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
1,035
0.655
0.51
0.175
1.6525
0.8515
0.3365
0.403
1
0
0
10
10.459195
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,056
0.2
0.155
0.04
0.0435
0.0155
0.009
0.007
0
1
0
4
4.184679
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,058
0.245
0.18
0.065
0.071
0.03
0.013
0.0215
0
1
0
4
5.084758
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,059
0.25
0.18
0.065
0.0685
0.0245
0.0155
0.0225
0
1
0
5
5.084758
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,068
0.37
0.28
0.1
0.221
0.1165
0.0265
0.0635
0
1
0
6
7.150791
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,073
0.405
0.3
0.11
0.32
0.172
0.044
0.093
0
1
0
7
7.173919
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,076
0.42
0.3
0.105
0.316
0.1255
0.07
0.1035
0
1
0
7
7.357316
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,077
0.42
0.32
0.11
0.3625
0.174
0.0635
0.105
0
1
0
7
7.401706
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,078
0.42
0.31
0.095
0.279
0.1255
0.051
0.088
0
1
0
6
7.129061
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,088
0.45
0.34
0.12
0.4925
0.241
0.1075
0.12
0
1
0
6
7.35005
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,090
0.45
0.33
0.1
0.411
0.1945
0.1
0.098
0
1
0
6
7.124845
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,091
0.45
0.33
0.11
0.3685
0.16
0.0885
0.102
0
1
0
6
7.768321
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,099
0.5
0.375
0.14
0.5495
0.248
0.112
0.1585
0
1
0
7
8.236169
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,101
0.5
0.38
0.125
0.519
0.2485
0.1135
0.134
0
1
0
8
7.200804
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,108
0.515
0.385
0.125
0.6115
0.3175
0.1265
0.15
0
1
0
8
7.350573
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,112
0.52
0.46
0.15
1.019
0.523
0.1985
0.254
1
0
0
7
9.654134
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,115
0.525
0.405
0.12
0.7555
0.3755
0.1555
0.201
0
0
1
9
9.512774
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,117
0.53
0.4
0.125
0.617
0.279
0.127
0.19
0
1
0
8
9.196792
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,128
0.56
0.44
0.155
0.6405
0.336
0.1765
0.245
1
0
0
8
9.232692
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,129
0.56
0.415
0.145
0.852
0.43
0.1885
0.205
0
0
1
8
8.706146
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,133
0.57
0.46
0.15
1.0375
0.5415
0.2035
0.25
0
0
1
9
9.49574
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,146
0.58
0.445
0.135
0.814
0.3775
0.1915
0.22
0
0
1
9
9.190465
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,149
0.58
0.45
0.155
0.93
0.385
0.246
0.265
1
0
0
9
10.817859
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,156
0.6
0.465
0.155
1.0165
0.512
0.2465
0.225
0
0
1
10
8.81017
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,159
0.605
0.48
0.17
1.1835
0.582
0.2365
0.317
0
0
1
10
10.056153
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,162
0.61
0.485
0.145
1.3305
0.783
0.2255
0.2865
0
0
1
9
9.788703
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,163
0.61
0.47
0.165
1.052
0.498
0.242
0.267
0
0
1
9
9.401831
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,169
0.62
0.48
0.16
1.1125
0.5635
0.2445
0.281
1
0
0
8
9.65167
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,170
0.625
0.485
0.175
1.3745
0.7335
0.2715
0.332
1
0
0
9
10.150167
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,178
0.65
0.5
0.19
1.464
0.6415
0.339
0.4245
1
0
0
9
11.467742
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,182
0.66
0.53
0.185
1.346
0.546
0.2705
0.476
1
0
0
11
13.085403
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,183
0.665
0.525
0.16
1.363
0.629
0.279
0.34
0
0
1
8
10.07144
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,190
0.69
0.53
0.17
1.5535
0.7945
0.3485
0.3695
1
0
0
9
9.848599
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,191
0.695
0.56
0.185
1.74
