import numpy as np class Structure: """ Contiene tutte il informazioni sulla struttura della rete (connessione dei nodi, valori assumibili dalle variabili) :structure_frame: il dataframe contenente le connessioni dei nodi della rete :variables_frame: il data_frame contenente i valori assumibili dalle variabili e si suppone il corretto ordinamento rispetto alle colonne del dataset """ def __init__(self, structure, variables, total_variables_number): self.structure_frame = structure self.variables_frame = variables self.total_variables_number = total_variables_number self.name_label = variables.columns.values[0] self.value_label = variables.columns.values[1] def list_of_edges(self): records = self.structure_frame.to_records(index=False) edges_list = list(records) return edges_list def list_of_nodes_labels(self): return self.variables_frame[self.name_label].values.tolist() def list_of_nodes_indexes(self): return list(self.variables_frame.index) def get_node_id(self, node_indx): return self.variables_frame[self.name_label][node_indx] def get_node_indx(self, node_id): return self.variables_frame[self.name_label][self.variables_frame[self.name_label] == node_id].index[0] def get_positional_node_indx(self, node_id): return np.flatnonzero(self.variables_frame[self.name_label] == node_id)[0] def get_states_number(self, node): #print("node", node) return self.variables_frame[self.value_label][self.get_node_indx(node)] def get_states_number_by_indx(self, node_indx): #print(self.value_label) #print("Node indx", node_indx) return self.variables_frame[self.value_label][node_indx] def total_variables_number(self): return self.total_variables_number def __repr__(self): return "Variables:\n" + str(self.variables_frame) + "\nEdges: \n" + str(self.structure_frame) def __eq__(self, other): """Overrides the default implementation""" if isinstance(other, Structure): return self.structure_frame.equals(other.structure_frame) and \ self.variables_frame.equals(other.variables_frame) return NotImplemented