Ll1_sentiment_self_drive Download

Dataset info

Crowdflower: Data for Everyone (public dataset)

Crowdflower

pip install mit-d3m

Download Instructions


from mit_d3m import load_dataset

dataset = load_dataset('LL1_sentiment_self_drive')

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

Best Pipeline

0.5933334714143366

mlprimitives.preprocessing.ClassEncoder

featuretools.dfs

sklearn.preprocessing.Imputer

sklearn.preprocessing.StandardScaler

xgboost.XGBClassifier

mlprimitives.preprocessing.ClassDecoder

mlprimitives.preprocessing.ClassEncoder#1

featuretools.dfs#1

"encode": true

"max_depth": 1

"remove_low_information": true

sklearn.preprocessing.Imputer#1

"missing_values": NaN

"axis": 0

"copy": true

"strategy": most_frequent

sklearn.preprocessing.StandardScaler#1

"with_mean": false

"with_std": true

xgboost.XGBClassifier#1

"n_jobs": -1

"n_estimators": 311

"max_depth": 3

"learning_rate": 0.05464565610798644

"gamma": 0.8326572646287191

"min_child_weight": 7

mlprimitives.preprocessing.ClassDecoder#1

Ll1_sentiment_self_drive

ColIndex ColName ColType Role