def generate(self, rescale=True):
        """Generate data from an FCM containing cycles."""
        if self.cfunctions is None:
            self.init_variables()

        for i in nx.topological_sort(self.g):
            # Root cause

            if not sum(self.adjacency_matrix[:, i]):
                self.data['V{}'.format(i)] = self.cfunctions[i](self.points)
            # Generating causes
            else:
                self.data['V{}'.format(i)] = self.cfunctions[i](self.data.iloc[:, self.adjacency_matrix[:, i].nonzero()[0]].values)
            if rescale:
                self.data['V{}'.format(i)] = scale(self.data['V{}'.format(i)].values)

        return self.g, self.data
def generate(self, rescale=True):
        """Generate data from an FCM containing cycles."""
        if self.cfunctions is None:
            self.init_variables()

        for i in nx.topological_sort(self.g):
            # Root cause

            if not sum(self.adjacency_matrix[:, i]):
                self.data['V{}'.format(i)] = self.cfunctions[i](self.points)
            # Generating causes
            else:
                self.data['V{}'.format(i)] = self.cfunctions[i](self.data.iloc[:, self.adjacency_matrix[:, i].nonzero()[0]].values)
            if rescale:
                self.data['V{}'.format(i)] = scale(self.data['V{}'.format(i)].values)

        return self.g, self.data
def generate ( self , rescale = True ) : if self . cfunctions is None : self . init_variables ( ) for i in nx . topological_sort ( self . g ) : # Root cause if not sum ( self . adjacency_matrix [ : , i ] ) : self . data [ 'V{}' . format ( i ) ] = self . cfunctions [ i ] ( self . points ) # Generating causes else : self . data [ 'V{}' . format ( i ) ] = self . cfunctions [ i ] ( self . data . iloc [ : , self . adjacency_matrix [ : , i ] . nonzero ( ) [ 0 ] ] . values ) if rescale : self . data [ 'V{}' . format ( i ) ] = scale ( self . data [ 'V{}' . format ( i ) ] . values ) return self . g , self . data
Generate data from an FCM containing cycles.
Generate data from an FCM containing cycles .