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yzhao062/Pyod

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pyod/models/base.py

Summary

Maintainability
A
35 mins
Test Coverage

File base.py has 399 lines of code (exceeds 250 allowed). Consider refactoring.
Invalid

# -*- coding: utf-8 -*-
"""Base class for all outlier detector models
"""
# Author: Yue Zhao <zhaoy@cmu.edu>
# License: BSD 2 clause
Severity: Minor
Found in pyod/models/base.py - About 5 hrs to fix

    Function set_params has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
    Wontfix

        def set_params(self, **params):
        # noinspection PyPep8
        """Set the parameters of this estimator.
        The method works on simple estimators as well as on nested objects
        (such as pipelines). The latter have parameters of the form
    Severity: Minor
    Found in pyod/models/base.py - About 45 mins to fix

    Cognitive Complexity

    Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

    A method's cognitive complexity is based on a few simple rules:

    • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
    • Code is considered more complex for each "break in the linear flow of the code"
    • Code is considered more complex when "flow breaking structures are nested"

    Further reading

    Function predict_proba has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
    Open

        def predict_proba(self, X, method='linear', return_confidence=False):
        """Predict the probability of a sample being outlier. Two approaches
        are possible:

        1. simply use Min-max conversion to linearly transform the outlier
    Severity: Minor
    Found in pyod/models/base.py - About 35 mins to fix

    Cognitive Complexity

    Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

    A method's cognitive complexity is based on a few simple rules:

    • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
    • Code is considered more complex for each "break in the linear flow of the code"
    • Code is considered more complex when "flow breaking structures are nested"

    Further reading

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