0.885
0.3715
0.4375
0
0
1
10
10.619936
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,194
0.7
0.525
0.19
1.6465
0.8545
0.307
0.3995
1
0
0
9
10.262444
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,208
0.755
0.58
0.205
2.0065
0.8295
0.4015
0.595
0
0
1
10
12.364064
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,214
0.275
0.195
0.09
0.1125
0.0545
0.0295
0.0355
0
1
0
6
5.968188
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,219
0.325
0.225
0.075
0.139
0.0565
0.032
0.09
0
1
0
6
7.100563
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,224
0.345
0.255
0.095
0.1945
0.0925
0.037
0.055
0
1
0
6
6.952941
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,229
0.365
0.27
0.085
0.1875
0.081
0.042
0.058
0
1
0
6
6.854172
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,236
0.375
0.275
0.09
0.218
0.093
0.0405
0.0755
0
1
0
6
6.975611
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,238
0.375
0.28
0.08
0.2025
0.0825
0.048
0.065
0
1
0
8
6.897488
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,248
0.395
0.295
0.095
0.2725
0.115
0.0625
0.085
0
1
0
8
7.351333
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,254
0.425
0.325
0.11
0.3335
0.173
0.045
0.1
0
1
0
7
7.401706
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,261
0.45
0.33
0.105
0.448
0.208
0.089
0.12
0
1
0
9
7.829458
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,265
0.46
0.36
0.105
0.466
0.2225
0.099
0.11
0
1
0
7
7.137561
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,266
0.46
0.35
0.105
0.3705
0.1575
0.077
0.114
0
1
0
9
8.315019
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,267
0.46
0.365
0.125
0.4785
0.206
0.1045
0.141
1
0
0
8
9.741091
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,269
0.47
0.365
0.1
0.411
0.175
0.0855
0.135
0
1
0
8
7.757019
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,271
0.47
0.355
0.12
0.393
0.167
0.0885
0.115
0
1
0
8
7.927747
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,277
0.48
0.365
0.1
0.461
0.2205
0.0835
0.135
0
1
0
8
7.62307
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,281
0.5
0.38
0.135
0.594
0.2945
0.104
0.1565
0
1
0
9
7.756305
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,293
0.52
0.4
0.13
0.5825
0.233
0.1365
0.18
0
1
0
10
9.01094
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,297
0.53
0.415
0.13
0.694
0.3905
0.111
0.167
0
1
0
9
7.564215
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,305
0.54
0.42
0.145
0.8655
0.4315
0.163
0.2175
1
0
0
10
8.888008
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,306
0.54
0.42
0.14
0.7265
0.3205
0.1445
0.229
0
1
0
9
9.418369
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,309
0.545
0.43
0.15
0.7285
0.302
0.1315
0.2545
0
1
0
10
10.388907
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,311
0.55
0.43
0.145
0.7895
0.3745
0.171
0.223
0
1
0
11
9.270913
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,316
0.555
0.44
0.14
0.8705
0.407
0.156
0.255
0
0
1
9
9.30388
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,328
0.57
0.45
0.145
0.751
0.2825
0.2195
0.2215
0
1
0
10
9.230205
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,329
0.57
0.45
0.135
0.794
0.3815
0.1415
0.245
0
1
0
8
9.941867
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,330
0.57
0.46
0.135
0.9795
0.397
0.2525
0.2655
1
0
0
9
10.898498
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,332
0.57
0.44
0.13
0.7665
0.347
0.1785
0.202
0
1
0
10
8.851563
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,333
0.57
0.435
0.125
0.8965
0.383
0.1835
0.275
0
0
1
9
10.635236
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,339
0.58
0.445
0.15
0.858
0.4
0.156
0.253
1
0
0
8
10.698719
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,341
0.585
0.49
0.185
1.171
0.522
0.2535
0.335
0
0
1
10
10.573862
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,342
0.585
0.475
0.16
1.0505
0.48
0.234
0.285
0
1
0
10
9.975206
