
0.263
0.157
0.26
0
0
1
11
12.667482
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
3,940
0.505
0.39
0.105
0.6555
0.2595
0.18
0.19
0
0
1
11
10.490273
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
3,965
0.295
0.22
0.07
0.1365
0.0575
0.0295
0.035
0
1
0
6
5.878425
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
3,966
0.295
0.22
0.065
0.1295
0.052
0.028
0.035
0
1
0
6
5.878425
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
3,969
0.38
0.3
0.09
0.277
0.1655
0.0625
0.082
0
1
0
6
7.138921
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
3,971
0.4
0.295
0.095
0.252
0.1105
0.0575
0.066
0
1
0
6
7.073806
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
3,974
0.42
0.32
0.115
0.409
0.2055
0.0935
0.105
0
1
0
8
7.546835
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
3,989
0.67
0.52
0.195
1.8065
0.758
0.3735
0.5055
1
0
0
11
12.50238
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
3,993
0.72
0.6
0.235
2.2385
0.984
0.411
0.621
0
0
1
12
12.42451
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
3,994
0.185
0.135
0.045
0.032
0.011
0.0065
0.01
0
1
0
4
4.539222
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
3,995
0.245
0.175
0.055
0.0785
0.04
0.018
0.02
0
1
0
5
5.230619
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
3,998
0.375
0.28
0.08
0.2235
0.115
0.043
0.055
0
1
0
6
7.047785
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,014
0.625
0.48
0.175
1.065
0.4865
0.259
0.285
0
0
1
10
10.039039
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,019
0.66
0.515
0.155
1.4415
0.7055
0.3555
0.335
0
0
1
10
10.32127
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,024
0.33
0.245
0.065
0.1445
0.058
0.032
0.0505
0
1
0
6
6.584905
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,028
0.42
0.31
0.1
0.2805
0.1125
0.0615
0.0925
0
1
0
8
7.352038
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,036
0.54
0.42
0.14
0.74
0.3595
0.159
0.1985
0
1
0
8
9.466986
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,040
0.575
0.45
0.12
0.9585
0.447
0.169
0.275
1
0
0
12
9.897204
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,046
0.6
0.46
0.155
0.6655
0.285
0.149
0.269
0
0
1
11
11.467683
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,054
0.635
0.5
0.18
1.2565
0.539
0.292
0.35
1
0
0
10
10.652615
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,055
0.645
0.5
0.15
1.159
0.4675
0.3355
0.31
1
0
0
9
10.276704
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,065
0.37
0.275
0.08
0.2325
0.093
0.056
0.072
0
1
0
6
7.002419
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,071
0.485
0.375
0.11
0.464
0.2015
0.09
0.149
0
1
0
8
8.44851
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,073
0.515
0.395
0.125
0.5805
0.2365
0.1075
0.19
0
1
0
9
9.708531
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,074
0.52
0.4
0.14
0.622
0.278
0.1455
0.169
0
1
0
8
9.271741
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,077
0.55
0.435
0.125
0.741
0.348
0.1585
0.206
0
1
0
9
9.318981
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,081
0.56
0.45
0.145
0.9355
0.425
0.1645
0.2725
0
0
1
11
10.142566
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,092
0.625
0.49
0.19
1.7015
0.7465
0.4105
0.3855
1
0
0
11
11.12658
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,097
0.635
0.5
0.18
1.2915
0.594
0.2695
0.37
0
0
1
9
10.71347
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,104
0.71
0.545
0.175
1.907
0.8725
0.4565
0.475
1
0
0
11
11.348409
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,108
0.48
0.35
0.1
0.519
0.2365
0.1275
0.126
0
1
0
7
7.616116
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,116
0.625
0.48
0.16
1.2415
0.6575
0.2625
0.2785
0
0
1
9
9.747745
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,122
0.46
0.365
0.11
0.4495
0.1755
0.102
0.15
0
1
0
8
8.452509
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,126
0.55
0.42
0.145
0.7385
0.321
0.1485
0.252
0
0
1
11
11.040567
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,127
0.55
0.445
0.11
0.7935
0.378
0.142
0.26
0
1
0
10
10.937837
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,129
0.57
0.425
0.14
0.7655
0.331
0.14
0.24
0
1
0
10
10.378186
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,135
0.6
0.5
0.17
1.13
0.4405
0.267
0.335
1
0
0
11
11.7374
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,138
0.63
0.49
0.155
1.229
0.535
0.29
0.335
0
0
1
11
10.517583
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,141
0.65
0.505
0.165
1.357
0.5725
0.281
0.43
1
0
0
11
12.03849
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,145
0.67
0.525
0.2
1.7405
0.6205
0.297
0.657
0
0
1
11
15.156325
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,146
0.695
0.53
0.21
1.51
0.664
0.4095
0.385
0
0
1
10
11.318021
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,148
0.77
0.605
0.175
2.0505
0.8005
0.526
0.355
0
0
1
11
10.746014
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,152
0.37
0.28
0.09
0.218
0.0995
0.0545
0.0615
0
1
0
7
7.073806
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,154
0.435
0.33
0.095
0.393
0.219
0.075
0.0885
0
1
0
6
7.022922
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,157
0.475
0.36
0.14
0.5135
0.241
0.1045
0.155
0
0
1
8
9.792451
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,158
0.48
0.355
0.11
0.4495
0.201
0.089
0.14
0
1
0
8
8.390046
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,166
0.475
0.365
0.115
0.499
0.232
0.0885
0.156
0
1
0
10
8.272779
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,171
0.56
0.43
0.155
0.8675
0.4
0.172
0.229
0
0
1
8
9.436639
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
