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
4,040
0.575
0.45
0.12
0.9585
0.447
0.169
0.275
1
0
0
12
10.592165
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,046
0.6
0.46
0.155
0.6655
0.285
0.149
0.269
0
0
1
11
10.571512
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,054
0.635
0.5
0.18
1.2565
0.539
0.292
0.35
1
0
0
10
10.514907
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,055
0.645
0.5
0.15
1.159
0.4675
0.3355
0.31
1
0
0
9
10.645577
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,065
0.37
0.275
0.08
0.2325
0.093
0.056
0.072
0
1
0
6
6.648662
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,071
0.485
0.375
0.11
0.464
0.2015
0.09
0.149
0
1
0
8
8.281176
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,073
0.515
0.395
0.125
0.5805
0.2365
0.1075
0.19
0
1
0
9
9.253531
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,074
0.52
0.4
0.14
0.622
0.278
0.1455
0.169
0
1
0
8
9.062024
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,077
0.55
0.435
0.125
0.741
0.348
0.1585
0.206
0
1
0
9
8.969647
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,081
0.56
0.45
0.145
0.9355
0.425
0.1645
0.2725
0
0
1
11
10.436866
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,092
0.625
0.49
0.19
1.7015
0.7465
0.4105
0.3855
1
0
0
11
11.133476
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,097
0.635
0.5
0.18
1.2915
0.594
0.2695
0.37
0
0
1
9
10.36237
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,104
0.71
0.545
0.175
1.907
0.8725
0.4565
0.475
1
0
0
11
12.327647
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,108
0.48
0.35
0.1
0.519
0.2365
0.1275
0.126
0
1
0
7
7.32756
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,116
0.625
0.48
0.16
1.2415
0.6575
0.2625
0.2785
0
0
1
9
9.392015
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,122
0.46
0.365
0.11
0.4495
0.1755
0.102
0.15
0
1
0
8
8.580858
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,126
0.55
0.42
0.145
0.7385
0.321
0.1485
0.252
0
0
1
11
11.089823
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,127
0.55
0.445
0.11
0.7935
0.378
0.142
0.26
0
1
0
10
11.007054
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,129
0.57
0.425
0.14
0.7655
0.331
0.14
0.24
0
1
0
10
10.472405
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,135
0.6
0.5
0.17
1.13
0.4405
0.267
0.335
1
0
0
11
11.565502
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,138
0.63
0.49
0.155
1.229
0.535
0.29
0.335
0
0
1
11
10.383275
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,141
0.65
0.505
0.165
1.357
0.5725
0.281
0.43
1
0
0
11
11.725829
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,145
0.67
0.525
0.2
1.7405
0.6205
0.297
0.657
0
0
1
11
14.968967
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,146
0.695
0.53
0.21
1.51
0.664
0.4095
0.385
0
0
1
10
11.430183
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,148
0.77
0.605
0.175
2.0505
0.8005
0.526
0.355
0
0
1
11
10.903408
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,152
0.37
0.28
0.09
0.218
0.0995
0.0545
0.0615
0
1
0
7
7.012571
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,154
0.435
0.33
0.095
0.393
0.219
0.075
0.0885
0
1
0
6
6.545054
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,157
0.475
0.36
0.14
0.5135
0.241
0.1045
0.155
0
0
1
8
9.404295
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,158
0.48
0.355
0.11
0.4495
0.201
0.089
0.14
0
1
0
8
8.253403
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,166
0.475
0.365
0.115
0.499
0.232
0.0885
0.156
0
1
0
10
7.923015
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,171
0.56
0.43
0.155
0.8675
0.4
0.172
0.229
0
0
1
8
9.439684
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
4,173
0.59
0.44
0.135
0.966
0.439
0.2145
0.2605
0
0
1
10
10.095266
XGBRegressor
231,997,300
5,001,800
585,059
3
0.05
500
11
0.43
0.35
0.11
0.406
0.1675
0.081
0.135
0
0
1
10
8.800354
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
