16
19037
Python_3.8.10. Sklearn_0.24.2. NumPy_1.17.4. SciPy_1.3.3.
memory
null
19037
steps
[{"oml-python:serialized_object": "component_reference", "value": {"key": "columntransformer", "step_name": "columntransformer"}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "gradientboostingclassifier", "step_name": "gradientboostingclassifier"}}]
19037
verbose
false
19037
n_jobs
null
18996
remainder
"drop"
18996
sparse_threshold
0.3
18996
transformer_weights
null
18996
transformers
[{"oml-python:serialized_object": "component_reference", "value": {"key": "simpleimputer", "step_name": "simpleimputer", "argument_1": {"oml-python:serialized_object": "function", "value": "openml.extensions.sklearn.cont"}}}, {"oml-python:serialized_object": "component_reference", "value": {"key": "onehotencoder", "step_name": "onehotencoder", "argument_1": {"oml-python:serialized_object": "function", "value": "openml.extensions.sklearn.cat"}}}]
18996
verbose
false
18996
add_indicator
false
18819
copy
true
18819
fill_value
null
18819
missing_values
NaN
18819
strategy
"mean"
18819
verbose
0
18819
categories
"auto"
18997
drop
null
18997
dtype
{"oml-python:serialized_object": "type", "value": "np.float64"}
18997
handle_unknown
"ignore"
18997
sparse
true
18997
ccp_alpha
0.0
19038
criterion
"friedman_mse"
19038
init
null
19038
learning_rate
0.40133280726651416
19038
loss
"deviance"
19038
max_depth
3
19038
max_features
null
19038
max_leaf_nodes
368
19038
min_impurity_decrease
0.0
19038
min_impurity_split
null
19038
min_samples_leaf
77
19038
min_samples_split
2
19038
min_weight_fraction_leaf
0.0
19038
n_estimators
100
19038
n_iter_no_change
16
19038
random_state
55847
19038
subsample
1.0
19038
tol
0.0001
19038
validation_fraction
0.05923441094168743
19038
verbose
0
19038
warm_start
false
19038
openml-python
Sklearn_0.24.2.
usercpu_time_millis_training
10475.071128999843
usercpu_time_millis_training
12587.27175400054
usercpu_time_millis_training
7370.9524940004485
usercpu_time_millis_training
12548.541053999543
usercpu_time_millis_training
11193.719939999937
usercpu_time_millis_training
10664.283532999434
usercpu_time_millis_training
11651.7570420001
usercpu_time_millis_training
10835.491427999841
usercpu_time_millis_training
9810.473118000118
usercpu_time_millis_training
8714.41950999997
wall_clock_time_millis_training
10498.859882354736
wall_clock_time_millis_training
12599.681854248047
wall_clock_time_millis_training
7382.8113079071045
wall_clock_time_millis_training
12576.441049575806
wall_clock_time_millis_training
11199.854135513306
wall_clock_time_millis_training
10673.790693283081
wall_clock_time_millis_training
11656.694412231445
wall_clock_time_millis_training
10841.429948806763
wall_clock_time_millis_training
9818.175315856934
wall_clock_time_millis_training
8727.571725845337
usercpu_time_millis_testing
3.785700000662473
usercpu_time_millis_testing
3.308600000309525
usercpu_time_millis_testing
3.472700000202167
usercpu_time_millis_testing
3.3034999996743863
usercpu_time_millis_testing
3.7375000001702574
usercpu_time_millis_testing
3.757499999665015
usercpu_time_millis_testing
3.031401000043843
usercpu_time_millis_testing
3.831500000160304
usercpu_time_millis_testing
3.7480999999388587
usercpu_time_millis_testing
3.554199999598495
usercpu_time_millis
10478.856829000506
usercpu_time_millis
12590.58035400085
usercpu_time_millis
7374.425194000651
usercpu_time_millis
12551.844553999217
usercpu_time_millis
11197.457440000107
usercpu_time_millis
10668.0410329991
usercpu_time_millis
11654.788443000143
usercpu_time_millis
10839.322928000001
usercpu_time_millis
9814.221218000057
usercpu_time_millis
8717.97370999957
wall_clock_time_millis_testing
3.7887096405029297
wall_clock_time_millis_testing
3.3109188079833984
wall_clock_time_millis_testing
3.475666046142578
wall_clock_time_millis_testing
3.3071041107177734
wall_clock_time_millis_testing
3.740549087524414
wall_clock_time_millis_testing
3.7605762481689453
wall_clock_time_millis_testing
3.0350685119628906
wall_clock_time_millis_testing
3.8352012634277344
wall_clock_time_millis_testing
3.7512779235839844
wall_clock_time_millis_testing
3.558635711669922
wall_clock_time_millis
10502.64859199524
wall_clock_time_millis
12602.99277305603
wall_clock_time_millis
7386.286973953247
wall_clock_time_millis
12579.748153686523
wall_clock_time_millis
11203.59468460083
wall_clock_time_millis
10677.55126953125
wall_clock_time_millis
11659.729480743408
wall_clock_time_millis
10845.26515007019
wall_clock_time_millis
9821.926593780518
wall_clock_time_millis
8731.130361557007
predictive_accuracy
0.97
predictive_accuracy
0.955
predictive_accuracy
0.945
predictive_accuracy
0.965
predictive_accuracy
0.95
predictive_accuracy
0.96
predictive_accuracy
0.96
predictive_accuracy
0.98
predictive_accuracy
0.965
predictive_accuracy
0.95