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
3,812
0.61
0.49
0.17
1.137
0.4605
0.2825
0.344
1
0
0
12
10.777125
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,820
0.57
0.44
0.145
0.8815
0.3605
0.1955
0.2735
0
0
1
10
10.862894
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,823
0.615
0.455
0.135
1.059
0.4735
0.263
0.274
1
0
0
9
9.647285
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,826
0.68
0.52
0.185
1.541
0.5985
0.395
0.4575
1
0
0
10
12.316124
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,828
0.68
0.52
0.175
1.543
0.7525
0.351
0.374
0
0
1
11
10.069874
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,834
0.335
0.26
0.075
0.22
0.0855
0.04
0.085
0
0
1
6
8.543765
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,842
0.615
0.475
0.145
0.9525
0.3915
0.195
0.32
1
0
0
9
13.158085
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,846
0.37
0.275
0.085
0.2045
0.096
0.056
0.08
0
1
0
6
6.8109
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,848
0.675
0.535
0.22
1.604
0.6175
0.4255
0.453
1
0
0
14
13.775796
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,849
0.385
0.3
0.115
0.3435
0.1645
0.085
0.1025
0
0
1
6
7.928958
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,852
0.55
0.41
0.15
0.785
0.282
0.186
0.275
0
0
1
12
13.127884
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,859
0.57
0.44
0.19
1.018
0.447
0.207
0.265
1
0
0
9
12.057097
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,860
0.55
0.465
0.15
1.082
0.3575
0.194
0.19
1
0
0
14
10.994037
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,861
0.63
0.475
0.175
1.423
0.4155
0.3385
0.49
1
0
0
14
16.518534
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,865
0.525
0.395
0.165
0.782
0.285
0.1405
0.285
0
0
1
19
13.295613
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,866
0.525
0.43
0.165
0.717
0.289
0.1745
0.195
1
0
0
10
10.528746
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,870
0.545
0.44
0.165
0.744
0.2875
0.204
0.25
0
0
1
15
10.80253
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,878
0.45
0.355
0.115
0.478
0.18
0.1185
0.155
0
0
1
10
9.752644
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,879
0.61
0.49
0.17
1.1775
0.5655
0.2385
0.295
1
0
0
15
9.919459
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,894
0.495
0.38
0.135
0.6295
0.263
0.1425
0.215
0
0
1
12
11.62677
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,898
0.565
0.46
0.15
0.8765
0.3455
0.1925
0.275
1
0
0
10
10.91021
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,906
0.245
0.18
0.065
0.0635
0.0245
0.0135
0.02
0
0
1
4
6.251252
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,907
0.48
0.39
0.15
0.6275
0.276
0.134
0.185
0
1
0
13
9.64322
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,912
0.52
0.405
0.14
0.6765
0.2865
0.146
0.205
0
1
0
15
10.002517
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,932
0.49
0.37
0.115
0.541
0.171
0.1175
0.185
1
0
0
11
10.982789
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,935
0.52
0.41
0.115
0.77
0.263
0.157
0.26
0
0
1
11
13.045839
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,940
0.505
0.39
0.105
0.6555
0.2595
0.18
0.19
0
0
1
11
10.880507
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,965
0.295
0.22
0.07
0.1365
0.0575
0.0295
0.035
0
1
0
6
5.724453
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,966
0.295
0.22
0.065
0.1295
0.052
0.028
0.035
0
1
0
6
5.724453
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,969
0.38
0.3
0.09
0.277
0.1655
0.0625
0.082
0
1
0
6
6.667718
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,971
0.4
0.295
0.095
0.252
0.1105
0.0575
0.066
0
1
0
6
7.059044
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,974
0.42
0.32
0.115
0.409
0.2055
0.0935
0.105
0
1
0
8
7.164906
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,989
0.67
0.52
0.195
1.8065
0.758
0.3735
0.5055
1
0
0
11
12.564444
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,993