14
0.47
0.355
0.1
0.4755
0.1675
0.0805
0.185
1
0
0
10
7.733448
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
18
0.365
0.295
0.08
0.2555
0.097
0.043
0.1
0
0
1
7
9.217849
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
19
0.45
0.32
0.1
0.381
0.1705
0.075
0.115
0
0
1
9
8.789858
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
23
0.55
0.415
0.135
0.7635
0.318
0.21
0.2
1
0
0
9
9.771768
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
29
0.575
0.425
0.14
0.8635
0.393
0.227
0.2
0
0
1
11
8.783682
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
36
0.54
0.475
0.155
1.217
0.5305
0.3075
0.34
1
0
0
16
10.24696
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
39
0.355
0.29
0.09
0.3275
0.134
0.086
0.09
0
0
1
9
7.673189
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
41
0.55
0.425
0.135
0.8515
0.362
0.196
0.27
1
0
0
14
10.47209
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
45
0.39
0.295
0.095
0.203
0.0875
0.045
0.075
0
1
0
7
7.340948
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
52
0.485
0.36
0.13
0.5415
0.2595
0.096
0.16
0
0
1
10
9.045078
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
55
0.5
0.4
0.14
0.6615
0.2565
0.1755
0.22
1
0
0
8
10.493862
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
64
0.52
0.4
0.12
0.58
0.234
0.1315
0.185
0
0
1
8
9.601319
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
76
0.595
0.475
0.14
0.944
0.3625
0.189
0.315
0
0
1
9
13.204886
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
77
0.6
0.47
0.15
0.922
0.363
0.194
0.305
1
0
0
10
11.81417
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
82
0.52
0.425
0.165
0.9885
0.396
0.225
0.32
1
0
0
16
13.239947
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
87
0.56
0.44
0.16
0.8645
0.3305
0.2075
0.26
0
0
1
10
11.389597
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
88
0.46
0.355
0.13
0.517
0.2205
0.114
0.165
1
0
0
9
9.943759
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
102
0.53
0.435
0.16
0.883
0.316
0.164
0.335
0
0
1
15
14.873526
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
104
0.605
0.47
0.16
1.1735
0.4975
0.2405
0.345
0
0
1
12
10.552981
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
112
0.435
0.32
0.08
0.3325
0.1485
0.0635
0.105
0
1
0
9
7.082566
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
113
0.425
0.35
0.105
0.393
0.13
0.063
0.165
0
0
1
9
11.671154
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
122
0.515
0.425
0.14
0.766
0.304
0.1725
0.255
1
0
0
14
11.039859
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
133
0.35
0.26
0.095
0.211
0.086
0.056
0.068
0
1
0
7
6.996539
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
136
0.305
0.23
0.08
0.156
0.0675
0.0345
0.048
1
0
0
7
6.753827
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
142
0.65
0.52
0.19
1.3445
0.519
0.306
0.4465
0
0
1
16
13.498712
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
143
0.56
0.455
0.155
0.797
0.34
0.19
0.2425
0
0
1
11
9.268601
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
160
0.605
0.465
0.165
1.056
0.4215
0.2475
0.34
0
0
1
13
10.889738
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
163
0.725
0.56
0.21
2.141
0.65
0.398
1.005
1
0
0
18
21.19572
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
171
0.53
0.395
0.145
0.775
0.308
0.169
0.255
1
0
0
7
11.424811
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
174
0.235
0.16
0.04
0.048
0.0185
0.018
0.015
0
1
0
5
4.814901
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
177
0.315
0.245
0.085
0.1435
0.053
0.0475
0.05
0
1
0
8
6.959313
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
193
0.355
0.275
0.085
0.22
0.092
0.06
0.15
0
1
0
8
10.242858
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
198
0.56
0.45
0.16
0.922
0.432
0.178
0.26
0
0
1
15
10.15593
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
208
0.525
0.415
0.17
0.8325
0.2755
0.1685
0.31
1
0
0
13
16.933998
