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HazureChi/kenchi

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kenchi/outlier_detection/base.py

Summary

Maintainability
A
3 hrs
Test Coverage

File base.py has 296 lines of code (exceeds 250 allowed). Consider refactoring.
Open

from abc import abstractmethod, ABC

import numpy as np
from scipy.stats import norm
from sklearn.base import BaseEstimator
Severity: Minor
Found in kenchi/outlier_detection/base.py - About 3 hrs to fix

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

        def anomaly_score(self, X=None, normalize=False):
        """Compute the anomaly score for each sample.

        Parameters
        ----------
    Severity: Minor
    Found in kenchi/outlier_detection/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"

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