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
4,141
0.65
0.505
0.165
1.357
0.5725
0.281
0.43
1
0
0
11
11.553554
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,145
0.67
0.525
0.2
1.7405
0.6205
0.297
0.657
0
0
1
11
14.680864
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,146
0.695
0.53
0.21
1.51
0.664
0.4095
0.385
0
0
1
10
11.209375
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,148
0.77
0.605
0.175
2.0505
0.8005
0.526
0.355
0
0
1
11
11.995713
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,152
0.37
0.28
0.09
0.218
0.0995
0.0545
0.0615
0
1
0
7
6.800033
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,154
0.435
0.33
0.095
0.393
0.219
0.075
0.0885
0
1
0
6
6.265312
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,157
0.475
0.36
0.14
0.5135
0.241
0.1045
0.155
0
0
1
8
9.316381
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,158
0.48
0.355
0.11
0.4495
0.201
0.089
0.14
0
1
0
8
8.077698
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,166
0.475
0.365
0.115
0.499
0.232
0.0885
0.156
0
1
0
10
7.882474
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,171
0.56
0.43
0.155
0.8675
0.4
0.172
0.229
0
0
1
8
9.347808
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
4,173
0.59
0.44
0.135
0.966
0.439
0.2145
0.2605
0
0
1
10
9.651875
XGBRegressor
208,999,700
4,001,100
584,853
3
0.1
500
11
0.43
0.35
0.11
0.406
0.1675
0.081
0.135
0
0
1
10
9.166732
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
14
0.47
0.355
0.1
0.4755
0.1675
0.0805
0.185
1
0
0
10
9.772147
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
18
0.365
0.295
0.08
0.2555
0.097
0.043
0.1
0
0
1
7
8.740162
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
19
0.45
0.32
0.1
0.381
0.1705
0.075
0.115
0
0
1
9
9.095774
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
23
0.55
0.415
0.135
0.7635
0.318
0.21
0.2
1
0
0
9
9.65077
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
29
0.575
0.425
0.14
0.8635
0.393
0.227
0.2
0
0
1
11
9.455318
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
36
0.54
0.475
0.155
1.217
0.5305
0.3075
0.34
1
0
0
16
10.479734
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
39
0.355
0.29
0.09
0.3275
0.134
0.086
0.09
0
0
1
9
8.562887
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
41
0.55
0.425
0.135
0.8515
0.362
0.196
0.27
1
0
0
14
11.098365
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
45
0.39
0.295
0.095
0.203
0.0875
0.045
0.075
0
1
0
7
7.158628
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
52
0.485
0.36
0.13
0.5415
0.2595
0.096
0.16
0
0
1
10
9.466968
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
55
0.5
0.4
0.14
0.6615
0.2565
0.1755
0.22
1
0
0
8
11.248031
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
64
0.52
0.4
0.12
0.58
0.234
0.1315
0.185
0
0
1
8
9.988647
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
76
0.595
0.475
0.14
0.944
0.3625
0.189
0.315
0
0
1
9
12.828333
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
77
0.6
0.47
0.15
0.922
0.363
0.194
0.305
1
0
0
10
12.334571
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
82
0.52
0.425
0.165
0.9885
0.396
0.225
0.32
1
0
0
16
13.214473
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
87
0.56
0.44
0.16
0.8645
0.3305
0.2075
0.26
0
0
1
10
11.508781
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
88
0.46
0.355
0.13
0.517
0.2205
0.114
0.165
1
0
0
9
9.778709
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
102
0.53
0.435
0.16
0.883
0.316
0.164
0.335
0
0
1
15
13.987896
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
104
0.605
0.47
0.16
1.1735
0.4975
0.2405
0.345
0
0
1
12
10.815996
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
112
0.435
0.32
0.08
0.3325
0.1485
0.0635
0.105
0
1
0
9
7.191799
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
113
0.425
0.35
0.105
0.393
0.13
0.063
0.165
0
0
1
9
10.319151
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
122
0.515
0.425
0.14
0.766
