Module ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias alias ImportFrom alias ImportFrom alias alias ImportFrom alias ImportFrom alias Assign NameStore Dict Str Str Str Str Str NameLoad NameLoad NameLoad NameLoad NameLoad Assign NameStore Call AttributeLoad Str attr ClassDef bases body FunctionDef arguments args NameParam defaults kwarg body For NameStore NameLoad body If CompareNotIn NameLoad NameLoad body Raise Call NameLoad Call AttributeLoad Str attr NameLoad Assign NameStore Call NameLoad SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad Call NameLoad NameLoad keyword NameLoad Call NameLoad Assign NameStore Call NameLoad SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad NameLoad Call NameLoad NameLoad keyword NameLoad TryExcept body Assign NameStore SubscriptLoad NameLoad Index SubscriptLoad NameLoad Index Str handlers ExceptHandler type NameLoad body Raise Call NameLoad Call AttributeLoad Str attr SubscriptLoad NameLoad Index Str Assign NameStore Call NameLoad SubscriptLoad NameLoad Index Str Assign AttributeStore NameLoad attr Call NameLoad NameLoad Call NameLoad Assign AttributeStore NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad NameLoad Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad NameLoad Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Return Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Return Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Return Call AttributeLoad Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults body Return Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Return Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad decorator_list decorator_list ClassDef bases body Expr Str FunctionDef arguments args NameParam NameParam defaults NameLoad body If CompareIs NameLoad NameLoad body Assign NameStore Call NameLoad Assign AttributeStore NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults body Expr Str Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad NameLoad Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults NameLoad body Expr Str Return Call AttributeLoad Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad attr Num Num decorator_list decorator_list
N/A sklearn.linear_model SGDClassifier sklearn.neighbors KNeighborsClassifier sklearn.svm SVC sklearn.ensemble RandomForestClassifier AdaBoostClassifier sklearn.preprocessing StandardScaler sklearn.pipeline make_pipeline make_union featureforge.vectorizer Vectorizer iepy.extraction.features parse_features N/A _valid_classifiers N/A sgd knn svc randomforest adaboost SGDClassifier KNeighborsClassifier SVC RandomForestClassifier AdaBoostClassifier N/A _configuration_options N/A N/A 
    classifier
    classifier_args
    sparse_features
    dense_features
 split RelationExtractionClassifier N/A N/A __init__ N/A N/A self N/A config N/A N/A option _configuration_options N/A N/A N/A option config N/A N/A N/A ValueError N/A N/A Missing configuration option {!r} format option N/A sparse_features N/A parse_features N/A config N/A sparse_features N/A densifier N/A make_pipeline N/A Vectorizer sparse_features sparse True N/A ClassifierAsFeature N/A dense_features N/A parse_features N/A config N/A dense_features N/A vectorization N/A make_union densifier N/A Vectorizer dense_features sparse False N/A N/A N/A classifier N/A _valid_classifiers N/A N/A config N/A classifier N/A N/A N/A KeyError N/A N/A N/A ValueError N/A N/A Unknown classification algorithm {!r} format N/A config N/A classifier N/A classifier N/A classifier N/A config N/A classifier_args N/A N/A self pipeline N/A make_pipeline vectorization N/A StandardScaler N/A N/A self classifier classifier N/A fit N/A N/A self X y N/A N/A N/A X N/A N/A N/A self pipeline fit_transform X y N/A N/A N/A N/A self classifier fit X y N/A self N/A _chew N/A N/A self evidences N/A N/A N/A N/A N/A N/A self pipeline transform evidences N/A _predict N/A N/A self X N/A N/A N/A N/A N/A N/A self classifier predict X N/A _rank N/A N/A self X N/A N/A N/A N/A N/A N/A N/A N/A self classifier decision_function X ravel N/A predict N/A N/A self evidences N/A N/A N/A N/A N/A self _predict N/A N/A self _chew evidences N/A decision_function N/A N/A self evidences N/A N/A N/A N/A N/A self _rank N/A N/A self _chew evidences N/A N/A ClassifierAsFeature N/A N/A N/A 
    A transformation that esentially implements a form of dimensionality
    reduction.
    This class uses (by default) a fast SGDClassifier configured like a linear
    SVM to produce a feature that is the decision function of the classifier.
    It's useful to reduce the dimension of bag-of-words feature-set into a
    feature that's denser in information.
     __init__ N/A N/A self classifier N/A None N/A N/A N/A classifier None N/A N/A classifier N/A SGDClassifier N/A N/A self classifier classifier N/A fit N/A N/A self X y N/A N/A N/A 
        `X` is expected to be an array-like or a sparse matrix.
        `y` is expected to be an array-like containing the classes to learn.
         N/A N/A N/A N/A self classifier fit X y N/A self N/A transform N/A N/A self X y N/A None N/A N/A 
        `X` is expected to be an array-like or a sparse matrix.
        It returns a dense matrix of shape (n_samples, 1).
         N/A N/A N/A N/A N/A N/A self classifier decision_function X reshape -1 1 N/A N/A