4550_miceprotein Download

Dataset info

CC-BY license

OpenML

pip install mit-d3m

Download Instructions


from mit_d3m import load_dataset

dataset = load_dataset('4550_MiceProtein')

X = dataset.X
y = dataset.y
context = dataset.context

Best Pipeline

1.0

mlprimitives.preprocessing.ClassEncoder

featuretools.dfs

sklearn.preprocessing.Imputer

sklearn.preprocessing.StandardScaler

xgboost.XGBClassifier

mlprimitives.preprocessing.ClassDecoder

mlprimitives.preprocessing.ClassEncoder#1

featuretools.dfs#1

"max_depth": 2

"encode": true

"remove_low_information": false

sklearn.preprocessing.Imputer#1

"missing_values": NaN

"axis": 0

"copy": true

"strategy": mean

sklearn.preprocessing.StandardScaler#1

"with_mean": true

"with_std": false

xgboost.XGBClassifier#1

"n_jobs": -1

"n_estimators": 622

"max_depth": 3

"learning_rate": 0.264779349195429

"gamma": 0.6480623858537286

"min_child_weight": 5

mlprimitives.preprocessing.ClassDecoder#1

4550_miceprotein

ColIndex ColName ColType Role