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
2,246
0.38
0.325
0.11
0.3105
0.12
0.074
0.105
1
0
0
10
8.939932
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,251
0.6
0.485
0.175
1.2675
0.4995
0.2815
0.38
0
0
1
13
11.744625
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,254
0.65
0.495
0.18
1.793
0.8005
0.339
0.53
0
0
1
14
12.495586
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,260
0.55
0.46
0.175
0.869
0.3155
0.1825
0.32
0
0
1
10
14.085623
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,264
0.59
0.45
0.16
0.893
0.2745
0.2185
0.345
0
1
0
14
14.374415
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,273
0.67
0.52
0.15
1.406
0.519
0.348
0.37
1
0
0
13
10.879995
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,275
0.655
0.525
0.185
1.259
0.487
0.2215
0.445
0
0
1
20
15.11307
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,278
0.51
0.405
0.13
0.7175
0.3725
0.158
0.17
0
0
1
9
8.798208
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,280
0.44
0.375
0.13
0.487
0.226
0.0965
0.155
0
0
1
9
9.554728
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,290
0.325
0.27
0.1
0.185
0.08
0.0435
0.065
0
1
0
6
7.154187
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,292
0.38
0.3
0.09
0.3215
0.1545
0.075
0.095
1
0
0
9
8.795126
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,294
0.525
0.425
0.12
0.702
0.3335
0.1465
0.22
0
0
1
12
9.430224
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,308
0.455
0.355
0.13
0.515
0.2
0.1275
0.175
0
0
1
11
10.555865
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,311
0.35
0.265
0.11
0.2965
0.1365
0.063
0.085
0
0
1
7
8.593618
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,313
0.595
0.47
0.145
0.991
0.4035
0.1505
0.34
0
0
1
16
13.661675
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,317
0.515
0.42
0.14
0.769
0.2505
0.154
0.29
0
0
1
13
13.474051
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,325
0.415
0.305
0.105
0.3605
0.12
0.082
0.1
1
0
0
10
8.911535
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,336
0.565
0.48
0.175
0.957
0.3885
0.215
0.275
1
0
0
18
11.413011
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,337
0.56
0.455
0.165
0.86
0.4015
0.1695
0.245
0
0
1
11
9.475597
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,339
0.64
0.52
0.2
1.407
0.566
0.304
0.455
0
0
1
17
13.804945
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,341
0.31
0.24
0.09
0.1455
0.0605
0.0315
0.045
0
1
0
7
6.521061
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,342
0.255
0.185
0.07
0.075
0.028
0.018
0.025
0
1
0
6
5.216461
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,349
0.45
0.36
0.105
0.4715
0.2035
0.0935
0.149
1
0
0
9
9.661106
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,354
0.635
0.495
0.15
1.081
0.4825
0.242
0.31
0
0
1
11
10.092966
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,359
0.645
0.525
0.2
1.449
0.601
0.2565
0.505
1
0
0
13
13.017176
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,360
0.545
0.44
0.175
0.7745
0.2985
0.1875
0.265
1
0
0
11
12.000676
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,362
0.66
0.525
0.205
1.3665
0.5005
0.291
0.41
1
0
0
18
13.118214
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,368
0.72
0.595
0.225
1.969
0.8045
0.423
0.66
1
0
0
16
13.229147
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,371
0.18
0.125
0.05
0.023
0.0085
0.0055
0.01
0
0
1
3
5.16736
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,385
0.45
0.345
0.115
0.496
0.1905
0.117
0.14
1
0
0
12
9.52155
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,395
0.61
0.475
0.17
1.0385
0.4435
0.241
0.32
0
1
0
14
11.759823
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,397
0.635
0.505
0.19
1.3315
0.5805
0.252
0.435
0
1
0
17
12.539612
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,403
0.29
0.225
0.08
0.1295
0.0535
0.026
0.045
0
0
1
10
7.359786
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,407