0.304
0.1725
0.255
1
0
0
14
11.438117
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
133
0.35
0.26
0.095
0.211
0.086
0.056
0.068
0
1
0
7
7.057175
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
136
0.305
0.23
0.08
0.156
0.0675
0.0345
0.048
1
0
0
7
7.327959
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
142
0.65
0.52
0.19
1.3445
0.519
0.306
0.4465
0
0
1
16
13.560923
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
143
0.56
0.455
0.155
0.797
0.34
0.19
0.2425
0
0
1
11
10.486453
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
160
0.605
0.465
0.165
1.056
0.4215
0.2475
0.34
0
0
1
13
12.014686
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
163
0.725
0.56
0.21
2.141
0.65
0.398
1.005
1
0
0
18
19.315882
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
171
0.53
0.395
0.145
0.775
0.308
0.169
0.255
1
0
0
7
11.441662
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
174
0.235
0.16
0.04
0.048
0.0185
0.018
0.015
0
1
0
5
4.93793
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
177
0.315
0.245
0.085
0.1435
0.053
0.0475
0.05
0
1
0
8
6.66485
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
193
0.355
0.275
0.085
0.22
0.092
0.06
0.15
0
1
0
8
7.976461
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
198
0.56
0.45
0.16
0.922
0.432
0.178
0.26
0
0
1
15
10.256968
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
208
0.525
0.415
0.17
0.8325
0.2755
0.1685
0.31
1
0
0
13
14.223234
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
229
0.53
0.415
0.16
0.783
0.2935
0.158
0.245
1
0
0
15
11.494123
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
230
0.555
0.445
0.135
0.836
0.336
0.1625
0.275
0
0
1
13
11.361637
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
234
0.44
0.35
0.135
0.435
0.1815
0.083
0.125
0
1
0
12
8.440161
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
236
0.075
0.055
0.01
0.002
0.001
0.0005
0.0015
0
1
0
1
4.105628
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
245
0.35
0.26
0.085
0.174
0.0705
0.0345
0.06
0
1
0
10
6.817103
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
256
0.56
0.45
0.185
1.07
0.3805
0.175
0.41
0
0
1
19
15.79584
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
259
0.59
0.475
0.16
1.1015
0.4775
0.2555
0.295
1
0
0
13
10.487611
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
275
0.655
0.54
0.215
1.844
0.7425
0.327
0.585
0
0
1
22
15.532979
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
279
0.515
0.425
0.135
0.712
0.2665
0.1605
0.25
1
0
0
11
12.086707
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
284
0.515
0.38
0.175
0.9565
0.325
0.158
0.31
0
0
1
14
13.953744
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
294
0.6
0.495
0.195
1.0575
0.384
0.19
0.375
0
0
1
26
15.458159
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
300
0.405
0.305
0.095
0.3485
0.1455
0.0895
0.1
1
0
0
9
8.763588
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
301
0.54
0.435
0.175
0.892
0.322
0.174
0.335
1
0
0
13
13.783898
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
303
0.36
0.27
0.1
0.217
0.0885
0.0495
0.0715
0
0
1
6
8.544517
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
305
0.2
0.145
0.06
0.037
0.0125
0.0095
0.011
0
1
0
4
4.481779
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
307
0.645
0.515
0.24
1.5415
0.471
0.369
0.535
0
0
1
13
17.158558
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
308
0.55
0.41
0.125
0.7605
0.2505
0.1635
0.195
0
0
1
14
11.630176
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
319
0.33
0.255
0.095
0.172
0.066
0.0255
0.06
0
1
0
6
6.868352
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
321
0.19
0.145
0.04
0.038
0.0165
0.0065
0.015
0
1
0
4
4.52302
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
329
0.36
0.28
0.09
0.2255
0.0885
0.04
0.09
0
1
0
8
7.173043
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
330
0.5
0.38
0.155
0.5955
0.2135
0.161
0.2
0
0
1
12
11.834381
