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
52
0.485
0.36
0.13
0.5415
0.2595
0.096
0.16
0
0
1
10
9.094352
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
55
0.5
0.4
0.14
0.6615
0.2565
0.1755
0.22
1
0
0
8
10.687411
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
64
0.52
0.4
0.12
0.58
0.234
0.1315
0.185
0
0
1
8
9.661063
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
76
0.595
0.475
0.14
0.944
0.3625
0.189
0.315
0
0
1
9
13.188472
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
77
0.6
0.47
0.15
0.922
0.363
0.194
0.305
1
0
0
10
12.132012
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
82
0.52
0.425
0.165
0.9885
0.396
0.225
0.32
1
0
0
16
13.051374
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
87
0.56
0.44
0.16
0.8645
0.3305
0.2075
0.26
0
0
1
10
11.140031
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
88
0.46
0.355
0.13
0.517
0.2205
0.114
0.165
1
0
0
9
9.840138
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
102
0.53
0.435
0.16
0.883
0.316
0.164
0.335
0
0
1
15
14.601693
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
104
0.605
0.47
0.16
1.1735
0.4975
0.2405
0.345
0
0
1
12
10.471633
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
112
0.435
0.32
0.08
0.3325
0.1485
0.0635
0.105
0
1
0
9
7.152591
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
113
0.425
0.35
0.105
0.393
0.13
0.063
0.165
0
0
1
9
11.120999
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
122
0.515
0.425
0.14
0.766
0.304
0.1725
0.255
1
0
0
14
10.924242
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
133
0.35
0.26
0.095
0.211
0.086
0.056
0.068
0
1
0
7
6.982019
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
136
0.305
0.23
0.08
0.156
0.0675
0.0345
0.048
1
0
0
7
7.033573
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
142
0.65
0.52
0.19
1.3445
0.519
0.306
0.4465
0
0
1
16
13.571965
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
143
0.56
0.455
0.155
0.797
0.34
0.19
0.2425
0
0
1
11
9.607424
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
160
0.605
0.465
0.165
1.056
0.4215
0.2475
0.34
0
0
1
13
11.289228
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
163
0.725
0.56
0.21
2.141
0.65
0.398
1.005
1
0
0
18
21.237007
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
171
0.53
0.395
0.145
0.775
0.308
0.169
0.255
1
0
0
7
11.536415
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
174
0.235
0.16
0.04
0.048
0.0185
0.018
0.015
0
1
0
5
4.854707
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
177
0.315
0.245
0.085
0.1435
0.053
0.0475
0.05
0
1
0
8
6.814199
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
193
0.355
0.275
0.085
0.22
0.092
0.06
0.15
0
1
0
8
9.617508
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
198
0.56
0.45
0.16
0.922
0.432
0.178
0.26
0
0
1
15
10.072529
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
208
0.525
0.415
0.17
0.8325
0.2755
0.1685
0.31
1
0
0
13
16.084867
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
229
0.53
0.415
0.16
0.783
0.2935
0.158
0.245
1
0
0
15
12.456629
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
230
0.555
0.445
0.135
0.836
0.336
0.1625
0.275
0
0
1
13
10.822566
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
234
0.44
0.35
0.135
0.435
0.1815
0.083
0.125
0
1
0
12
9.299138
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
236
0.075
0.055
0.01
0.002
0.001
0.0005
0.0015
0
1
0
1
3.808323
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
245
0.35
0.26
0.085
0.174
0.0705
0.0345
0.06
0
1
0
10
6.846922
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
256
0.56
0.45
0.185
1.07
0.3805
0.175
0.41
0
0
1
19
19.498568
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
259
0.59
0.475
0.16
1.1015
0.4775
0.2555
0.295
1
0
0
13
10.53082
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
275
0.655
0.54
0.215
1.844
0.7425
0.327
0.585
0
0
1
22
15.604233
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
279
0.515