0.625
0.43
0.175
1.411
0.572
0.297
0.395
0
1
0
12
11.273842
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,408
0.62
0.485
0.17
1.208
0.4805
0.3045
0.33
0
1
0
15
12.088387
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,414
0.42
0.305
0.11
0.28
0.094
0.0785
0.0955
0
1
0
9
7.610227
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,417
0.31
0.235
0.06
0.12
0.0415
0.033
0.04
0
0
1
11
7.290284
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,418
0.465
0.35
0.13
0.494
0.1945
0.103
0.155
1
0
0
18
9.692091
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,419
0.465
0.36
0.12
0.4765
0.192
0.1125
0.16
1
0
0
10
10.241353
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,421
0.52
0.415
0.16
0.595
0.2105
0.142
0.26
0
1
0
15
13.407613
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,422
0.475
0.365
0.13
0.4805
0.1905
0.114
0.1475
1
0
0
12
9.685984
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,424
0.26
0.2
0.065
0.096
0.044
0.027
0.03
0
0
1
6
6.157985
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,427
0.26
0.19
0.075
0.0945
0.0445
0.02
0.03
0
0
1
6
6.157985
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,430
0.52
0.38
0.14
0.525
0.1775
0.115
0.185
0
1
0
11
10.024409
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,431
0.635
0.5
0.18
1.312
0.529
0.2485
0.485
1
0
0
18
13.242438
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,434
0.635
0.5
0.18
1.319
0.5485
0.292
0.49
0
1
0
16
13.367905
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,435
0.465
0.38
0.135
0.579
0.208
0.1095
0.22
1
0
0
14
12.363788
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,444
0.5
0.355
0.14
0.528
0.2125
0.149
0.14
0
0
1
9
10.054786
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,445
0.5
0.38
0.135
0.5835
0.2295
0.1265
0.18
0
0
1
12
10.447046
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,446
0.55
0.435
0.17
0.884
0.2875
0.1645
0.28
1
0
0
14
12.271447
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,458
0.2
0.145
0.05
0.036
0.0125
0.008
0.011
0
1
0
4
4.297115
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,463
0.515
0.405
0.14
0.8505
0.312
0.146
0.315
0
0
1
17
14.399506
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,468
0.37
0.275
0.08
0.227
0.093
0.0625
0.07
1
0
0
8
8.097232
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,472
0.645
0.515
0.175
1.6115
0.6745
0.384
0.385
0
0
1
14
10.775673
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,473
0.615
0.47
0.175
1.2985
0.5135
0.343
0.32
1
0
0
14
10.649062
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,477
0.57
0.42
0.155
1.008
0.377
0.193
0.34
0
0
1
13
15.297049
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,480
0.52
0.425
0.145
0.7
0.207
0.1905
0.24
1
0
0
13
13.057574
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,482
0.52
0.4
0.165
0.8565
0.2745
0.201
0.21
0
0
1
12
12.004293
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,484
0.46
0.36
0.135
0.6105
0.1955
0.107
0.235
0
0
1
14
12.834339
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,493
0.42
0.31
0.1
0.2865
0.115
0.0735
0.085
0
1
0
8
7.317322
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,497
0.505
0.4
0.155
0.8415
0.2715
0.1775
0.285
0
0
1
12
13.285358
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,500
0.48
0.39
0.125
0.6905
0.219
0.155
0.2
1
0
0
12
12.048878
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,502
0.285
0.21
0.07
0.109
0.044
0.0265
0.033
0
1
0
5
5.761213
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,512
0.465
0.375
0.11
0.5
0.21
0.113
0.1505
0
0
1
8
9.571438
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,513
0.465
0.35
0.135
0.6265
0.259
0.1445
0.175
1
0
0
8
9.917506
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,514
0.47
0.37
0.11
0.5555
0.25
0.115
0.163
0
1
0
8
8.449083
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,520
0.525
0.425
0.19
0.872
0.4625
0.1725
0.199
0
0