0.72
0.6
0.235
2.2385
0.984
0.411
0.621
0
0
1
12
12.057586
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,994
0.185
0.135
0.045
0.032
0.011
0.0065
0.01
0
1
0
4
4.238175
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,995
0.245
0.175
0.055
0.0785
0.04
0.018
0.02
0
1
0
5
5.084758
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
3,998
0.375
0.28
0.08
0.2235
0.115
0.043
0.055
0
1
0
6
6.849629
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,014
0.625
0.48
0.175
1.065
0.4865
0.259
0.285
0
0
1
10
9.756394
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,019
0.66
0.515
0.155
1.4415
0.7055
0.3555
0.335
0
0
1
10
10.3372
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,024
0.33
0.245
0.065
0.1445
0.058
0.032
0.0505
0
1
0
6
6.750747
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,028
0.42
0.31
0.1
0.2805
0.1125
0.0615
0.0925
0
1
0
8
7.602393
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,036
0.54
0.42
0.14
0.74
0.3595
0.159
0.1985
0
1
0
8
9.27832
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,040
0.575
0.45
0.12
0.9585
0.447
0.169
0.275
1
0
0
12
10.91198
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,046
0.6
0.46
0.155
0.6655
0.285
0.149
0.269
0
0
1
11
9.843085
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,054
0.635
0.5
0.18
1.2565
0.539
0.292
0.35
1
0
0
10
10.501557
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,055
0.645
0.5
0.15
1.159
0.4675
0.3355
0.31
1
0
0
9
10.750388
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,065
0.37
0.275
0.08
0.2325
0.093
0.056
0.072
0
1
0
6
6.689978
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,071
0.485
0.375
0.11
0.464
0.2015
0.09
0.149
0
1
0
8
8.266948
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,073
0.515
0.395
0.125
0.5805
0.2365
0.1075
0.19
0
1
0
9
9.418592
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,074
0.52
0.4
0.14
0.622
0.278
0.1455
0.169
0
1
0
8
9.011492
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,077
0.55
0.435
0.125
0.741
0.348
0.1585
0.206
0
1
0
9
8.735097
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,081
0.56
0.45
0.145
0.9355
0.425
0.1645
0.2725
0
0
1
11
10.177663
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,092
0.625
0.49
0.19
1.7015
0.7465
0.4105
0.3855
1
0
0
11
11.079022
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,097
0.635
0.5
0.18
1.2915
0.594
0.2695
0.37
0
0
1
9
10.395205
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,104
0.71
0.545
0.175
1.907
0.8725
0.4565
0.475
1
0
0
11
11.396961
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,108
0.48
0.35
0.1
0.519
0.2365
0.1275
0.126
0
1
0
7
7.317834
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,116
0.625
0.48
0.16
1.2415
0.6575
0.2625
0.2785
0
0
1
9
9.608734
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,122
0.46
0.365
0.11
0.4495
0.1755
0.102
0.15
0
1
0
8
8.516045
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,126
0.55
0.42
0.145
0.7385
0.321
0.1485
0.252
0
0
1
11
11.134878
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,127
0.55
0.445
0.11
0.7935
0.378
0.142
0.26
0
1
0
10
10.856551
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,129
0.57
0.425
0.14
0.7655
0.331
0.14
0.24
0
1
0
10
10.293259
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,135
0.6
0.5
0.17
1.13
0.4405
0.267
0.335
1
0
0
11
11.695525
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,138
0.63
0.49
0.155
1.229
0.535
0.29
0.335
0
0
1
11
10.390035
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,141
0.65
0.505
0.165
1.357
0.5725
0.281
0.43
1
0
0
11
11.605756
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,145
0.67
0.525
0.2
1.7405
0.6205
0.297
0.657
0
0
1
11
14.819183
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,146
0.695
0.53
0.21
1.51
0.664
0.4095
0.385
0
0
1
10
11.056994
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,148
0.77
0.605
0.175
2.0505
0.8005