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
334
0.74
0.6
0.195
1.974
0.598
0.4085
0.71
1
0
0
16
19.291872
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
338
0.62
0.475
0.185
1.325
0.6045
0.325
0.33
0
0
1
13
10.380974
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
342
0.62
0.465
0.185
1.274
0.579
0.3065
0.32
0
0
1
12
10.670819
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
351
0.585
0.45
0.17
0.8685
0.3325
0.1635
0.27
1
0
0
22
11.646256
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
354
0.635
0.515
0.17
1.275
0.509
0.286
0.34
0
0
1
16
10.60789
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
357
0.645
0.525
0.19
1.8085
0.7035
0.3885
0.395
1
0
0
18
11.595297
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
361
0.59
0.465
0.15
0.997
0.392
0.246
0.34
1
0
0
12
13.012689
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
363
0.6
0.48
0.15
1.029
0.4085
0.2705
0.295
1
0
0
16
11.329675
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
365
0.63
0.515
0.16
1.016
0.4215
0.244
0.355
0
0
1
19
12.050211
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
370
0.65
0.545
0.165
1.566
0.6645
0.3455
0.415
1
0
0
16
11.405645
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
373
0.7
0.575
0.17
1.31
0.5095
0.314
0.42
1
0
0
14
13.035292
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
375
0.675
0.545
0.195
1.7345
0.6845
0.3695
0.605
1
0
0
20
14.003016
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
378
0.565
0.465
0.175
0.995
0.3895
0.183
0.37
0
0
1
15
13.894219
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
382
0.485
0.4
0.135
0.663
0.313
0.137
0.2
0
0
1
10
9.89174
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
390
0.415
0.325
0.1
0.3215
0.1535
0.0595
0.105
0
1
0
10
7.399464
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
391
0.475
0.375
0.125
0.593
0.277
0.115
0.18
0
0
1
10
9.328911
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
392
0.47
0.375
0.125
0.5615
0.252
0.137
0.18
1
0
0
10
9.902667
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
395
0.39
0.31
0.1
0.302
0.116
0.064
0.115
0
1
0
11
7.965617
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
396
0.5
0.395
0.14
0.7155
0.3165
0.176
0.24
1
0
0
10
10.855349
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
399
0.585
0.455
0.15
0.987
0.4355
0.2075
0.31
0
0
1
11
11.076839
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
410
0.59
0.5
0.165
1.1045
0.4565
0.2425
0.34
0
0
1
15
11.063122
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
411
0.585
0.475
0.12
0.945
0.41
0.2115
0.28
0
0
1
14
10.159109
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
414
0.605
0.495
0.17
1.2385
0.528
0.2465
0.39
1
0
0
14
11.685437
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
418
0.63
0.5
0.155
1.005
0.367
0.199
0.36
1
0
0
16
13.63303
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
421
0.49
0.38
0.12
0.529
0.2165
0.139
0.155
0
1
0
11
8.374243
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
431
0.6
0.47
0.155
1.036
0.4375
0.196
0.325
0
0
1
20
11.57009
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
434
0.44
0.345
0.1
0.366
0.122
0.0905
0.12
0
1
0
13
8.052041
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
439
0.5
0.415
0.165
0.6885
0.249
0.138
0.25
0
0
1
13
13.403049
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
440
0.36
0.275
0.11
0.2335
0.095
0.0525
0.085
0
1
0
10
7.405068
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
456
0.64
0.54
0.175
1.221
0.51
0.259
0.39
1
0
0
15
12.031703
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
457
0.36
0.28
0.105
0.199
0.0695
0.045
0.08
0
1
0
9
7.441732
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
458
0.415
0.31
0.11
0.2965
0.123
0.057
0.0995
0
1
0
10
7.634882
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750
509
0.56
0.445
0.155
0.8735
0.3005
0.209
0.275
0
1
0
16
11.455705
XGBRegressor
306,999,300
4,000,300
876,405
3
0.01
750