Showing 77 of 265 total issues
Function _check_params has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring. Open
def _check_params(n_iter, dis_measure, random_state):
"""Internal function to check for and validate class parameters.
Also, to return random state instance and the appropriate dissimilarity
measure if valid.
"""- 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 12 (exceeds 5 allowed). Consider refactoring. Open
def fit(self, X, y=None):
"""Fit detector. y is assumed to be 0 for all training samples.
Parameters
----------
X : numpy array of shape (n_samples, n_features)- 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 12 (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 __init__ has 11 arguments (exceeds 4 allowed). Consider refactoring. Open
def __init__(self,Function explain_outlier has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring. Open
def explain_outlier(self, ind, columns=None, cutoffs=None,
feature_names=None, file_name=None,
file_type=None): # pragma: no cover
"""Plot dimensional outlier graph for a given data point within
the dataset.- 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_local_region has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring. Open
def _get_local_region(self, X_test_norm):
""" Get local region for each test instance
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 fit has a Cognitive Complexity of 11 (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_step has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring. Open
def train_step(self, data):
cross_entropy = tf.keras.losses.BinaryCrossentropy(from_logits=False)
x_real, z_real = data
- 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 generate_data_clusters has 10 arguments (exceeds 4 allowed). Consider refactoring. Open
def generate_data_clusters(n_train=1000, n_test=500, n_clusters=2,Function explain_outlier has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring. Open
def explain_outlier(self, ind, columns=None, cutoffs=None,
feature_names=None, file_name=None,
file_type=None): # pragma: no cover
"""Plot dimensional outlier graph for a given data point within
the dataset.- 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 elastic_net_subspace_clustering has 10 arguments (exceeds 4 allowed). Consider refactoring. Open
def elastic_net_subspace_clustering(self, X, gamma=50.0, gamma_nz=True,Function fit has 31 lines of code (exceeds 25 allowed). Consider refactoring. Open
def fit(self, X, y=None):
"""Fit detector. y is assumed to be 0 for all training samples.
Parameters
----------
X : numpy array of shape (n_samples, n_features)Function active_support_elastic_net has 9 arguments (exceeds 4 allowed). Consider refactoring. Open
def active_support_elastic_net(self, X, y, alpha, tau=1.0,Function generate_data_categorical has 9 arguments (exceeds 4 allowed). Consider refactoring. Open
def generate_data_categorical(n_train=1000, n_test=500, n_features=2,Function get_in_out_channels has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring. Open
def get_in_out_channels(i, num_layers, n_features, n_hidden, n_output,
skip_connection):
if skip_connection is False:
in_channels = n_features if i == 0 else n_hidden[i - 1]
out_channels = n_output if i == num_layers else n_hidden[i]- 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 _calculate_decision_score has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring. Open
def _calculate_decision_score(self, X):
"""Computes the outlier 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 rod_nD has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring. Open
def rod_nD(X, parallel, gm=None, median=None, data_scaler=None, angles_scalers1=None, angles_scalers2=None):
"""
Find ROD overall scores when Data is higher than 3D:
# scale dataset using Robust Scaler
# decompose the full space into a combinations of 3D subspaces,- 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 geometric_median has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring. Open
def geometric_median(x, eps=1e-5):
"""
Find the multivariate geometric L1-median by applying
Vardi and Zhang algorithm.
- 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 9 (exceeds 5 allowed). Consider refactoring. Open
def fit(self, X, y=None, noise_std=0.1):
"""Fit detector. y is ignored in unsupervised methods.
Parameters
----------
X : numpy array of shape (n_samples, n_features)- 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 9 (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"