Student Scores Dataset
This dataset contains clean and original versions of Student Scores Dataset and the transformer used to transform it from original to clean, can be used for inferences.
Here's the plot of the transformer:
ColumnTransformer(remainder='passthrough',transformers=[('categorical_missing_value_imputer',SimpleImputer(fill_value='missing',strategy='constant'),[0, 1, 2, 3, 4]),('numerical_missing_value_imputer',SimpleImputer(strategy='median'), [5, 6, 7]),('school_encoder', OrdinalEncoder(), [2]),('status_encoder', OrdinalEncoder(), [4]),('gender_encoder', OneHotEncoder(), [0])])Please rerun this cell to show the HTML repr or trust the notebook.
ColumnTransformer(remainder='passthrough',transformers=[('categorical_missing_value_imputer',SimpleImputer(fill_value='missing',strategy='constant'),[0, 1, 2, 3, 4]),('numerical_missing_value_imputer',SimpleImputer(strategy='median'), [5, 6, 7]),('school_encoder', OrdinalEncoder(), [2]),('status_encoder', OrdinalEncoder(), [4]),('gender_encoder', OneHotEncoder(), [0])])
[0, 1, 2, 3, 4]
SimpleImputer(fill_value='missing', strategy='constant')
[5, 6, 7]
SimpleImputer(strategy='median')
[2]
OrdinalEncoder()
[4]
OrdinalEncoder()
[0]
OneHotEncoder()
[]
passthrough