def sim_ox_wn_value_main_synsets(word): dict_vectors_wn = WordnetParseDefinition.get_dict_vectors_value_for(word) synsets_wn = WordnetHandler.get_synsets_for_word(word,'n') dict_vectors_ox = OxParseDefinition.get_vectors_value_for_word(word, synsets_wn) (keys_wn, vectors_wn) = Util.get_keys_values_of_dict(dict_vectors_wn) (keys_ox, vectors_ox) = Util.get_keys_values_of_dict(dict_vectors_ox) m2d_sim_defi_temp = sim_ox_wn_defi_WDS_via_main_syns(word) DebugHandler.print_2d_matrix(m2d_sim_defi_temp) m2d_sim_defi = [[0 for x in range(len(vectors_wn))] for x in range(len(vectors_ox))] for i in range(len(vectors_wn)): for j in range(len(vectors_ox)): m2d_sim_defi[j][i] = m2d_sim_defi_temp[i][j] m2d_sim = [[0 for x in range(len(vectors_ox))] for x in range(len(vectors_wn))] for i in range(len(vectors_wn)): vector_wn = vectors_wn[i] print vector_wn for j in range(len(vectors_ox)): vector_ox = vectors_ox[j] cosine = spatial.distance.cosine(m2d_sim_defi[j], vector_wn) m2d_sim[i][j] = cosine print "\n" for j in range(len(vectors_ox)): vector_ox = vectors_ox[j] print vector_ox return m2d_sim