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pypots/imputation/csai/data.py

Summary

Maintainability
C
1 day
Test Coverage

File data.py has 375 lines of code (exceeds 250 allowed). Consider refactoring.
Open

"""

"""

# Created by Linglong Qian, Joseph Arul Raj <linglong.qian@kcl.ac.uk, joseph_arul_raj@kcl.ac.uk>
Severity: Minor
Found in pypots/imputation/csai/data.py - About 5 hrs to fix

    Function normalize_csai has a Cognitive Complexity of 18 (exceeds 5 allowed). Consider refactoring.
    Open

    def normalize_csai(
    data,
    mean: list = None,
    std: list = None,
    compute_intervals: bool = False,
    Severity: Minor
    Found in pypots/imputation/csai/data.py - About 2 hrs 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 non_uniform_sample has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring.
    Open

    def non_uniform_sample(data, removal_percent, pre_replacement_probabilities=None, increase_factor=0.5):
    """
    Process time-series data by randomly removing a certain percentage of observed values based on pre-defined
    replacement probabilities, and compute the necessary features such as forward and backward deltas, masks,
    and last observed values.
    Severity: Minor
    Found in pypots/imputation/csai/data.py - About 1 hr 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 __init__ has 11 arguments (exceeds 4 allowed). Consider refactoring.
    Open

        def __init__(
    Severity: Major
    Found in pypots/imputation/csai/data.py - About 1 hr to fix

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