Module Import alias identifier Import alias ImportFrom alias ImportFrom alias ImportFrom alias Import alias ImportFrom alias ImportFrom alias Assign NameStore Call NameLoad Str Assign NameStore AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr attr Assign SubscriptStore NameLoad Index CompareGt NameLoad Num Num Assign NameStore Num Assign NameStore Call AttributeLoad NameLoad attr BinOpMult ListLoad Num Call NameLoad NameLoad Assign NameStore BinOpAdd Call AttributeLoad NameLoad attr SubscriptLoad Call AttributeLoad NameLoad attr CompareEq NameLoad Num Index Num BinOpDiv NameLoad Num Call AttributeLoad NameLoad attr SubscriptLoad Call AttributeLoad NameLoad attr CompareEq NameLoad Num Index Num BinOpDiv NameLoad Num Assign SubscriptStore NameLoad Index NameLoad SubscriptLoad NameLoad Index NameLoad Assign NameStore Call NameLoad keyword Str keyword Str Expr Call AttributeLoad NameLoad attr SubscriptLoad NameLoad ExtSlice Index NameLoad Slice SubscriptLoad NameLoad Index NameLoad Print Str Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Print Str Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Print Str Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call NameLoad Call NameLoad keyword NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Print Str Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call NameLoad Call AttributeLoad AttributeLoad NameLoad attr attr keyword Str keyword NameLoad keyword NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Print Str Call AttributeLoad NameLoad attr NameLoad NameLoad
N/A N/A numpy np N/A random frameworks.CPLELearning CPLELearningModel sklearn.datasets.mldata fetch_mldata sklearn.linear_model.stochastic_gradient SGDClassifier N/A sklearn.svm methods.scikitWQDA WQDA frameworks.SelfLearning SelfLearningModel N/A cancer N/A fetch_mldata Lung cancer (Ontario) N/A X N/A N/A cancer target T N/A ytrue N/A N/A N/A N/A np copy N/A cancer data flatten N/A N/A ytrue N/A N/A ytrue 0 1 N/A labeled_N 4 N/A ys N/A N/A np array N/A N/A -1 N/A len ytrue N/A random_labeled_points N/A N/A N/A random sample N/A N/A N/A np where N/A ytrue 0 N/A 0 N/A labeled_N 2 N/A N/A random sample N/A N/A N/A np where N/A ytrue 1 N/A 0 N/A labeled_N 2 N/A N/A ys N/A random_labeled_points N/A ytrue N/A random_labeled_points N/A basemodel N/A SGDClassifier loss log penalty l1 N/A N/A N/A basemodel fit N/A X N/A N/A random_labeled_points N/A N/A ys N/A random_labeled_points N/A supervised log.reg. score N/A N/A basemodel score X ytrue N/A ssmodel N/A SelfLearningModel basemodel N/A N/A N/A ssmodel fit X ys N/A self-learning log.reg. score N/A N/A ssmodel score X ytrue N/A ssmodel N/A CPLELearningModel basemodel N/A N/A N/A ssmodel fit X ys N/A CPLE semi-supervised log.reg. score N/A N/A ssmodel score X ytrue N/A ssmodel N/A CPLELearningModel N/A WQDA predict_from_probabilities True N/A N/A N/A ssmodel fit X ys N/A CPLE semi-supervised WQDA score N/A N/A ssmodel score X ytrue N/A ssmodel N/A CPLELearningModel N/A N/A N/A sklearn svm SVC kernel rbf probability True predict_from_probabilities True N/A N/A N/A ssmodel fit X ys N/A CPLE semi-supervised RBF SVM score N/A N/A ssmodel score X ytrue