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
29
0.575
0.425
0.14
0.8635
0.393
0.227
0.2
0
0
1
11
8.847475
XGBRegressor
115,301,900
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294,256
3
0.1
250
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0.54
0.475
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0.5305
0.3075
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1
0
0
16
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XGBRegressor
115,301,900
3,611,500
294,256
3
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250
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1
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XGBRegressor
115,301,900
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294,256
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250
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XGBRegressor
115,301,900
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250
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1
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XGBRegressor
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294,256
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XGBRegressor
115,301,900
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294,256
3
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0
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XGBRegressor
115,301,900
3,611,500
294,256
3
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0
1
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XGBRegressor
115,301,900
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294,256
3
0.1
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0
1
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XGBRegressor
115,301,900
3,611,500
294,256
3
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250
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1
0
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XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
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1
0
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16
13.592801
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
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0
0
1
10
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XGBRegressor
115,301,900
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294,256
3
0.1
250
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1
0
0
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XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
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0.53
0.435
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0
0
1
15
14.765842
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
104
0.605
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0
0
1
12
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XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
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0.435
0.32
0.08
0.3325
0.1485
0.0635
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0
1
0
9
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XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
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0.425
0.35
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0.165
0
0
1
9
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XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
122
0.515
0.425
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0.766
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0.1725
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1
0
0
14
11.334591
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
133
0.35
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0.095
0.211
0.086
0.056
0.068
0
1
0
7
6.933921
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
136
0.305
0.23
0.08
0.156
0.0675
0.0345
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1
0
0
7
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XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
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0.65
0.52
0.19
1.3445
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0.306
0.4465
0
0
1
16
13.559604
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
143
0.56
0.455
0.155
0.797
0.34
0.19
0.2425
0
0
1
11
9.776996
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
160
0.605
0.465
0.165
1.056
0.4215
0.2475
0.34
0
0
1
13
11.450245
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
163
0.725
0.56
0.21
2.141
0.65
0.398
1.005
1
0
0
18
20.858665
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
171
0.53
0.395
0.145
0.775
0.308
0.169
0.255
1
0
0
7
11.650541
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
174
0.235
0.16
0.04
0.048
0.0185
0.018
0.015
0
1
0
5
4.797812
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
177
0.315
0.245
0.085
0.1435
0.053
0.0475
0.05
0
1
0
8
6.866441
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
193
0.355
0.275
0.085
0.22
0.092
0.06
0.15
0
1
0
8
9.27776
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
198
0.56
0.45
0.16
0.922
0.432
0.178
0.26
0
0
1
15
10.29261
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
208
0.525
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0.17
0.8325
0.2755
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1
0
0
13
15.615643
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
229
0.53
0.415
0.16
0.783
0.2935
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0.245
1
0
0
15
12.214986
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
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0.555
0.445
0.135
0.836
0.336
0.1625
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0
0
1
13
11.103948
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
234
0.44
0.35
0.135
0.435
0.1815
0.083
0.125
0
1
0
12
8.749339
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
236
0.075
0.055
0.01
0.002
0.001
0.0005
0.0015
0
1
0
1
3.813891
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
245
0.35
0.26
0.085
0.174
0.0705
0.0345
0.06
0
1
0
10
6.846073
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
256
0.56
0.45
0.185
1.07
0.3805
0.175
0.41
0
0
1
19
18.566431
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
259
0.59
0.475
0.16
1.1015
0.4775
0.2555
0.295
1
0
0
13
10.489524
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
275
0.655
0.54
0.215
1.844
0.7425
0.327
0.585
0
0
1
22
15.670196
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
279
0.515
0.425
0.135
0.712
0.2665
0.1605
0.25
1
0
0
11
11.574244
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
284
0.515
0.38
0.175
0.9565
0.325
0.158
0.31
0
0
1
14
16.178106
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
294
0.6
0.495
0.195
1.0575
0.384
0.19
0.375
0
0
1
26
17.089766
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
300
0.405
0.305
0.095
0.3485
0.1455
0.0895
0.1
1
0
0
9