0.526
0.355
0
0
1
11
12.060919
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,152
0.37
0.28
0.09
0.218
0.0995
0.0545
0.0615
0
1
0
7
6.92331
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,154
0.435
0.33
0.095
0.393
0.219
0.075
0.0885
0
1
0
6
6.461091
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,157
0.475
0.36
0.14
0.5135
0.241
0.1045
0.155
0
0
1
8
9.483647
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,158
0.48
0.355
0.11
0.4495
0.201
0.089
0.14
0
1
0
8
8.343916
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,166
0.475
0.365
0.115
0.499
0.232
0.0885
0.156
0
1
0
10
7.95122
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,171
0.56
0.43
0.155
0.8675
0.4
0.172
0.229
0
0
1
8
9.349883
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
4,173
0.59
0.44
0.135
0.966
0.439
0.2145
0.2605
0
0
1
10
9.845674
XGBRegressor
115,301,900
3,611,500
294,256
3
0.1
250
11
0.43
0.35
0.11
0.406
0.1675
0.081
0.135
0
0
1
10
9.223824
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
14
0.47
0.355
0.1
0.4755
0.1675
0.0805
0.185
1
0
0
10
9.967022
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
18
0.365
0.295
0.08
0.2555
0.097
0.043
0.1
0
0
1
7
8.725599
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
19
0.45
0.32
0.1
0.381
0.1705
0.075
0.115
0
0
1
9
9.066208
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
23
0.55
0.415
0.135
0.7635
0.318
0.21
0.2
1
0
0
9
9.634674
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
29
0.575
0.425
0.14
0.8635
0.393
0.227
0.2
0
0
1
11
9.511297
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
36
0.54
0.475
0.155
1.217
0.5305
0.3075
0.34
1
0
0
16
10.52454
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
39
0.355
0.29
0.09
0.3275
0.134
0.086
0.09
0
0
1
9
8.592023
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
41
0.55
0.425
0.135
0.8515
0.362
0.196
0.27
1
0
0
14
11.131973
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
45
0.39
0.295
0.095
0.203
0.0875
0.045
0.075
0
1
0
7
7.177001
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
52
0.485
0.36
0.13
0.5415
0.2595
0.096
0.16
0
0
1
10
9.55863
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
55
0.5
0.4
0.14
0.6615
0.2565
0.1755
0.22
1
0
0
8
11.222615
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
64
0.52
0.4
0.12
0.58
0.234
0.1315
0.185
0
0
1
8
9.984868
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
76
0.595
0.475
0.14
0.944
0.3625
0.189
0.315
0
0
1
9
12.798532
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
77
0.6
0.47
0.15
0.922
0.363
0.194
0.305
1
0
0
10
12.295056
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
82
0.52
0.425
0.165
0.9885
0.396
0.225
0.32
1
0
0
16
13.129068
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
87
0.56
0.44
0.16
0.8645
0.3305
0.2075
0.26
0
0
1
10
11.438453
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
88
0.46
0.355
0.13
0.517
0.2205
0.114
0.165
1
0
0
9
9.849484
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
102
0.53
0.435
0.16
0.883
0.316
0.164
0.335
0
0
1
15
13.845799
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
104
0.605
0.47
0.16
1.1735
0.4975
0.2405
0.345
0
0
1
12
10.852738
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
112
0.435
0.32
0.08
0.3325
0.1485
0.0635
0.105
0
1
0
9
7.218725
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
113
0.425
0.35
0.105
0.393
0.13
0.063
0.165
0
0
1
9
10.139784
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
122
0.515
0.425
0.14
0.766
0.304
0.1725
0.255
1
0
0
14
11.384172
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
133
0.35
0.26
0.095
0.211
0.086
0.056
0.068
0
1
0
7
7.079272
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
136
0.305
0.23
0.08
0.156
0.0675
0.0345
0.048
1
0
0
7
7.427422
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500
142
0.65
0.52
0.19
1.3445
0.519
0.306
0.4465
0
0
1
16
13.417366
XGBRegressor
217,452,300
3,000,100
588,937
3
0.01
500