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experiments/tasks/encode.py

Summary

Maintainability
A
3 hrs
Test Coverage

Function init_encoder has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
Open

def init_encoder(algorithm: str, metadata: Dict, residual: bool = False):
    """Initialize a categorical encoder.

    Parameters
    ----------
Severity: Minor
Found in experiments/tasks/encode.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 fit_encoder has 6 arguments (exceeds 4 allowed). Consider refactoring.
Open

def fit_encoder(
Severity: Minor
Found in experiments/tasks/encode.py - About 45 mins to fix

    Avoid too many return statements within this function.
    Open

                return BayesianTargetEncoder(dist="normal", chunksize=300)
    Severity: Major
    Found in experiments/tasks/encode.py - About 30 mins to fix

      Avoid too many return statements within this function.
      Open

                  return BayesianTargetEncoder(dist=metadata["dist"], chunksize=300)
      Severity: Major
      Found in experiments/tasks/encode.py - About 30 mins to fix

        Avoid too many return statements within this function.
        Open

                return TargetEncoder()
        Severity: Major
        Found in experiments/tasks/encode.py - About 30 mins to fix

          Function fit_encoder has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
          Open

          def fit_encoder(
    data: pd.DataFrame,
    metadata: Dict,
    encoder,
    estimator=None,
          Severity: Minor
          Found in experiments/tasks/encode.py - About 25 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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