4,173
0.59
0.44
0.135
0.966
0.439
0.2145
0.2605
0
0
1
10
10.120241
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
11
0.43
0.35
0.11
0.406
0.1675
0.081
0.135
0
0
1
10
9.294949
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
14
0.47
0.355
0.1
0.4755
0.1675
0.0805
0.185
1
0
0
10
9.015346
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
18
0.365
0.295
0.08
0.2555
0.097
0.043
0.1
0
0
1
7
9.058269
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
19
0.45
0.32
0.1
0.381
0.1705
0.075
0.115
0
0
1
9
8.959147
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
23
0.55
0.415
0.135
0.7635
0.318
0.21
0.2
1
0
0
9
10.087869
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
29
0.575
0.425
0.14
0.8635
0.393
0.227
0.2
0
0
1
11
8.907324
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
36
0.54
0.475
0.155
1.217
0.5305
0.3075
0.34
1
0
0
16
10.291419
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
39
0.355
0.29
0.09
0.3275
0.134
0.086
0.09
0
0
1
9
8.195154
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
41
0.55
0.425
0.135
0.8515
0.362
0.196
0.27
1
0
0
14
10.547147
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
45
0.39
0.295
0.095
0.203
0.0875
0.045
0.075
0
1
0
7
7.326735
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
52
0.485
0.36
0.13
0.5415
0.2595
0.096
0.16
0
0
1
10
9.088374
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
55
0.5
0.4
0.14
0.6615
0.2565
0.1755
0.22
1
0
0
8
10.986583
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
64
0.52
0.4
0.12
0.58
0.234
0.1315
0.185
0
0
1
8
9.845476
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
76
0.595
0.475
0.14
0.944
0.3625
0.189
0.315
0
0
1
9
13.076474
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
77
0.6
0.47
0.15
0.922
0.363
0.194
0.305
1
0
0
10
12.226027
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
82
0.52
0.425
0.165
0.9885
0.396
0.225
0.32
1
0
0
16
12.933612
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
87
0.56
0.44
0.16
0.8645
0.3305
0.2075
0.26
0
0
1
10
11.03373
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
88
0.46
0.355
0.13
0.517
0.2205
0.114
0.165
1
0
0
9
9.743781
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
102
0.53
0.435
0.16
0.883
0.316
0.164
0.335
0
0
1
15
14.536041
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
104
0.605
0.47
0.16
1.1735
0.4975
0.2405
0.345
0
0
1
12
10.646865
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
112
0.435
0.32
0.08
0.3325
0.1485
0.0635
0.105
0
1
0
9
7.169535
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
113
0.425
0.35
0.105
0.393
0.13
0.063
0.165
0
0
1
9
10.996681
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
122
0.515
0.425
0.14
0.766
0.304
0.1725
0.255
1
0
0
14
11.34683
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
133
0.35
0.26
0.095
0.211
0.086
0.056
0.068
0
1
0
7
7.028531
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
136
0.305
0.23
0.08
0.156
0.0675
0.0345
0.048
1
0
0
7
7.049828
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
142
0.65
0.52
0.19
1.3445
0.519
0.306
0.4465
0
0
1
16
13.504732
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
143
0.56
0.455
0.155
0.797
0.34
0.19
0.2425
0
0
1
11
9.940825
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
160
0.605
0.465
0.165
1.056
0.4215
0.2475
0.34
0
0
1
13
11.521039
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
163
0.725
0.56
0.21
2.141
0.65
0.398
1.005
1
0
0
18
20.926836
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
171
0.53
0.395
0.145
0.775
0.308
0.169
0.255
1
0
0
7
11.578266
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
174
0.235
0.16
0.04
0.048
0.0185
0.018
0.015
0
1
0
5
4.847864
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
177
0.315
0.245
0.085
0.1435
0.053
0.0475
0.05
0
1
0
8
6.787087
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
193
0.355
0.275
0.085
0.22
0.092
0.06
0.15
0
1
0
8
8.698069
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
198
0.56
0.45
0.16
0.922
0.432
0.178
0.26
0
0
1
15
10.280314
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
208
0.525
0.415
0.17
0.8325
0.2755
0.1685
0.31
1
0
0
13
15.663073
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
229
0.53
0.415
0.16
0.783
0.2935
0.158
0.245
1
0
0
15
12.175958
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
230
0.555
0.445
0.135
0.836
0.336
0.1625
0.275
0
0
1
13
11.007935
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
234
0.44
0.35
0.135
0.435
0.1815
0.083
0.125
0
1
0
12
8.737046
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
236
0.075
0.055
0.01
0.002
0.001
0.0005
0.0015
0
1
0
1
3.896741
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
245
0.35
0.26
0.085
0.174
0.0705
0.0345
0.06
0
1
0
10
6.869771
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
256
0.56
0.45
0.185
1.07
0.3805
0.175
0.41
0
0
1
19
18.558977
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
259
0.59
0.475
0.16
1.1015
0.4775
0.2555
0.295
1
0
0
13
10.506124
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
275
0.655
0.54
0.215
1.844
0.7425
0.327
0.585
0
0
1
22
15.79235
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
279
0.515
0.425
0.135
0.712
0.2665
0.1605
0.25
1
0
0
11
11.731641
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
284
0.515
0.38
0.175
0.9565
0.325
0.158
0.31
0
0
1
14
17.1229
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
294
0.6
0.495
0.195
1.0575
0.384
0.19
0.375
0
0
1
26
17.564314
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
300
0.405
0.305
0.095
0.3485
0.1455
0.0895
0.1
1
0
0
9
8.630774
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500