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Similar blocks of code found in 3 locations. Consider refactoring.
Open

    Ktt = torch.exp(-pdist2sq(Xt,Xt)/np.square(sig))
Severity: Minor
Found in causallib/contrib/hemm/hemm_metrics.py and 2 other locations - About 30 mins to fix
causallib/contrib/hemm/hemm_metrics.py on lines 69..69
causallib/contrib/hemm/hemm_metrics.py on lines 70..70

Similar blocks of code found in 3 locations. Consider refactoring.
Open

    Kct = torch.exp(-pdist2sq(Xc,Xt)/np.square(sig))
Severity: Minor
Found in causallib/contrib/hemm/hemm_metrics.py and 2 other locations - About 30 mins to fix
causallib/contrib/hemm/hemm_metrics.py on lines 69..69
causallib/contrib/hemm/hemm_metrics.py on lines 71..71

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

    def predict(self, times=None, interpolate=False):
        """
        Compute survival curve for time points given in 'times' param.
        Args:
            times: sequence of time points for prediction
Severity: Minor
Found in causallib/survival/univariate_curve_fitter.py - About 25 mins to fix

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

def _standardization_predict(estimator, X, predict_proba):
    """
    Single prediction call.
 
    Args:
Severity: Minor
Found in causallib/estimation/standardization.py - About 25 mins to fix

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

    def estimate_individual_outcome(self,
                                    X: pd.DataFrame,
                                    a: pd.Series,
                                    t: pd.Series,
                                    y: Optional[Any] = None,
Severity: Minor
Found in causallib/survival/standardized_survival.py - About 25 mins to fix

Function chi2_test has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
Open

def chi2_test(X, y):
    """
 
    Args:
        X (np.ndarray): Binary feature matrix
Severity: Minor
Found in causallib/utils/stat_utils.py - About 25 mins to fix

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

def returnIndicesTest(splits):
    """Takes the splits and return the train, test and dev splits."""
    test = []
    train = []
    dev = []
Severity: Minor
Found in causallib/contrib/hemm/hemm_utilities.py - About 25 mins to fix

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

def wass(X,t,p,lam=10.0,its=20,sq=False,backpropT=False):
    """
    Computes the Wasserstein metric.
 
    Algorithm 3 from "Fast Computation of Wasserstein Barycenters", Cuturi and Doucet (2014) (https://arxiv.org/pdf/1310.4375.pdf).
Severity: Minor
Found in causallib/contrib/hemm/hemm_metrics.py - About 25 mins to fix

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

    def _execute_matching(self, X, a):
        """Execute matching of samples in X according to the treatment values in a.
 
        Returns a DataFrame including all the results, which is also set as
        the attribute `self.match_df_`. The arguments `X` and `a` define the
Severity: Minor
Found in causallib/estimation/matching.py - About 25 mins to fix

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

    def _get_agg_function(self, predict_proba):
        if predict_proba:
            agg_function = self.regress_agg_function
        else:
            agg_function = self.classify_agg_function
Severity: Minor
Found in causallib/estimation/matching.py - About 25 mins to fix

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

def get_version(filename):
    with open(filename, 'r') as f:
        for line in f.readlines():
            if line.startswith('__version__'):
                quotes_type = '"' if '"' in line else "'"
Severity: Minor
Found in setup.py - About 25 mins to fix
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