Primary-plutchik-wheel-dfe Download

Dataset info

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Figure Eight

pip install mit-d3m

0.4 MB

Download Instructions


from mit_d3m import load_dataset

dataset = load_dataset('primary-plutchik-wheel-DFE')

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

Best Pipeline

0.28672201526376917

mlprimitives.preprocessing.ClassEncoder

mlprimitives.text.TextCleaner

mlprimitives.feature_extraction.StringVectorizer

sklearn.preprocessing.Imputer

xgboost.XGBClassifier

mlprimitives.preprocessing.ClassDecoder

mlprimitives.preprocessing.ClassEncoder#1

mlprimitives.text.TextCleaner#1

"language": multi

"column": texts

"lower": true

"accents": true

"stopwrods": false

"non_alpha": true

"single_chars": false

mlprimitives.feature_extraction.StringVectorizer#1

"features": auto

"input": content

"decode_error": ignore

"analyzer": word

"lowercase": false

"binary": false

"max_features": 189

sklearn.preprocessing.Imputer#1

"missing_values": NaN

"axis": 0

"copy": true

"strategy": median

xgboost.XGBClassifier#1

"n_jobs": -1

"n_estimators": 228

"max_depth": 7

"learning_rate": 0.10531107129788964

"gamma": 0.9341052474015398

"min_child_weight": 9

mlprimitives.preprocessing.ClassDecoder#1

Primary-plutchik-wheel-dfe

ColIndex ColName ColType Role