Corporate-messaging-dfe Download

Dataset info

Creative Commons

CrowdFlower

pip install mit-d3m

0.6 MB

Download Instructions


from mit_d3m import load_dataset

dataset = load_dataset('Corporate-messaging-DFE')

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

Best Pipeline

0.8821363874484807

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": false

"single_chars": true

mlprimitives.feature_extraction.StringVectorizer#1

"features": auto

"input": content

"decode_error": ignore

"analyzer": word

"lowercase": true

"binary": true

"max_features": 603

sklearn.preprocessing.Imputer#1

"missing_values": NaN

"axis": 0

"copy": true

"strategy": most_frequent

xgboost.XGBClassifier#1

"n_jobs": -1

"n_estimators": 404

"max_depth": 5

"learning_rate": 0.4625446319013343

"gamma": 0.5015099462463878

"min_child_weight": 6

mlprimitives.preprocessing.ClassDecoder#1

Corporate-messaging-dfe

ColIndex ColName ColType Role