1
9
10.141066
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,531
0.605
0.475
0.175
1.201
0.5395
0.275
0.309
0
0
1
10
10.10037
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,549
0.28
0.21
0.055
0.106
0.0415
0.0265
0.031
0
1
0
5
5.761213
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,553
0.315
0.235
0.07
0.149
0.058
0.0325
0.047
0
1
0
7
6.247876
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,556
0.38
0.285
0.085
0.237
0.115
0.0405
0.07
0
1
0
6
7.091233
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,557
0.39
0.295
0.1
0.279
0.1155
0.059
0.08
0
1
0
7
7.317322
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,560
0.44
0.335
0.11
0.3885
0.175
0.0835
0.111
0
1
0
7
7.459215
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,562
0.44
0.325
0.1
0.4165
0.185
0.0865
0.11
0
1
0
6
7.295446
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,570
0.465
0.355
0.11
0.474
0.23
0.1005
0.12
0
1
0
7
7.802367
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,579
0.525
0.415
0.135
0.7945
0.394
0.189
0.202
0
0
1
7
9.450334
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,582
0.53
0.41
0.14
0.681
0.3095
0.1415
0.1835
0
0
1
6
9.344269
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,592
0.59
0.465
0.14
1.046
0.4695
0.263
0.263
0
0
1
7
9.771248
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,596
0.6
0.46
0.145
0.9325
0.3985
0.2245
0.248
1
0
0
8
10.007916
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,599
0.61
0.48
0.15
1.1495
0.564
0.274
0.264
0
0
1
8
9.692105
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,603
0.62
0.51
0.175
1.2705
0.5415
0.323
0.3225
1
0
0
9
10.496819
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,608
0.625
0.49
0.175
1.1075
0.4485
0.2165
0.3595
1
0
0
8
11.128931
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,609
0.63
0.495
0.2
1.4255
0.659
0.336
0.38
1
0
0
11
11.001126
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,612
0.635
0.495
0.18
1.596
0.617
0.317
0.37
1
0
0
11
10.779895
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,613
0.635
0.495
0.195
1.297
0.556
0.2985
0.37
1
0
0
11
11.633588
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,617
0.67
0.52
0.19
1.6385
0.8115
0.369
0.391
0
0
1
9
10.484974
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,629
0.33
0.24
0.075
0.163
0.0745
0.033
0.048
0
1
0
6
6.362456
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,638
0.46
0.345
0.11
0.3755
0.1525
0.058
0.125
0
1
0
7
8.804894
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,640
0.465
0.355
0.105
0.442
0.2085
0.0975
0.1185
0
1
0
7
7.963429
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,645
0.49
0.38
0.11
0.554
0.2935
0.1005
0.15
0
0
1
8
8.517366
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,646
0.495
0.38
0.12
0.512
0.233
0.1205
0.136
0
1
0
7
7.625879
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,648
0.5
0.38
0.12
0.5765
0.273
0.135
0.145
0
0
1
9
8.81643
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,655
0.545
0.42
0.145
0.778
0.3745
0.1545
0.205
0
0
1
7
9.623592
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,657
0.545
0.4
0.14
0.778
0.368
0.215
0.18
1
0
0
9
9.314856
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,658
0.55
0.42
0.13
0.636
0.294
0.144
0.1755
0
1
0
8
8.536022
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,664
0.57
0.43
0.16
0.811
0.3875
0.159
0.2285
1
0
0
9
9.711225
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,667
0.585
0.45
0.15
0.938
0.467
0.203
0.225
1
0
0
7
8.911346
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,670
0.59
0.46
0.14
1.004
0.496
0.2165
0.26
0
0
1
9
9.838588
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,671
0.59
0.46
0.16
1.0115
0.445
0.2615
0.2565
1
0
0
8
9.685864
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100
2,673
0.595
0.47
0.165
1.108
0.4915
0.2325
0.3345
0
0
1
9
10.695722
XGBRegressor
45,999,600
3,000,000
120,781
3
0.1
100