Module Import alias Import alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias alias alias alias alias alias ClassDef bases NameLoad body FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam NameParam NameParam NameParam defaults NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad body Expr Call AttributeLoad Call NameLoad attr NameLoad keyword NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad If BoolOpOr NameLoad NameLoad body Assign AttributeStore NameLoad attr Call NameLoad keyword NameLoad keyword NameLoad orelse Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr Dict Str Str Str Str NameLoad NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body If CompareIs NameLoad Str body Return NameLoad orelse If CompareIs NameLoad Str body Return NameLoad orelse Raise Call NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults kwarg body Expr Str Assign NameStore Call AttributeLoad NameLoad attr If CompareIsNot AttributeLoad NameLoad attr NameLoad body Assign TupleStore NameStore NameStore Call NameLoad NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign NameStore Call NameLoad NameLoad NameLoad If AttributeLoad NameLoad attr body Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign TupleStore NameStore NameStore Call NameLoad NameLoad If AttributeLoad NameLoad attr body Assign NameStore Call AttributeLoad NameLoad attr NameLoad orelse Assign NameStore NameLoad Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad NameLoad keyword NameLoad NameLoad Assign AttributeStore NameLoad attr Call AttributeLoad NameLoad attr Return Dict Str BinOpSub Call AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Expr Str If CompareIsNot AttributeLoad NameLoad attr NameLoad body Assign NameStore SubscriptLoad Call AttributeLoad AttributeLoad NameLoad attr attr ListLoad NameLoad Index Num Assign NameStore SubscriptLoad Call AttributeLoad AttributeLoad NameLoad attr attr ListLoad NameLoad Index Num Assign NameStore AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore SubscriptLoad Call AttributeLoad AttributeLoad NameLoad attr attr ListLoad NameLoad Index Num Assign NameStore DictComp NameLoad NameLoad comprehension TupleStore NameStore NameStore Call NameLoad NameLoad NameLoad Assign NameStore Dict Str Str NameLoad NameLoad Return Call AttributeLoad NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults NameLoad NameLoad body Expr Str Assign TupleStore NameStore NameStore Call NameLoad NameLoad Assign NameStore BoolOpOr NameLoad AttributeLoad NameLoad attr ListLoad Call NameLoad Call NameLoad Call NameLoad Call NameLoad Call NameLoad Call NameLoad Assign NameStore ListComp Call AttributeLoad NameLoad attr NameLoad comprehension NameStore NameLoad If CompareIsNot AttributeLoad NameLoad attr NameLoad body Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign NameStore Dict For NameStore NameLoad body Assign SubscriptStore NameLoad Index NameLoad Call AttributeLoad NameLoad attr NameLoad NameLoad If NameLoad body Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Return NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Dict Expr Call AttributeLoad NameLoad attr BoolOpOr AttributeLoad NameLoad attr Dict Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr Return Call AttributeLoad NameLoad attr Dict Str Str Str Str Str AttributeLoad AttributeLoad NameLoad attr attr NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults Str body If CompareEq NameLoad Str body Return Call AttributeLoad NameLoad attr orelse If CompareEq NameLoad Str body Return Call AttributeLoad NameLoad attr orelse Raise Call NameLoad Call AttributeLoad Str attr NameLoad AttributeLoad AttributeLoad NameLoad attr attr decorator_list FunctionDef arguments args NameParam NameParam defaults Str body Assign NameStore Call AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad Str attr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad Str attr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad Str attr Call AttributeLoad NameLoad attr Str If Call NameLoad SubscriptLoad NameLoad Index Str NameLoad body Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr SubscriptLoad NameLoad Index Str attr Expr Call AttributeLoad NameLoad attr Call AttributeLoad Str attr NameLoad orelse Expr Call AttributeLoad NameLoad attr Call AttributeLoad Str attr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Return Call AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body If CompareIs AttributeLoad NameLoad attr NameLoad body Return Str orelse Return Call AttributeLoad Str attr GeneratorExp Call AttributeLoad NameLoad attr SubscriptLoad AttributeLoad NameLoad attr Index NameLoad comprehension NameStore AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam defaults body Assign NameStore Dict Expr Call AttributeLoad NameLoad attr BoolOpOr AttributeLoad NameLoad attr Dict Expr Call AttributeLoad NameLoad attr Call AttributeLoad AttributeLoad NameLoad attr attr Assign NameStore Dict If CompareIsNot AttributeLoad NameLoad attr NameLoad body For NameStore AttributeLoad NameLoad attr body Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Assign SubscriptStore NameLoad Index Call NameLoad NameLoad Call AttributeLoad NameLoad attr NameLoad keyword Str Return Call AttributeLoad NameLoad attr Dict Str Str Str Str Str AttributeLoad AttributeLoad NameLoad attr attr NameLoad AttributeLoad NameLoad attr AttributeLoad NameLoad attr NameLoad decorator_list decorator_list
N/A N/A io N/A time datetime datetime sklearn.preprocessing RobustScaler N/A util scorer_model MLScorerModel test_statistics accuracy precision precision_recall recall roc table ScikitLearnClassifier N/A MLScorerModel N/A __init__ N/A N/A self features classifier_model version balanced_sample balanced_sample_weight scale center test_statistics N/A None False False False False None N/A N/A N/A N/A N/A super __init__ features version version N/A N/A self classifier_model classifier_model N/A N/A self balanced_sample balanced_sample N/A N/A self balanced_sample_weight balanced_sample_weight N/A N/A scale center N/A N/A N/A self scaler N/A RobustScaler with_centering center with_scaling scale N/A N/A N/A self scaler None N/A N/A self test_statistics test_statistics N/A N/A self test_stats None N/A N/A self params N/A balanced_sample balanced_sample_weight scale center balanced_sample balanced_sample_weight scale center N/A __getattr__ N/A N/A self attr N/A N/A N/A N/A attr stats N/A N/A None N/A N/A N/A attr params N/A N/A None N/A N/A N/A AttributeError attr N/A train N/A N/A self values_labels N/A kwargs N/A N/A 