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
229
0.53
0.415
0.16
0.783
0.2935
0.158
0.245
1
0
0
15
12.755606
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
230
0.555
0.445
0.135
0.836
0.336
0.1625
0.275
0
0
1
13
10.962243
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
234
0.44
0.35
0.135
0.435
0.1815
0.083
0.125
0
1
0
12
9.082524
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
236
0.075
0.055
0.01
0.002
0.001
0.0005
0.0015
0
1
0
1
3.766108
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
245
0.35
0.26
0.085
0.174
0.0705
0.0345
0.06
0
1
0
10
6.694702
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
256
0.56
0.45
0.185
1.07
0.3805
0.175
0.41
0
0
1
19
19.999142
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
259
0.59
0.475
0.16
1.1015
0.4775
0.2555
0.295
1
0
0
13
10.492236
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
275
0.655
0.54
0.215
1.844
0.7425
0.327
0.585
0
0
1
22
15.790629
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
279
0.515
0.425
0.135
0.712
0.2665
0.1605
0.25
1
0
0
11
11.456213
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
284
0.515
0.38
0.175
0.9565
0.325
0.158
0.31
0
0
1
14
16.84431
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
294
0.6
0.495
0.195
1.0575
0.384
0.19
0.375
0
0
1
26
18.25303
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
300
0.405
0.305
0.095
0.3485
0.1455
0.0895
0.1
1
0
0
9
8.688701
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
301
0.54
0.435
0.175
0.892
0.322
0.174
0.335
1
0
0
13
14.030638
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
303
0.36
0.27
0.1
0.217
0.0885
0.0495
0.0715
0
0
1
6
8.277376
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
305
0.2
0.145
0.06
0.037
0.0125
0.0095
0.011
0
1
0
4
4.332949
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
307
0.645
0.515
0.24
1.5415
0.471
0.369
0.535
0
0
1
13
19.506199
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
308
0.55
0.41
0.125
0.7605
0.2505
0.1635
0.195
0
0
1
14
11.596069
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
319
0.33
0.255
0.095
0.172
0.066
0.0255
0.06
0
1
0
6
7.250958
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
321
0.19
0.145
0.04
0.038
0.0165
0.0065
0.015
0
1
0
4
4.219231
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
329
0.36
0.28
0.09
0.2255
0.0885
0.04
0.09
0
1
0
8
7.760384
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
330
0.5
0.38
0.155
0.5955
0.2135
0.161
0.2
0
0
1
12
12.723854
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
334
0.74
0.6
0.195
1.974
0.598
0.4085
0.71
1
0
0
16
24.45252
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
338
0.62
0.475
0.185
1.325
0.6045
0.325
0.33
0
0
1
13
9.619729
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
342
0.62
0.465
0.185
1.274
0.579
0.3065
0.32
0
0
1
12
9.683894
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
351
0.585
0.45
0.17
0.8685
0.3325
0.1635
0.27
1
0
0
22
11.857632
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
354
0.635
0.515
0.17
1.275
0.509
0.286
0.34
0
0
1
16
10.200358
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
357
0.645
0.525
0.19
1.8085
0.7035
0.3885
0.395
1
0
0
18
13.170242
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
361
0.59
0.465
0.15
0.997
0.392
0.246
0.34
1
0
0
12
12.580372
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
363
0.6
0.48
0.15
1.029
0.4085
0.2705
0.295
1
0
0
16
11.576528
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
365
0.63
0.515
0.16
1.016
0.4215
0.244
0.355
0
0
1
19
11.269094
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
370
0.65
0.545
0.165
1.566
0.6645
0.3455
0.415
1
0
0
16
11.28124
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
373
0.7
0.575
0.17
1.31
0.5095
0.314
0.42
1
0
0
14
16.043789
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
375
0.675
0.545
0.195
1.7345
0.6845
0.3695
0.605
1
0
0
20
13.501211
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500