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Showing 26 of 37 total issues

File statistical.py has 534 lines of code (exceeds 250 allowed). Consider refactoring.
Open

import numpy as np
from sklearn.cluster import affinity_propagation
from sklearn.covariance import GraphicalLasso
from sklearn.mixture import GaussianMixture
from sklearn.neighbors import KernelDensity
Severity: Major
Found in kenchi/outlier_detection/statistical.py - About 1 day to fix

    File base.py has 330 lines of code (exceeds 250 allowed). Consider refactoring.
    Open

    import os

import numpy as np
from sklearn.datasets import load_breast_cancer
from sklearn.utils import check_random_state, Bunch
    Severity: Minor
    Found in kenchi/datasets/base.py - About 3 hrs to fix

      Function plot_anomaly_score has a Cognitive Complexity of 26 (exceeds 5 allowed). Consider refactoring.
      Open

      def plot_anomaly_score(
    anomaly_score, ax=None, bins='auto', figsize=None,
    filename=None, hist=True, kde=True, threshold=None,
    title=None, xlabel='Samples', xlim=None, ylabel='Anomaly score',
    ylim=None, **kwargs
      Severity: Minor
      Found in kenchi/plotting.py - About 3 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

      File plotting.py has 312 lines of code (exceeds 250 allowed). Consider refactoring.
      Open

      import numpy as np
from scipy.stats import gaussian_kde
from sklearn.metrics import auc, roc_curve
from sklearn.utils.validation import check_array, check_symmetric, column_or_1d
      Severity: Minor
      Found in kenchi/plotting.py - About 3 hrs to fix

        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

          File pipeline.py has 258 lines of code (exceeds 250 allowed). Consider refactoring.
          Open

          from sklearn.externals.joblib import dump
from sklearn.pipeline import _name_estimators, Pipeline as _Pipeline
from sklearn.utils.metaestimators import if_delegate_has_method

__all__ = ['make_pipeline', 'Pipeline']
          Severity: Minor
          Found in kenchi/pipeline.py - About 2 hrs to fix

            Function plot_anomaly_score has 14 arguments (exceeds 4 allowed). Consider refactoring.
            Open

            def plot_anomaly_score(
            Severity: Major
            Found in kenchi/plotting.py - About 1 hr to fix

              Function __init__ has 13 arguments (exceeds 4 allowed). Consider refactoring.
              Open

                  def __init__(
              Severity: Major
              Found in kenchi/outlier_detection/statistical.py - About 1 hr to fix

                Function __init__ has 11 arguments (exceeds 4 allowed). Consider refactoring.
                Open

                    def __init__(
                Severity: Major
                Found in kenchi/outlier_detection/clustering_based.py - About 1 hr to fix

                  Function __init__ has 10 arguments (exceeds 4 allowed). Consider refactoring.
                  Open

                      def __init__(
                  Severity: Major
                  Found in kenchi/outlier_detection/distance_based.py - About 1 hr to fix

                    Function load_pendigits has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
                    Open

                    def load_pendigits(random_state=None, return_X_y=False, subset='kriegel11'):
    """Load and return the pendigits dataset.

    Kriegel's structure (subset='kriegel11') :
                    Severity: Minor
                    Found in kenchi/datasets/base.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 10 arguments (exceeds 4 allowed). Consider refactoring.
                    Open

                        def __init__(
                    Severity: Major
                    Found in kenchi/outlier_detection/statistical.py - About 1 hr to fix

                      Function plot_roc_curve has 9 arguments (exceeds 4 allowed). Consider refactoring.
                      Open

                      def plot_roc_curve(
                      Severity: Major
                      Found in kenchi/plotting.py - About 1 hr to fix

                        Function __init__ has 9 arguments (exceeds 4 allowed). Consider refactoring.
                        Open

                            def __init__(
                        Severity: Major
                        Found in kenchi/outlier_detection/density_based.py - About 1 hr to fix

                          Function __init__ has 9 arguments (exceeds 4 allowed). Consider refactoring.
                          Open

                              def __init__(
                          Severity: Major
                          Found in kenchi/outlier_detection/angle_based.py - About 1 hr to fix

                            Function __init__ has 8 arguments (exceeds 4 allowed). Consider refactoring.
                            Open

                                def __init__(
                            Severity: Major
                            Found in kenchi/outlier_detection/statistical.py - About 1 hr to fix

                              Function make_blobs has 8 arguments (exceeds 4 allowed). Consider refactoring.
                              Open

                              def make_blobs(
                              Severity: Major
                              Found in kenchi/datasets/samples_generator.py - About 1 hr to fix

                                Function plot_graphical_model has 7 arguments (exceeds 4 allowed). Consider refactoring.
                                Open

                                def plot_graphical_model(
                                Severity: Major
                                Found in kenchi/plotting.py - About 50 mins to fix

                                  Function plot_partial_corrcoef has 7 arguments (exceeds 4 allowed). Consider refactoring.
                                  Open

                                  def plot_partial_corrcoef(
                                  Severity: Major
                                  Found in kenchi/plotting.py - About 50 mins to fix

                                    Function __init__ has 7 arguments (exceeds 4 allowed). Consider refactoring.
                                    Open

                                        def __init__(
                                    Severity: Major
                                    Found in kenchi/outlier_detection/ensemble.py - About 50 mins to fix
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