        :Returns:
            A dictionary with the fields:

            * seconds_elapsed -- Time in seconds spent fitting the model
         N/A start N/A N/A time time N/A N/A N/A self scaler None N/A N/A N/A values labels N/A zip values_labels N/A values N/A N/A N/A self scaler fit_transform values N/A values_labels N/A zip values labels N/A N/A self balanced_sample N/A N/A values_labels N/A N/A util balance_sample values_labels N/A N/A values labels N/A zip values_labels N/A N/A self balanced_sample_weight N/A N/A sample_weight N/A N/A util balance_sample_weights labels N/A N/A sample_weight None N/A N/A N/A N/A self classifier_model fit values labels sample_weight sample_weight kwargs N/A N/A self trained N/A N/A time time N/A N/A seconds_elapsed N/A N/A N/A time time start N/A score N/A N/A self feature_values N/A N/A N/A 
        Generates a score for a single revision based on a set of extracted
        feature_values.

        :Parameters:
            feature_values : collection(`mixed`)
                an ordered collection of values that correspond to the
                `Feature` s provided to the constructor

        :Returns:
            A dict with the fields:

            * predicion -- The most likely class
            * probability -- A mapping of probabilities for input classes
                             corresponding to the classes the classifier was
                             trained on.  Generating this probability is
                             slower than a simple prediction.
         N/A N/A N/A self scaler None N/A N/A feature_values N/A N/A N/A N/A self scaler transform N/A feature_values N/A 0 N/A prediction N/A N/A N/A N/A self classifier_model predict N/A feature_values N/A 0 N/A labels N/A N/A self classifier_model classes_ N/A probas N/A N/A N/A N/A self classifier_model predict_proba N/A feature_values N/A 0 N/A probability N/A label proba N/A N/A label proba N/A zip labels probas N/A doc N/A prediction probability prediction probability N/A N/A N/A util normalize_json doc N/A test N/A N/A self values_labels test_statistics store_stats N/A None True N/A N/A 
        :Returns:
            A dictionary of test statistics with the fields:

            * n -- The number of observations tested against
            * accuracy -- The accuracy of classification
            * table -- A truth table for classification
            * test_statistics -- A map of test statistic values
         N/A N/A values labels N/A zip values_labels N/A test_statistics N/A test_statistics N/A self test_statistics N/A N/A table N/A accuracy N/A precision N/A recall N/A roc N/A precision_recall N/A scores N/A N/A N/A self score feature_values N/A feature_values values N/A N/A N/A self scaler None N/A N/A values N/A N/A N/A self scaler transform values N/A test_stats N/A N/A statistic test_statistics N/A N/A N/A test_stats N/A statistic N/A N/A statistic score scores labels N/A store_stats N/A N/A N/A self test_statistics test_statistics N/A N/A self test_stats test_stats N/A test_stats N/A info N/A N/A self N/A N/A N/A params N/A N/A N/A N/A params update N/A N/A self params N/A N/A N/A N/A params update N/A N/A N/A self classifier_model get_params N/A N/A N/A util normalize_json N/A type params version trained test_stats N/A N/A self __class__ __name__ params N/A self version N/A self trained N/A self test_stats N/A format_info N/A N/A self format N/A str N/A N/A N/A format str N/A N/A N/A N/A self format_info_str N/A N/A N/A format json N/A N/A N/A N/A self format_info_json N/A N/A N/A TypeError N/A N/A Format '{0}' not available for {1}. format format N/A N/A self __class__ __name__ N/A format_info_str N/A N/A self format N/A str N/A N/A info N/A N/A self info N/A formatted N/A N/A io StringIO N/A N/A N/A formatted write ScikitLearnClassifier
 N/A N/A N/A formatted write N/A N/A  - type: {0}
 format N/A N/A info get type N/A N/A N/A formatted write N/A N/A  - params: {0}
 format N/A N/A util format_params N/A N/A info get params N/A N/A N/A formatted write N/A N/A  - version: {0}
 format N/A N/A info get version N/A N/A isinstance N/A info N/A trained float N/A N/A date_string N/A N/A N/A N/A datetime fromtimestamp N/A info N/A trained isoformat N/A N/A N/A formatted write N/A N/A  - trained: {0}
 format date_string N/A N/A N/A N/A formatted write N/A N/A  - trained: {0}
 format N/A N/A info get trained N/A N/A N/A formatted write N/A N/A N/A formatted write N/A N/A self format_stats_str N/A N/A N/A formatted getvalue N/A format_stats_str N/A N/A self N/A N/A N/A N/A N/A self test_stats None N/A N/A No stats available N/A N/A N/A N/A join N/A N/A N/A stat format N/A N/A self test_stats N/A stat N/A stat N/A self test_statistics N/A format_info_json N/A N/A self N/A N/A N/A params N/A N/A N/A N/A params update N/A N/A self params N/A N/A N/A N/A params update N/A N/A N/A self classifier_model get_params N/A test_stats N/A N/A N/A N/A self test_stats None N/A N/A test_stat N/A self test_statistics N/A N/A stats N/A N/A self test_stats N/A test_stat N/A N/A test_stats N/A N/A str test_stat N/A N/A test_stat format stats format json N/A N/A N/A util normalize_json N/A type params version trained test_stats N/A N/A self __class__ __name__ params N/A self version N/A self trained test_stats N/A N/A