Showing 96 of 249 total issues
Function _get_critical_values has 5 arguments (exceeds 4 allowed). Consider refactoring. Open
def _get_critical_values(dist_matrix, alpha, p_ix, r_max,Function fit has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring. Open
def fit(self, X, y=None):
"""Fit detector. y is ignored in unsupervised methods.
Parameters
----------- Read upRead up
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 train_more has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring. Open
def train_more(self, X, epochs=100, noise_std=0.1):
"""This function allows the researcher to perform extra training
instead of the fixed number determined
by the fit() function.
"""- Read upRead up
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 _train_autoencoder has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring. Open
def _train_autoencoder(self, train_loader):
"""Train the autoencoder.
Parameters
----------- Read upRead up
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- Read upRead up
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 _cof_fast has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def _cof_fast(self, X):
"""
Connectivity-Based Outlier Factor (COF) Algorithm
This function is called internally to calculate the
Connectivity-Based Outlier Factor (COF) as an outlier- Read upRead up
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 ecdf_terminate_equals_inplace has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def ecdf_terminate_equals_inplace(matrix: np.ndarray, probabilities: np.ndarray):
"""
This is a helper function for computing the ecdf of an array. It has been outsourced from the original
function in order to be able to use the njit compiler of numpy for increased speeds, as it unfortunately
needs a loop over all rows and columns of a matrix. It acts in place on the probabilities' matrix.- Read upRead up
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 _decision_function_parallel has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def _decision_function_parallel(self, X):
"""Predict raw anomaly score of X using the fitted detector.
For consistency, outliers are assigned with larger anomaly scores.
Parameters
----------- Read upRead up
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 _cof_memory has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def _cof_memory(self, X):
"""
Connectivity-Based Outlier Factor (COF) Algorithm
This function is called internally to calculate the
Connectivity-Based Outlier Factor (COF) as an outlier- Read upRead up
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 has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def fit(self, X, y=None):
"""Fit detector. y is ignored in unsupervised methods.
Parameters
----------- Read upRead up
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 _get_decision_scores has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def _get_decision_scores(self, X):
""" Helper function for getting outlier scores on test data X (note:
model must already be fit)
Parameters- Read upRead up
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 _validate_estimator has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def _validate_estimator(self, default=None):
"""Check the estimator and the n_estimator attribute, set the
`base_estimator_` attribute."""
if not isinstance(self.n_estimators, (numbers.Integral, np.integer)):
raise ValueError("n_estimators must be an integer, "- Read upRead up
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 __sf has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def __sf(self, X):
"""Internal function to calculate for Smoothing Factors of data points
Repeated n_iter_ of times in randomized mode.
"""
dis_ = np.zeros(shape=(X.shape[0],))- Read upRead up
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 a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def __init__(self, activation_hidden_gen='tanh',
activation_hidden_disc='tanh',
output_activation=None,
dropout_rate=0.2,
latent_dim=2,- Read upRead up
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 _decision_function_parallel has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def _decision_function_parallel(self, X):
"""Predict raw anomaly score of X using the fitted detector.
For consistency, outliers are assigned with larger anomaly scores.
Parameters
----------- Read upRead up
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 _wrap_around_discrepancy has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring. Open
def _wrap_around_discrepancy(data, check):
"""Wrap-around Quasi-Monte Carlo discrepancy method"""
n = data.shape[0]
d = data.shape[1]- Read upRead up
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"