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
1,785
0.535
0.425
0.135
0.771
0.3765
0.1815
0.1795
1
0
0
8
9.094569
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,786
0.535
0.385
0.18
1.0835
0.4955
0.2295
0.304
0
1
0
8
10.396505
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,788
0.545
0.415
0.2
1.358
0.567
0.318
0.403
1
0
0
10
11.437217
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,789
0.545
0.385
0.15
1.1185
0.5425
0.2445
0.2845
1
0
0
9
9.964041
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,793
0.575
0.44
0.185
1.025
0.5075
0.2245
0.2485
0
0
1
10
9.7229
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,802
0.61
0.475
0.15
1.1135
0.5195
0.2575
0.3005
1
0
0
11
10.326212
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,803
0.615
0.455
0.145
1.1155
0.5045
0.238
0.315
1
0
0
10
10.485439
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,811
0.65
0.525
0.19
1.6125
0.777
0.3685
0.3965
0
0
1
11
11.240388
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,814
0.655
0.545
0.19
1.4245
0.6325
0.333
0.378
0
0
1
10
11.118569
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,816
0.675
0.53
0.175
1.4465
0.6775
0.33
0.389
1
0
0
10
11.086844
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,829
0.365
0.27
0.085
0.197
0.0815
0.0325
0.065
0
1
0
6
7.150736
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,835
0.41
0.335
0.105
0.3305
0.1405
0.064
0.105
0
1
0
7
7.702229
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,837
0.415
0.31
0.1
0.2805
0.114
0.0565
0.0975
0
1
0
6
7.598697
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,847
0.47
0.375
0.12
0.487
0.196
0.099
0.135
0
1
0
8
8.310149
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,860
0.515
0.42
0.15
0.6725
0.2555
0.1335
0.235
0
1
0
10
10.928811
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,869
0.525
0.4
0.145
0.6095
0.248
0.159
0.175
0
1
0
9
9.607211
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,879
0.545
0.43
0.14
0.687
0.2615
0.1405
0.25
0
1
0
9
11.385006
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,883
0.555
0.41
0.125
0.599
0.2345
0.1465
0.194
0
0
1
8
10.535261
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,895
0.57
0.455
0.155
0.832
0.3585
0.174
0.277
0
0
1
11
11.125778
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,896
0.57
0.44
0.175
0.9415
0.3805
0.2285
0.283
0
0
1
9
11.193467
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,897
0.57
0.415
0.13
0.88
0.4275
0.1955
0.238
0
0
1
13
9.47488
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,900
0.575
0.45
0.155
0.9765
0.495
0.2145
0.235
0
0
1
9
9.47309
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,914
0.595
0.455
0.15
0.886
0.4315
0.201
0.223
0
0
1
10
9.288823
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,921
0.605
0.47
0.18
1.1155
0.479
0.2565
0.321
0
0
1
10
10.98383
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,930
0.62
0.49
0.16
1.035
0.44
0.2525
0.285
0
0
1
11
10.415458
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,938
0.625
0.505
0.185
1.1565
0.52
0.2405
0.3535
0
0
1
10
10.72438
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,944
0.635
0.52
0.165
1.3405
0.5065
0.296
0.412
1
0
0
11
12.024988
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,945
0.635
0.505
0.155
1.2895
0.594
0.314
0.345
1
0
0
11
10.622361
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,950
0.64
0.48
0.145
1.1145
0.508
0.24
0.34
1
0
0
10
10.558865
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,964
0.66
0.535
0.205
1.4415
0.5925
0.2775
0.49
1
0
0
10
12.294691
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,969
0.67
0.53
0.205
1.4015
0.643
0.2465
0.416
1
0
0
12
11.464841
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,984
0.75
0.55
0.195
1.8325
0.83
0.366
0.44
1
0
0
11
11.464841
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,986
0.135
0.13
0.04
0.029
0.0125
0.0065
0.008
0
1
0
4
4.982779