0.425
0.135
0.712
0.2665
0.1605
0.25
1
0
0
11
11.404259
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
284
0.515
0.38
0.175
0.9565
0.325
0.158
0.31
0
0
1
14
18.436026
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
294
0.6
0.495
0.195
1.0575
0.384
0.19
0.375
0
0
1
26
18.386272
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
300
0.405
0.305
0.095
0.3485
0.1455
0.0895
0.1
1
0
0
9
8.834518
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
301
0.54
0.435
0.175
0.892
0.322
0.174
0.335
1
0
0
13
13.605301
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
303
0.36
0.27
0.1
0.217
0.0885
0.0495
0.0715
0
0
1
6
8.399124
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
305
0.2
0.145
0.06
0.037
0.0125
0.0095
0.011
0
1
0
4
4.329286
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
307
0.645
0.515
0.24
1.5415
0.471
0.369
0.535
0
0
1
13
18.906101
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
308
0.55
0.41
0.125
0.7605
0.2505
0.1635
0.195
0
0
1
14
11.823633
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
319
0.33
0.255
0.095
0.172
0.066
0.0255
0.06
0
1
0
6
6.999767
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
321
0.19
0.145
0.04
0.038
0.0165
0.0065
0.015
0
1
0
4
4.316375
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
329
0.36
0.28
0.09
0.2255
0.0885
0.04
0.09
0
1
0
8
7.812083
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
330
0.5
0.38
0.155
0.5955
0.2135
0.161
0.2
0
0
1
12
12.410187
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
334
0.74
0.6
0.195
1.974
0.598
0.4085
0.71
1
0
0
16
22.713615
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
338
0.62
0.475
0.185
1.325
0.6045
0.325
0.33
0
0
1
13
9.919156
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
342
0.62
0.465
0.185
1.274
0.579
0.3065
0.32
0
0
1
12
9.985515
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
351
0.585
0.45
0.17
0.8685
0.3325
0.1635
0.27
1
0
0
22
11.798247
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
354
0.635
0.515
0.17
1.275
0.509
0.286
0.34
0
0
1
16
10.188609
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
357
0.645
0.525
0.19
1.8085
0.7035
0.3885
0.395
1
0
0
18
12.66261
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
361
0.59
0.465
0.15
0.997
0.392
0.246
0.34
1
0
0
12
12.66261
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
363
0.6
0.48
0.15
1.029
0.4085
0.2705
0.295
1
0
0
16
11.694394
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
365
0.63
0.515
0.16
1.016
0.4215
0.244
0.355
0
0
1
19
11.619448
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
370
0.65
0.545
0.165
1.566
0.6645
0.3455
0.415
1
0
0
16
11.402955
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
373
0.7
0.575
0.17
1.31
0.5095
0.314
0.42
1
0
0
14
15.320652
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
375
0.675
0.545
0.195
1.7345
0.6845
0.3695
0.605
1
0
0
20
13.770174
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
378
0.565
0.465
0.175
0.995
0.3895
0.183
0.37
0
0
1
15
15.088799
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
382
0.485
0.4
0.135
0.663
0.313
0.137
0.2
0
0
1
10
9.859074
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
390
0.415
0.325
0.1
0.3215
0.1535
0.0595
0.105
0
1
0
10
7.468223
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
391
0.475
0.375
0.125
0.593
0.277
0.115
0.18
0
0
1
10
8.626156
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
392
0.47
0.375
0.125
0.5615
0.252
0.137
0.18
1
0
0
10
9.688637
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
395
0.39
0.31
0.1
0.302
0.116
0.064
0.115
0
1
0
11
8.263183
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
396
0.5
0.395
0.14
0.7155
0.3165
0.176
0.24
1
0
0
10
10.689487
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
399
0.585
0.455
0.15
0.987
0.4355
0.2075
0.31
0
0
1
11
10.76026
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
410
0.59
0.5
0.165
1.1045
0.4565
0.2425
0.34
0
0
1
15