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,345
0.585
0.475
0.15
1.065
0.5315
0.199
0.2885
0
0
1
10
9.735602
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,346
0.585
0.45
0.18
0.7995
0.336
0.1855
0.237
0
0
1
8
9.796041
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,349
0.59
0.455
0.155
0.8855
0.388
0.188
0.275
0
0
1
10
10.566017
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,353
0.6
0.48
0.155
1.014
0.451
0.1885
0.325
0
0
1
11
11.346506
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,363
0.61
0.45
0.15
0.871
0.407
0.1835
0.25
0
0
1
10
8.91377
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,364
0.61
0.48
0.165
1.244
0.6345
0.257
0.305
0
0
1
12
10.012092
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,368
0.61
0.46
0.16
1
0.494
0.197
0.275
0
0
1
10
9.758597
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,369
0.615
0.475
0.155
1.004
0.4475
0.193
0.2895
1
0
0
10
9.768947
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,383
0.625
0.48
0.155
1.2035
0.5865
0.239
0.3185
1
0
0
12
9.893131
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,386
0.63
0.485
0.145
1.062
0.5065
0.1785
0.3365
0
0
1
12
10.656121
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,390
0.635
0.5
0.165
1.4595
0.705
0.2645
0.39
1
0
0
9
10.94504
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,394
0.64
0.565
0.23
1.521
0.644
0.372
0.406
0
0
1
15
12.036578
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,395
0.64
0.525
0.18
1.3135
0.4865
0.2995
0.4075
0
0
1
10
14.106829
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,397
0.645
0.5
0.195
1.401
0.6165
0.3515
0.3725
0
0
1
10
10.961035
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,398
0.645
0.525
0.16
1.5075
0.7455
0.245
0.4325
0
0
1
11
11.843474
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,415
0.695
0.565
0.19
1.7635
0.7465
0.399
0.4975
1
0
0
11
11.81043
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,417
0.705
0.565
0.515
2.21
1.1075
0.4865
0.512
0
0
1
10
11.497074
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,418
0.705
0.555
0.215
2.141
1.0465
0.383
0.528
0
0
1
11
11.085242
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,435
0.385
0.3
0.09
0.247
0.1225
0.044
0.0675
0
1
0
5
7.082724
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,436
0.395
0.295
0.09
0.3025
0.143
0.0665
0.0765
0
1
0
5
6.877075
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,437
0.4
0.29
0.11
0.329
0.188
0.0455
0.0825
0
1
0
6
7.339221
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,441
0.405
0.3
0.105
0.304
0.1455
0.061
0.0805
0
1
0
6
7.328823
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,442
0.41
0.32
0.095
0.2905
0.141
0.063
0.073
0
1
0
5
7.129061
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,455
0.475
0.37
0.125
0.649
0.347
0.136
0.142
0
0
1
8
7.748867
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,463
0.505
0.385
0.105
0.5525
0.239
0.1245
0.1555
0
0
1
9
8.672602
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,470
0.53
0.43
0.13
0.7045
0.346
0.1415
0.189
0
1
0
9
7.784
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,496
0.62
0.48
0.165
1.0725
0.4815
0.235
0.312
0
0
1
9
9.903558
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,499
0.63
0.47
0.145
1.1005
0.52
0.26
0.276
0
0
1
9
9.716608
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,500
0.63
0.5
0.175
1.1105
0.467
0.268
0.329
1
0
0
10
10.938183
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,502
0.63
0.48
0.15
1.271
0.6605
0.2425
0.31
0
0
1
11
9.515376
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,507
0.645
0.515
0.175
1.546
0.7035
0.365
0.415
1
0
0
10
10.869536
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,511
0.65
0.515
0.175
1.466
0.677
0.3045
0.4
0
0
1
10
10.893623
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
1,512
0.65
0.5
0.16
1.3825
0.702
0.304
0.3195
1
0
0
9
9.704473
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250