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,987
0.16
0.11
0.025
0.0195
0.0075
0.005
0.006
0
1
0
4
4.982779
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,992
0.29
0.21
0.07
0.1115
0.048
0.0205
0.03
0
1
0
5
6.096118
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,993
0.29
0.21
0.06
0.1195
0.056
0.0235
0.03
0
1
0
6
6.096118
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,997
0.335
0.25
0.08
0.1695
0.0695
0.044
0.0495
0
1
0
6
6.906026
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
1,998
0.35
0.235
0.08
0.17
0.0725
0.0465
0.0495
0
1
0
7
6.720158
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,002
0.36
0.27
0.085
0.196
0.0905
0.034
0.053
0
1
0
7
6.900671
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,010
0.435
0.325
0.12
0.346
0.159
0.084
0.095
0
1
0
7
7.798897
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,013
0.47
0.365
0.135
0.522
0.2395
0.1525
0.145
0
0
1
10
9.611247
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,016
0.505
0.39
0.12
0.653
0.3315
0.1385
0.167
0
0
1
9
8.962784
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,019
0.51
0.455
0.135
0.6855
0.2875
0.154
0.2035
0
1
0
9
9.886035
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,026
0.56
0.41
0.16
0.8215
0.342
0.184
0.253
1
0
0
9
10.954802
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,031
0.6
0.45
0.14
0.837
0.37
0.177
0.2425
1
0
0
10
10.446764
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,036
0.255
0.19
0.06
0.086
0.04
0.0185
0.025
0
1
0
5
5.601296
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,038
0.28
0.215
0.08
0.132
0.072
0.022
0.033
0
1
0
5
6.198554
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,039
0.285
0.215
0.07
0.1075
0.051
0.0225
0.027
0
1
0
6
6.08392
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,040
0.32
0.255
0.085
0.1745
0.072
0.033
0.057
0
1
0
8
7.150736
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,047
0.42
0.315
0.115
0.355
0.1895
0.065
0.087
0
1
0
6
7.706265
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,049
0.445
0.32
0.12
0.378
0.152
0.0825
0.12
0
1
0
8
8.310149
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,052
0.46
0.345
0.12
0.4935
0.2435
0.1175
0.132
0
0
1
8
9.216633
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,071
0.565
0.44
0.135
0.83
0.393
0.1735
0.238
1
0
0
9
10.071692
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,072
0.58
0.45
0.12
0.8685
0.418
0.1475
0.2605
0
0
1
8
10.250807
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,083
0.685
0.55
0.2
1.7725
0.813
0.387
0.49
0
0
1
11
11.754731
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,091
0.505
0.39
0.115
0.66
0.3045
0.1555
0.175
1
0
0
8
9.351032
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,102
0.41
0.31
0.11
0.315
0.124
0.082
0.095
0
1
0
9
7.782907
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,112
0.525
0.405
0.13
0.7185
0.3265
0.1975
0.175
0
0
1
8
9.059076
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,115
0.18
0.13
0.045
0.0275
0.0125
0.01
0.009
0
1
0
3
4.982779
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,133
0.44
0.35
0.11
0.4585
0.2
0.0885
0.13
0
0
1
9
9.38526
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,138
0.57
0.465
0.18
0.9995
0.405
0.277
0.295
1
0
0
16
11.497925
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,142
0.46
0.35
0.11
0.3945
0.1685
0.0865
0.125
0
1
0
9
8.294159
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,145
0.415
0.325
0.115
0.3455
0.1405
0.0765
0.11
1
0
0
9
8.968013
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,146
0.465
0.35
0.12
0.5205
0.2015
0.1625
0.185
0
0
1
11
10.200204
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,157
0.62
0.495
0.175
1.806
0.643
0.3285
0.725
0
0
1
17
16.253195
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,158
0.56
0.42
0.195
0.8085
0.3025
0.1795
0.285
0
0
1
14
11.710089
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,164
0.375
0.305
0.09
0.3245
0.1395
0.0565
0.095