10.664057
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
411
0.585
0.475
0.12
0.945
0.41
0.2115
0.28
0
0
1
14
11.804802
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
414
0.605
0.495
0.17
1.2385
0.528
0.2465
0.39
1
0
0
14
11.709451
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
418
0.63
0.5
0.155
1.005
0.367
0.199
0.36
1
0
0
16
13.911498
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
421
0.49
0.38
0.12
0.529
0.2165
0.139
0.155
0
1
0
11
8.722138
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
431
0.6
0.47
0.155
1.036
0.4375
0.196
0.325
0
0
1
20
12.663
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
434
0.44
0.345
0.1
0.366
0.122
0.0905
0.12
0
1
0
13
8.193022
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
439
0.5
0.415
0.165
0.6885
0.249
0.138
0.25
0
0
1
13
14.842223
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
440
0.36
0.275
0.11
0.2335
0.095
0.0525
0.085
0
1
0
10
7.594732
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
456
0.64
0.54
0.175
1.221
0.51
0.259
0.39
1
0
0
15
12.909689
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
457
0.36
0.28
0.105
0.199
0.0695
0.045
0.08
0
1
0
9
7.98144
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
458
0.415
0.31
0.11
0.2965
0.123
0.057
0.0995
0
1
0
10
7.821866
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
509
0.56
0.445
0.155
0.8735
0.3005
0.209
0.275
0
1
0
16
11.131157
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
512
0.49
0.38
0.145
0.6725
0.249
0.181
0.21
1
0
0
10
13.558943
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
514
0.275
0.195
0.07
0.08
0.031
0.0215
0.025
1
0
0
5
6.291112
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
518
0.325
0.23
0.09
0.147
0.06
0.034
0.045
0
0
1
4
7.499401
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
521
0.36
0.27
0.09
0.1885
0.0845
0.0385
0.055
1
0
0
5
8.356957
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
531
0.46
0.355
0.13
0.458
0.192
0.1055
0.13
1
0
0
13
9.518917
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
536
0.52
0.405
0.14
0.5775
0.2
0.145
0.179
0
1
0
11
10.368591
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
542
0.42
0.325
0.115
0.2885
0.1
0.057
0.1135
0
0
1
15
9.683253
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
546
0.255
0.195
0.065
0.08
0.0315
0.018
0.027
0
0
1
8
6.163871
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
560
0.44
0.34
0.105
0.364
0.148
0.0805
0.1175
1
0
0
8
9.371685
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
565
0.35
0.255
0.065
0.179
0.0705
0.0385
0.06
0
0
1
10
8.622054
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
567
0.435
0.33
0.125
0.406
0.1685
0.1055
0.096
0
1
0
12
7.28749
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
575
0.61
0.475
0.14
1.133
0.5275
0.2355
0.35
1
0
0
11
10.046359
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
576
0.56
0.425
0.14
0.9175
0.4005
0.1975
0.26
0
1
0
10
10.928325
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
577
0.585
0.435
0.175
0.982
0.4055
0.2495
0.27
1
0
0
10
9.629402
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
578
0.58
0.445
0.15
0.8865
0.383
0.209
0.255
0
1
0
11
9.921929
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
582
0.645
0.525
0.19
1.4635
0.6615
0.3435
0.435
1
0
0
19
11.648362
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
584
0.41
0.305
0.1
0.363
0.1735
0.065
0.11
1
0
0
11
8.583706
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
588
0.45
0.335
0.14
0.4625
0.164
0.076
0.15
0
0
1
14
10.680151
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
590
0.51
0.4
0.15
0.745
0.2865
0.1675
0.235
0
1
0
13
10.988115
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
592
0.525
0.41
0.175
0.874
0.3585
0.207
0.205
0
1
0
18
10.692869
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750
593
0.66
0.52
0.18
1.514
0.526
0.2975
0.42
1
0
0
19
13.763737
XGBRegressor
303,000,600
3,998,800
875,451
3
0.05
750