Module Import alias ImportFrom alias alias ImportFrom alias ImportFrom alias alias ClassDef bases NameLoad body Expr Str FunctionDef arguments args NameParam NameParam NameParam NameParam defaults body Assign NameStore ListComp SubscriptLoad SubscriptLoad NameLoad Index Str Index NameLoad comprehension NameStore NameLoad Assign NameStore ListComp CompareEq NameLoad NameLoad comprehension NameStore NameLoad Assign TupleStore NameStore NameStore NameStore Call NameLoad NameLoad NameLoad Return Dict Str Str Str Str Call NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad decorator_list NameLoad FunctionDef arguments args NameParam NameParam NameParam defaults Str body If CompareEq NameLoad Str body Return Call AttributeLoad NameLoad attr NameLoad orelse If CompareEq NameLoad Str body If CompareIn Str NameLoad body Return Dict Str Call NameLoad SubscriptLoad NameLoad Index Str Num orelse Return DictComp NameLoad Call NameLoad SubscriptLoad NameLoad Index Str Num comprehension TupleStore NameStore NameStore Call AttributeLoad NameLoad attr orelse Raise Call NameLoad Call AttributeLoad Str attr NameLoad AttributeLoad NameLoad attr decorator_list NameLoad FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr If BoolOpAnd CompareIn Str NameLoad CompareIn Str NameLoad body Expr Call AttributeLoad NameLoad attr Call AttributeLoad Str attr Call NameLoad SubscriptLoad NameLoad Index Str Num orelse Expr Call AttributeLoad NameLoad attr Str Assign NameStore ListComp TupleLoad Call NameLoad NameLoad Call NameLoad SubscriptLoad SubscriptLoad NameLoad Index NameLoad Index Str Num comprehension NameStore Call NameLoad Call AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Str attr ListComp BinOpAdd BinOpAdd Str NameLoad Str comprehension NameStore Call AttributeLoad Call NameLoad NameLoad attr Str Return Call AttributeLoad NameLoad attr decorator_list NameLoad decorator_list Expr Call AttributeLoad NameLoad attr Str NameLoad
N/A N/A io sklearn.metrics auc roc_curve tabulate tabulate test_statistic ClassifierStatistic TestStatistic roc N/A ClassifierStatistic N/A N/A 
    Constructs a reciever operating characteristic statistics generator.
    See https://en.wikipedia.org/wiki/Receiver_operating_characteristic

    When applied to a test set, the `score()` method will return a dictionary
    with four fields:

     * auc: the area under the ROC curve
     * fprs: a list of false-positive rates
     * tprs: a list of true-positive rates
     * thresholds: a list of probability thresholds
     _single_class_stat N/A N/A cls scores labels comparison_label N/A N/A N/A y_proba N/A N/A N/A s N/A probability N/A comparison_label N/A s scores N/A y_true N/A N/A l comparison_label N/A l labels N/A N/A fprs tprs thresholds N/A roc_curve y_true y_proba N/A N/A auc fprs tprs thresholds N/A auc fprs tprs fprs tprs thresholds N/A classmethod format N/A N/A cls stats format N/A str N/A N/A N/A format str N/A N/A N/A N/A cls format_str stats N/A N/A N/A format json N/A N/A N/A auc stats N/A N/A N/A auc N/A round N/A stats N/A auc 3 N/A N/A N/A k N/A round N/A ss N/A auc 3 N/A N/A k ss N/A N/A stats items N/A N/A N/A TypeError N/A N/A Format '{0}' not available for {1}. format format N/A cls __name__ N/A classmethod format_str N/A N/A cls stats N/A N/A N/A formatted N/A N/A io StringIO N/A N/A N/A auc stats N/A thresholds stats N/A N/A N/A N/A formatted write N/A N/A ROC-AUC: {0} format N/A round N/A stats N/A auc 3 N/A N/A N/A N/A formatted write ROC-AUC:
 N/A table_data N/A N/A N/A repr label N/A round N/A N/A stats N/A label N/A auc 3 N/A label N/A sorted N/A N/A stats keys N/A N/A N/A formatted write N/A N/A join N/A N/A N/A line N/A line N/A N/A N/A tabulate table_data split N/A N/A N/A formatted getvalue N/A classmethod N/A N/A N/A N/A TestStatistic register roc roc