0
0
1
5
8.892452
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,178
0.595
0.48
0.2
0.975
0.358
0.2035
0.34
1
0
0
15
13.175475
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,187
0.495
0.385
0.135
0.6335
0.2
0.1225
0.26
0
0
1
14
12.5263
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,198
0.27
0.19
0.08
0.081
0.0265
0.0195
0.03
0
1
0
6
6.101076
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,201
0.645
0.49
0.215
1.406
0.4265
0.2285
0.51
1
0
0
25
14.661622
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,203
0.615
0.48
0.19
1.36
0.5305
0.2375
0.47
0
0
1
18
12.802326
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,212
0.595
0.495
0.235
1.366
0.5065
0.219
0.52
1
0
0
13
14.42414
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,227
0.275
0.2
0.075
0.086
0.0305
0.019
0.03
0
1
0
7
6.08392
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,237
0.585
0.465
0.19
1.171
0.3905
0.2355
0.4
0
0
1
17
14.608945
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,239
0.46
0.36
0.115
0.4755
0.2105
0.105
0.16
1
0
0
8
10.050347
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,241
0.435
0.32
0.12
0.3785
0.152
0.0915
0.125
1
0
0
11
9.409278
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,243
0.465
0.36
0.13
0.5265
0.2105
0.1185
0.165
0
0
1
10
10.05831
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,245
0.46
0.375
0.14
0.5105
0.192
0.1045
0.205
0
0
1
9
11.416012
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,246
0.38
0.325
0.11
0.3105
0.12
0.074
0.105
1
0
0
10
8.968013
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,251
0.6
0.485
0.175
1.2675
0.4995
0.2815
0.38
0
0
1
13
11.573604
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,254
0.65
0.495
0.18
1.793
0.8005
0.339
0.53
0
0
1
14
12.605468
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,260
0.55
0.46
0.175
0.869
0.3155
0.1825
0.32
0
0
1
10
13.347747
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,264
0.59
0.45
0.16
0.893
0.2745
0.2185
0.345
0
1
0
14
13.649502
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,273
0.67
0.52
0.15
1.406
0.519
0.348
0.37
1
0
0
13
10.808038
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,275
0.655
0.525
0.185
1.259
0.487
0.2215
0.445
0
0
1
20
13.754957
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,278
0.51
0.405
0.13
0.7175
0.3725
0.158
0.17
0
0
1
9
9.059076
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,280
0.44
0.375
0.13
0.487
0.226
0.0965
0.155
0
0
1
9
9.609899
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,290
0.325
0.27
0.1
0.185
0.08
0.0435
0.065
0
1
0
6
7.362466
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,292
0.38
0.3
0.09
0.3215
0.1545
0.075
0.095
1
0
0
9
8.90048
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,294
0.525
0.425
0.12
0.702
0.3335
0.1465
0.22
0
0
1
12
9.663423
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,308
0.455
0.355
0.13
0.515
0.2
0.1275
0.175
0
0
1
11
10.200204
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,311
0.35
0.265
0.11
0.2965
0.1365
0.063
0.085
0
0
1
7
8.761279
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,313
0.595
0.47
0.145
0.991
0.4035
0.1505
0.34
0
0
1
16
12.190244
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,317
0.515
0.42
0.14
0.769
0.2505
0.154
0.29
0
0
1
13
12.742054
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,325
0.415
0.305
0.105
0.3605
0.12
0.082
0.1
1
0
0
10
8.958231
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,336
0.565
0.48
0.175
0.957
0.3885
0.215
0.275
1
0
0
18
11.193995
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,337
0.56
0.455
0.165
0.86
0.4015
0.1695
0.245
0
0
1
11
9.810357
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,339
0.64
0.52
0.2
1.407
0.566
0.304
0.455
0
0
1
17
12.478022
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250
2,341
0.31
0.24
0.09
0.1455
0.0605
0.0315
0.045
0
1
0
7
6.756684
XGBRegressor
122,999,700
3,000,400
296,640
3
0.01
250