8.71737
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
301
0.54
0.435
0.175
0.892
0.322
0.174
0.335
1
0
0
13
14.095111
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
303
0.36
0.27
0.1
0.217
0.0885
0.0495
0.0715
0
0
1
6
8.533902
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
305
0.2
0.145
0.06
0.037
0.0125
0.0095
0.011
0
1
0
4
4.315859
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
307
0.645
0.515
0.24
1.5415
0.471
0.369
0.535
0
0
1
13
18.938723
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
308
0.55
0.41
0.125
0.7605
0.2505
0.1635
0.195
0
0
1
14
11.55794
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
319
0.33
0.255
0.095
0.172
0.066
0.0255
0.06
0
1
0
6
7.183939
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
321
0.19
0.145
0.04
0.038
0.0165
0.0065
0.015
0
1
0
4
4.416404
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
329
0.36
0.28
0.09
0.2255
0.0885
0.04
0.09
0
1
0
8
7.535173
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
330
0.5
0.38
0.155
0.5955
0.2135
0.161
0.2
0
0
1
12
12.647677
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
334
0.74
0.6
0.195
1.974
0.598
0.4085
0.71
1
0
0
16
23.69999
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
338
0.62
0.475
0.185
1.325
0.6045
0.325
0.33
0
0
1
13
9.829051
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
342
0.62
0.465
0.185
1.274
0.579
0.3065
0.32
0
0
1
12
10.168478
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
351
0.585
0.45
0.17
0.8685
0.3325
0.1635
0.27
1
0
0
22
11.929585
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
354
0.635
0.515
0.17
1.275
0.509
0.286
0.34
0
0
1
16
10.482752
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
357
0.645
0.525
0.19
1.8085
0.7035
0.3885
0.395
1
0
0
18
12.398765
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
361
0.59
0.465
0.15
0.997
0.392
0.246
0.34
1
0
0
12
12.922193
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
363
0.6
0.48
0.15
1.029
0.4085
0.2705
0.295
1
0
0
16
11.406734
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
365
0.63
0.515
0.16
1.016
0.4215
0.244
0.355
0
0
1
19
11.468664
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
370
0.65
0.545
0.165
1.566
0.6645
0.3455
0.415
1
0
0
16
11.29152
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
373
0.7
0.575
0.17
1.31
0.5095
0.314
0.42
1
0
0
14
14.757125
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
375
0.675
0.545
0.195
1.7345
0.6845
0.3695
0.605
1
0
0
20
13.769194
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
378
0.565
0.465
0.175
0.995
0.3895
0.183
0.37
0
0
1
15
14.812165
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
382
0.485
0.4
0.135
0.663
0.313
0.137
0.2
0
0
1
10
9.878502
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
390
0.415
0.325
0.1
0.3215
0.1535
0.0595
0.105
0
1
0
10
7.400865
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
391
0.475
0.375
0.125
0.593
0.277
0.115
0.18
0
0
1
10
8.577972
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
392
0.47
0.375
0.125
0.5615
0.252
0.137
0.18
1
0
0
10
9.640042
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
395
0.39
0.31
0.1
0.302
0.116
0.064
0.115
0
1
0
11
8.248819
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
396
0.5
0.395
0.14
0.7155
0.3165
0.176
0.24
1
0
0
10
10.406816
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
399
0.585
0.455
0.15
0.987
0.4355
0.2075
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0
0
1
11
11.071961
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
410
0.59
0.5
0.165
1.1045
0.4565
0.2425
0.34
0
0
1
15
10.651737
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
411
0.585
0.475
0.12
0.945
0.41
0.2115
0.28
0
0
1
14
10.546353
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
414
0.605
0.495
0.17
1.2385
0.528
0.2465
0.39
1
0
0
14
11.755855
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
418
0.63
0.5
0.155
1.005
0.367
0.199
0.36
1
0
0
16
14.347215
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
421
0.49
0.38
0.12
0.529
0.2165
0.139
0.155
0
1
0
11
8.557464
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
431
0.6
0.47
0.155
1.036
0.4375
0.196
0.325
0
0
1
20
12.531362
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
434
0.44
0.345
0.1
0.366
0.122
0.0905
0.12
0
1
0
13
8.866029
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
439
0.5
0.415
0.165
0.6885
0.249
0.138
0.25
0
0
1
13
14.381546
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
440
0.36
0.275
0.11
0.2335
0.095
0.0525
0.085
0
1
0
10
7.528255
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
456
0.64
0.54
0.175
1.221
0.51
0.259
0.39
1
0
0
15
13.031789
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
457
0.36
0.28
0.105
0.199
0.0695
0.045
0.08
0
1
0
9
7.741448
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
458
0.415
0.31
0.11
0.2965
0.123
0.057
0.0995
0
1
0
10
7.740129
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
509
0.56
0.445
0.155
0.8735
0.3005
0.209
0.275
0
1
0
16
10.993536
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
512
0.49
0.38
0.145
0.6725
0.249
0.181
0.21
1
0
0
10
12.566188
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
514
0.275
0.195
0.07
0.08
0.031
0.0215
0.025
1
0
0
5
6.476326
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
518
0.325
0.23
0.09
0.147
0.06
0.034
0.045
0
0
1
4
7.488304
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
521
0.36
0.27
0.09
0.1885
0.0845
0.0385
0.055
1
0
0
5
8.418603
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
531
0.46
0.355
0.13
0.458
0.192
0.1055
0.13
1
0
0
13
9.45476
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
536
0.52
0.405
0.14
0.5775
0.2
0.145
0.179
0
1
0
11
10.498879
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
542
0.42
0.325
0.115
0.2885
0.1
0.057
0.1135
0
0
1
15
9.749928
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
546
0.255
0.195
0.065
0.08
0.0315
0.018
0.027
0
0
1
8
6.251252
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
560
0.44
0.34
0.105
0.364
0.148
0.0805
0.1175
1
0
0
8
9.473601
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
565
0.35
0.255
0.065
0.179
0.0705
0.0385
0.06
0
0
1
10
8.61133
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
567
0.435
0.33
0.125
0.406
0.1685
0.1055
0.096
0
1
0
12
7.451432
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
575
0.61
0.475
0.14
1.133
0.5275
0.2355
0.35
1
0
0
11
10.064622
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
576
0.56
0.425
0.14
0.9175
0.4005
0.1975
0.26
0
1
0
10
10.754125
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
577
0.585
0.435
0.175
0.982
0.4055
0.2495
0.27
1
0
0
10
9.515235
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
578
0.58
0.445
0.15
0.8865
0.383
0.209
0.255
0
1
0
11
9.925719
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
582
0.645
0.525
0.19
1.4635
0.6615
0.3435
0.435
1
0
0
19
11.368051
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250