RealAdaBoost: Base classifiers: ZeroR predicts class value: FALSE RandomTree ========== HALSTEAD_EFFORT < 1039.49 | NUM_UNIQUE_OPERATORS < 5.5 | | HALSTEAD_EFFORT < 54.57 : FALSE (41.81/0) | | HALSTEAD_EFFORT >= 54.57 | | | HALSTEAD_PROG_TIME < 3.5 | | | | PARAMETER_COUNT < 0.5 : TRUE (5.83/0.56) | | | | PARAMETER_COUNT >= 0.5 : FALSE (4.46/0) | | | HALSTEAD_PROG_TIME >= 3.5 : FALSE (12.82/0) | NUM_UNIQUE_OPERATORS >= 5.5 : FALSE (67.46/0) HALSTEAD_EFFORT >= 1039.49 | LOC_EXECUTABLE < 77.5 | | HALSTEAD_LENGTH < 38.5 : FALSE (6.69/0) | | HALSTEAD_LENGTH >= 38.5 | | | MAINTENANCE_SEVERITY < 0.19 : FALSE (17.28/0) | | | MAINTENANCE_SEVERITY >= 0.19 | | | | CALL_PAIRS < 7.5 | | | | | HALSTEAD_VOLUME < 165.4 : TRUE (10.54/0) | | | | | HALSTEAD_VOLUME >= 165.4 | | | | | | NUM_UNIQUE_OPERANDS < 10.5 : FALSE (10.03/0) | | | | | | NUM_UNIQUE_OPERANDS >= 10.5 | | | | | | | NUM_UNIQUE_OPERATORS < 7.5 : FALSE (3.9/0) | | | | | | | NUM_UNIQUE_OPERATORS >= 7.5 | | | | | | | | LOC_CODE_AND_COMMENT < 0.5 | | | | | | | | | HALSTEAD_DIFFICULTY < 6.17 : TRUE (10.54/0) | | | | | | | | | HALSTEAD_DIFFICULTY >= 6.17 | | | | | | | | | | GLOBAL_DATA_COMPLEXITY < 1.5 : FALSE (8.92/0) | | | | | | | | | | GLOBAL_DATA_COMPLEXITY >= 1.5 | | | | | | | | | | | NUM_UNIQUE_OPERANDS < 14.5 | | | | | | | | | | | | LOC_EXECUTABLE < 8.5 : FALSE (2.23/0) | | | | | | | | | | | | LOC_EXECUTABLE >= 8.5 | | | | | | | | | | | | | CYCLOMATIC_COMPLEXITY < 4.5 | | | | | | | | | | | | | | NUMBER_OF_LINES < 18.5 | | | | | | | | | | | | | | | LOC_BLANK < 1.5 | | | | | | | | | | | | | | | | NUM_OPERANDS < 17 : FALSE (1.67/0) | | | | | | | | | | | | | | | | NUM_OPERANDS >= 17 | | | | | | | | | | | | | | | | | EDGE_COUNT < 14.5 | | | | | | | | | | | | | | | | | | EDGE_COUNT < 13.5 | | | | | | | | | | | | | | | | | | | HALSTEAD_LEVEL < 0.08 | | | | | | | | | | | | | | | | | | | | NUMBER_OF_LINES < 11.5 : FALSE (0.56/0) | | | | | | | | | | | | | | | | | | | | NUMBER_OF_LINES >= 11.5 | | | | | | | | | | | | | | | | | | | | | BRANCH_COUNT < 4 : TRUE (5.27/0) | | | | | | | | | | | | | | | | | | | | | BRANCH_COUNT >= 4 | | | | | | | | | | | | | | | | | | | | | | NORMALIZED_CYLOMATIC_COMPLEXITY < 0.24 : TRUE (5.27/0) | | | | | | | | | | | | | | | | | | | | | | NORMALIZED_CYLOMATIC_COMPLEXITY >= 0.24 : FALSE (0.56/0) | | | | | | | | | | | | | | | | | | | HALSTEAD_LEVEL >= 0.08 : FALSE (2.23/0) | | | | | | | | | | | | | | | | | | EDGE_COUNT >= 13.5 : TRUE (10.54/0) | | | | | | | | | | | | | | | | | EDGE_COUNT >= 14.5 : FALSE (0.56/0) | | | | | | | | | | | | | | | LOC_BLANK >= 1.5 : FALSE (2.23/0) | | | | | | | | | | | | | | NUMBER_OF_LINES >= 18.5 : TRUE (15.81/0) | | | | | | | | | | | | | CYCLOMATIC_COMPLEXITY >= 4.5 : FALSE (2.23/0) | | | | | | | | | | | NUM_UNIQUE_OPERANDS >= 14.5 | | | | | | | | | | | | HALSTEAD_LENGTH < 132.5 : FALSE (18.4/0) | | | | | | | | | | | | HALSTEAD_LENGTH >= 132.5 | | | | | | | | | | | | | HALSTEAD_EFFORT < 11841.75 : TRUE (10.54/0) | | | | | | | | | | | | | HALSTEAD_EFFORT >= 11841.75 : FALSE (2.23/0) | | | | | | | | LOC_CODE_AND_COMMENT >= 0.5 | | | | | | | | | CONDITION_COUNT < 6 : TRUE (15.81/0) | | | | | | | | | CONDITION_COUNT >= 6 : FALSE (0.56/0) | | | | CALL_PAIRS >= 7.5 | | | | | GLOBAL_DATA_DENSITY < 0.64 : FALSE (3.34/0) | | | | | GLOBAL_DATA_DENSITY >= 0.64 | | | | | | HALSTEAD_VOLUME < 2364.06 | | | | | | | HALSTEAD_ERROR_EST < 0.16 : FALSE (1.67/0) | | | | | | | HALSTEAD_ERROR_EST >= 0.16 | | | | | | | | HALSTEAD_ERROR_EST < 0.18 : TRUE (21.08/0) | | | | | | | | HALSTEAD_ERROR_EST >= 0.18 | | | | | | | | | LOC_TOTAL < 22 : FALSE (4.46/0) | | | | | | | | | LOC_TOTAL >= 22 | | | | | | | | | | LOC_BLANK < 6.5 | | | | | | | | | | | NUM_OPERANDS < 53 | | | | | | | | | | | | DECISION_COUNT < 5 : TRUE (5.27/0) | | | | | | | | | | | | DECISION_COUNT >= 5 : FALSE (0.56/0) | | | | | | | | | | | NUM_OPERANDS >= 53 : FALSE (3.9/0) | | | | | | | | | | LOC_BLANK >= 6.5 | | | | | | | | | | | ESSENTIAL_DENSITY < 0.7 | | | | | | | | | | | | NUM_UNIQUE_OPERANDS < 49 : TRUE (36.9/0) | | | | | | | | | | | | NUM_UNIQUE_OPERANDS >= 49 | | | | | | | | | | | | | LOC_TOTAL < 47.5 : FALSE (1.67/0) | | | | | | | | | | | | | LOC_TOTAL >= 47.5 : TRUE (21.08/0) | | | | | | | | | | | ESSENTIAL_DENSITY >= 0.7 : FALSE (1.11/0) | | | | | | HALSTEAD_VOLUME >= 2364.06 : FALSE (2.79/0) | LOC_EXECUTABLE >= 77.5 | | NORMALIZED_CYLOMATIC_COMPLEXITY < 0.17 | | | NUM_OPERATORS < 308 : TRUE (21.08/0) | | | NUM_OPERATORS >= 308 | | | | LOC_TOTAL < 105 : FALSE (1.67/0) | | | | LOC_TOTAL >= 105 | | | | | LOC_BLANK < 27.5 | | | | | | CONDITION_COUNT < 45 | | | | | | | MULTIPLE_CONDITION_COUNT < 15.5 : TRUE (10.54/0) | | | | | | | MULTIPLE_CONDITION_COUNT >= 15.5 : FALSE (1.11/0) | | | | | | CONDITION_COUNT >= 45 : TRUE (21.08/0) | | | | | LOC_BLANK >= 27.5 : FALSE (0.56/0) | | NORMALIZED_CYLOMATIC_COMPLEXITY >= 0.17 : FALSE (1.11/0) Size of the tree : 95 RandomTree ========== NUM_OPERATORS < 34.5 | HALSTEAD_ERROR_EST < 0.01 : FALSE (26.23/0) | HALSTEAD_ERROR_EST >= 0.01 | | HALSTEAD_LENGTH < 7.5 : FALSE (17.97/0) | | HALSTEAD_LENGTH >= 7.5 | | | NUMBER_OF_LINES < 9.5 | | | | HALSTEAD_LENGTH < 38.5 | | | | | HALSTEAD_DIFFICULTY < 2.59 | | | | | | NUMBER_OF_LINES < 4.5 | | | | | | | PARAMETER_COUNT < 0.5 : TRUE (64/31.68) | | | | | | | PARAMETER_COUNT >= 0.5 : FALSE (0.49/0) | | | | | | NUMBER_OF_LINES >= 4.5 : FALSE (5.34/0) | | | | | HALSTEAD_DIFFICULTY >= 2.59 : FALSE (56.35/0) | | | | HALSTEAD_LENGTH >= 38.5 | | | | | LOC_TOTAL < 5.5 : FALSE (0.97/0) | | | | | LOC_TOTAL >= 5.5 | | | | | | NUM_OPERATORS < 28.5 | | | | | | | HALSTEAD_DIFFICULTY < 7.38 : TRUE (13.78/0) | | | | | | | HALSTEAD_DIFFICULTY >= 7.38 : FALSE (1.46/0) | | | | | | NUM_OPERATORS >= 28.5 : FALSE (2.43/0) | | | NUMBER_OF_LINES >= 9.5 : FALSE (17.97/0) NUM_OPERATORS >= 34.5 | LOC_CODE_AND_COMMENT < 0.5 | | LOC_TOTAL < 77.5 | | | LOC_TOTAL < 60 | | | | CYCLOMATIC_COMPLEXITY < 5.5 | | | | | LOC_TOTAL < 22.5 | | | | | | LOC_EXECUTABLE < 16.5 | | | | | | | LOC_COMMENTS < 0.5 | | | | | | | | NUMBER_OF_LINES < 15.5 : FALSE (11.66/0) | | | | | | | | NUMBER_OF_LINES >= 15.5 | | | | | | | | | HALSTEAD_EFFORT < 5410.37 | | | | | | | | | | BRANCH_COUNT < 4.5 : FALSE (2.43/0) | | | | | | | | | | BRANCH_COUNT >= 4.5 | | | | | | | | | | | HALSTEAD_CONTENT < 24.76 : FALSE (0.49/0) | | | | | | | | | | | HALSTEAD_CONTENT >= 24.76 : TRUE (13.78/0) | | | | | | | | | HALSTEAD_EFFORT >= 5410.37 : FALSE (3.4/0) | | | | | | | LOC_COMMENTS >= 0.5 | | | | | | | | LOC_BLANK < 2.5 | | | | | | | | | LOC_EXECUTABLE < 13.5 | | | | | | | | | | HALSTEAD_CONTENT < 49.68 | | | | | | | | | | | BRANCH_COUNT < 4 | | | | | | | | | | | | EDGE_COUNT < 10.5 | | | | | | | | | | | | | LOC_COMMENTS < 2.5 : TRUE (9.19/0) | | | | | | | | | | | | | LOC_COMMENTS >= 2.5 : FALSE (0.49/0) | | | | | | | | | | | | EDGE_COUNT >= 10.5 : FALSE (1.46/0) | | | | | | | | | | | BRANCH_COUNT >= 4 : TRUE (18.37/0) | | | | | | | | | | HALSTEAD_CONTENT >= 49.68 : FALSE (0.97/0) | | | | | | | | | LOC_EXECUTABLE >= 13.5 : FALSE (1.46/0) | | | | | | | | LOC_BLANK >= 2.5 : FALSE (1.46/0) | | | | | | LOC_EXECUTABLE >= 16.5 : FALSE (11.17/0) | | | | | LOC_TOTAL >= 22.5 | | | | | | CALL_PAIRS < 6.5 : FALSE (2.43/0) | | | | | | CALL_PAIRS >= 6.5 | | | | | | | CONDITION_COUNT < 10 : TRUE (32.15/0) | | | | | | | CONDITION_COUNT >= 10 : FALSE (1.94/0) | | | | CYCLOMATIC_COMPLEXITY >= 5.5 | | | | | ESSENTIAL_COMPLEXITY < 6.5 : FALSE (20.89/0) | | | | | ESSENTIAL_COMPLEXITY >= 6.5 | | | | | | NUMBER_OF_LINES < 52 | | | | | | | CYCLOMATIC_DENSITY < 0.44 : FALSE (1.46/0) | | | | | | | CYCLOMATIC_DENSITY >= 0.44 : TRUE (4.59/0) | | | | | | NUMBER_OF_LINES >= 52 : TRUE (9.19/0) | | | LOC_TOTAL >= 60 : FALSE (3.89/0) | | LOC_TOTAL >= 77.5 | | | MULTIPLE_CONDITION_COUNT < 35 | | | | LOC_BLANK < 14 : TRUE (13.78/0) | | | | LOC_BLANK >= 14 | | | | | HALSTEAD_VOLUME < 4099.6 : FALSE (0.49/0) | | | | | HALSTEAD_VOLUME >= 4099.6 : TRUE (9.19/0) | | | MULTIPLE_CONDITION_COUNT >= 35 : FALSE (0.49/0) | LOC_CODE_AND_COMMENT >= 0.5 | | NUM_UNIQUE_OPERANDS < 71.5 | | | MAINTENANCE_SEVERITY < 0.42 | | | | CALL_PAIRS < 16.5 | | | | | HALSTEAD_VOLUME < 566.91 : TRUE (9.19/0) | | | | | HALSTEAD_VOLUME >= 566.91 : FALSE (1.94/0) | | | | CALL_PAIRS >= 16.5 : TRUE (9.19/0) | | | MAINTENANCE_SEVERITY >= 0.42 : TRUE (45.93/0) | | NUM_UNIQUE_OPERANDS >= 71.5 | | | HALSTEAD_LENGTH < 1350 : FALSE (3.4/0) | | | HALSTEAD_LENGTH >= 1350 : TRUE (4.59/0) Size of the tree : 83 RandomTree ========== NUM_OPERANDS < 2.5 : FALSE (13.99/0) NUM_OPERANDS >= 2.5 | CALL_PAIRS < 7.5 | | CYCLOMATIC_DENSITY < 0.48 | | | CYCLOMATIC_DENSITY < 0.13 : FALSE (1.51/0) | | | CYCLOMATIC_DENSITY >= 0.13 | | | | HALSTEAD_PROG_TIME < 609.78 | | | | | NUM_OPERATORS < 83 | | | | | | HALSTEAD_EFFORT < 6088.82 | | | | | | | HALSTEAD_VOLUME < 255.04 | | | | | | | | HALSTEAD_CONTENT < 10.09 | | | | | | | | | HALSTEAD_LENGTH < 8.5 | | | | | | | | | | PARAMETER_COUNT < 0.5 : TRUE (355.77/177.88) | | | | | | | | | | PARAMETER_COUNT >= 0.5 : FALSE (1.01/0) | | | | | | | | | HALSTEAD_LENGTH >= 8.5 : FALSE (2.14/0) | | | | | | | | HALSTEAD_CONTENT >= 10.09 | | | | | | | | | HALSTEAD_LENGTH < 38.5 : FALSE (10.84/0) | | | | | | | | | HALSTEAD_LENGTH >= 38.5 | | | | | | | | | | NUM_UNIQUE_OPERATORS < 10.5 | | | | | | | | | | | NUM_UNIQUE_OPERATORS < 8.5 : TRUE (2.38/0) | | | | | | | | | | | NUM_UNIQUE_OPERATORS >= 8.5 | | | | | | | | | | | | HALSTEAD_CONTENT < 29.44 : FALSE (1.01/0) | | | | | | | | | | | | HALSTEAD_CONTENT >= 29.44 | | | | | | | | | | | | | HALSTEAD_EFFORT < 1077.16 : FALSE (0.38/0) | | | | | | | | | | | | | HALSTEAD_EFFORT >= 1077.16 | | | | | | | | | | | | | | HALSTEAD_CONTENT < 32.03 : TRUE (2.38/0) | | | | | | | | | | | | | | HALSTEAD_CONTENT >= 32.03 : FALSE (0.13/0) | | | | | | | | | | NUM_UNIQUE_OPERATORS >= 10.5 : FALSE (2.77/0) | | | | | | | HALSTEAD_VOLUME >= 255.04 | | | | | | | | GLOBAL_DATA_DENSITY < 0.71 | | | | | | | | | CYCLOMATIC_DENSITY < 0.24 : FALSE (1.76/0) | | | | | | | | | CYCLOMATIC_DENSITY >= 0.24 | | | | | | | | | | NORMALIZED_CYLOMATIC_COMPLEXITY < 0.22 | | | | | | | | | | | GLOBAL_DATA_DENSITY < 0.42 : FALSE (0.13/0) | | | | | | | | | | | GLOBAL_DATA_DENSITY >= 0.42 | | | | | | | | | | | | DESIGN_DENSITY < 0.63 : FALSE (0.13/0) | | | | | | | | | | | | DESIGN_DENSITY >= 0.63 : TRUE (2.38/0) | | | | | | | | | | NORMALIZED_CYLOMATIC_COMPLEXITY >= 0.22 : FALSE (0.63/0) | | | | | | | | GLOBAL_DATA_DENSITY >= 0.71 | | | | | | | | | CYCLOMATIC_DENSITY < 0.2 | | | | | | | | | | NORMALIZED_CYLOMATIC_COMPLEXITY < 0.14 | | | | | | | | | | | HALSTEAD_DIFFICULTY < 5.11 : FALSE (0.13/0) | | | | | | | | | | | HALSTEAD_DIFFICULTY >= 5.11 | | | | | | | | | | | | NUM_UNIQUE_OPERATORS < 14 : TRUE (2.38/0) | | | | | | | | | | | | NUM_UNIQUE_OPERATORS >= 14 : FALSE (0.13/0) | | | | | | | | | | NORMALIZED_CYLOMATIC_COMPLEXITY >= 0.14 : TRUE (2.38/0) | | | | | | | | | CYCLOMATIC_DENSITY >= 0.2 | | | | | | | | | | GLOBAL_DATA_COMPLEXITY < 3.5 | | | | | | | | | | | LOC_EXECUTABLE < 15.5 | | | | | | | | | | | | HALSTEAD_PROG_TIME < 172.76 : FALSE (0.13/0) | | | | | | | | | | | | HALSTEAD_PROG_TIME >= 172.76 | | | | | | | | | | | | | LOC_EXECUTABLE < 11 | | | | | | | | | | | | | | CALL_PAIRS < 3.5 | | | | | | | | | | | | | | | NUMBER_OF_LINES < 11.5 : FALSE (0.13/0) | | | | | | | | | | | | | | | NUMBER_OF_LINES >= 11.5 | | | | | | | | | | | | | | | | CYCLOMATIC_DENSITY < 0.26 : TRUE (1.19/0) | | | | | | | | | | | | | | | | CYCLOMATIC_DENSITY >= 0.26 : TRUE (1.32/0.13) | | | | | | | | | | | | | | CALL_PAIRS >= 3.5 : FALSE (0.38/0) | | | | | | | | | | | | | LOC_EXECUTABLE >= 11 : TRUE (2.38/0) | | | | | | | | | | | LOC_EXECUTABLE >= 15.5 : FALSE (0.13/0) | | | | | | | | | | GLOBAL_DATA_COMPLEXITY >= 3.5 : FALSE (0.25/0) | | | | | | HALSTEAD_EFFORT >= 6088.82 : FALSE (3.02/0) | | | | | NUM_OPERATORS >= 83 : TRUE (2.38/0) | | | | HALSTEAD_PROG_TIME >= 609.78 : FALSE (1.39/0) | | CYCLOMATIC_DENSITY >= 0.48 : FALSE (1.89/0) | CALL_PAIRS >= 7.5 | | LOC_COMMENTS < 12.5 | | | GLOBAL_DATA_COMPLEXITY < 10.5 | | | | BRANCH_COUNT < 8.5 | | | | | MODIFIED_CONDITION_COUNT < 2.5 | | | | | | DESIGN_COMPLEXITY < 2.5 : TRUE (1.82/0.63) | | | | | | DESIGN_COMPLEXITY >= 2.5 | | | | | | | DESIGN_DENSITY < 0.78 : FALSE (0.13/0) | | | | | | | DESIGN_DENSITY >= 0.78 | | | | | | | | PARAMETER_COUNT < 1.5 : TRUE (7.15/0) | | | | | | | | PARAMETER_COUNT >= 1.5 | | | | | | | | | NODE_COUNT < 26.5 | | | | | | | | | | NUM_OPERANDS < 48.5 : TRUE (2.38/0) | | | | | | | | | | NUM_OPERANDS >= 48.5 : FALSE (0.13/0) | | | | | | | | | NODE_COUNT >= 26.5 : FALSE (0.13/0) | | | | | MODIFIED_CONDITION_COUNT >= 2.5 : FALSE (0.5/0) | | | | BRANCH_COUNT >= 8.5 | | | | | NUMBER_OF_LINES < 55 : FALSE (2.27/0) | | | | | NUMBER_OF_LINES >= 55 | | | | | | NUM_UNIQUE_OPERANDS < 44 : FALSE (0.88/0) | | | | | | NUM_UNIQUE_OPERANDS >= 44 | | | | | | | MAINTENANCE_SEVERITY < 0.64 | | | | | | | | PERCENT_COMMENTS < 0.47 : FALSE (0.38/0) | | | | | | | | PERCENT_COMMENTS >= 0.47 | | | | | | | | | GLOBAL_DATA_DENSITY < 0.89 | | | | | | | | | | CALL_PAIRS < 11.5 : FALSE (0.13/0) | | | | | | | | | | CALL_PAIRS >= 11.5 | | | | | | | | | | | CYCLOMATIC_DENSITY < 0.17 | | | | | | | | | | | | LOC_EXECUTABLE < 72.5 : TRUE (1.7/0.5) | | | | | | | | | | | | LOC_EXECUTABLE >= 72.5 : TRUE (2.38/0) | | | | | | | | | | | CYCLOMATIC_DENSITY >= 0.17 : TRUE (4.77/0) | | | | | | | | | GLOBAL_DATA_DENSITY >= 0.89 : FALSE (0.38/0) | | | | | | | MAINTENANCE_SEVERITY >= 0.64 : FALSE (0.38/0) | | | GLOBAL_DATA_COMPLEXITY >= 10.5 | | | | LOC_TOTAL < 42 : FALSE (0.25/0) | | | | LOC_TOTAL >= 42 | | | | | GLOBAL_DATA_COMPLEXITY < 15.5 : TRUE (8.34/0) | | | | | GLOBAL_DATA_COMPLEXITY >= 15.5 | | | | | | DESIGN_COMPLEXITY < 18.5 : FALSE (0.38/0) | | | | | | DESIGN_COMPLEXITY >= 18.5 | | | | | | | MAINTENANCE_SEVERITY < 0.34 : FALSE (0.13/0) | | | | | | | MAINTENANCE_SEVERITY >= 0.34 : TRUE (3.57/0) | | LOC_COMMENTS >= 12.5 : FALSE (0.88/0) Size of the tree : 109 RandomTree ========== NUM_UNIQUE_OPERANDS < 2.5 : FALSE (0.87/0) NUM_UNIQUE_OPERANDS >= 2.5 | LOC_EXECUTABLE < 22.5 | | LOC_BLANK < 5.5 | | | HALSTEAD_LEVEL < 0.39 | | | | PERCENT_COMMENTS < 2.28 | | | | | HALSTEAD_CONTENT < 22.11 : FALSE (1.13/0) | | | | | HALSTEAD_CONTENT >= 22.11 : FALSE (1.76/0.49) | | | | PERCENT_COMMENTS >= 2.28 : TRUE (1.49/0.3) | | | HALSTEAD_LEVEL >= 0.39 | | | | PERCENT_COMMENTS < 12.5 | | | | | NORMALIZED_CYLOMATIC_COMPLEXITY < 0.23 : FALSE (0.04/0) | | | | | NORMALIZED_CYLOMATIC_COMPLEXITY >= 0.23 | | | | | | PARAMETER_COUNT < 0.5 : TRUE (447.18/223.59) | | | | | | PARAMETER_COUNT >= 0.5 : FALSE (0.01/0) | | | | PERCENT_COMMENTS >= 12.5 : FALSE (0.04/0) | | LOC_BLANK >= 5.5 : FALSE (0.46/0) | LOC_EXECUTABLE >= 22.5 | | DESIGN_COMPLEXITY < 5.5 | | | HALSTEAD_CONTENT < 53.24 : FALSE (0.1/0) | | | HALSTEAD_CONTENT >= 53.24 | | | | HALSTEAD_LEVEL < 0.05 : FALSE (0.01/0) | | | | HALSTEAD_LEVEL >= 0.05 | | | | | ESSENTIAL_DENSITY < 0.75 | | | | | | CYCLOMATIC_COMPLEXITY < 6 : TRUE (2.49/0) | | | | | | CYCLOMATIC_COMPLEXITY >= 6 : TRUE (0.08/0.01) | | | | | ESSENTIAL_DENSITY >= 0.75 : FALSE (0.01/0) | | DESIGN_COMPLEXITY >= 5.5 | | | EDGE_COUNT < 76 : FALSE (1.48/0.28) | | | EDGE_COUNT >= 76 : TRUE (0.86/0.09) Size of the tree : 31 RandomTree ========== DESIGN_DENSITY < 0.9 | HALSTEAD_CONTENT < 18.81 : FALSE (0.09/0) | HALSTEAD_CONTENT >= 18.81 | | NORMALIZED_CYLOMATIC_COMPLEXITY < 0.12 : FALSE (0.26/0.06) | | NORMALIZED_CYLOMATIC_COMPLEXITY >= 0.12 : TRUE (1.75/0.45) DESIGN_DENSITY >= 0.9 | HALSTEAD_VOLUME < 684.13 | | EDGE_COUNT < 18.5 | | | EDGE_COUNT < 15.5 | | | | LOC_CODE_AND_COMMENT < 0.5 | | | | | HALSTEAD_ERROR_EST < 0.11 | | | | | | HALSTEAD_PROG_TIME < 57.75 | | | | | | | HALSTEAD_LEVEL < 0.39 : FALSE (0.26/0) | | | | | | | HALSTEAD_LEVEL >= 0.39 | | | | | | | | NUM_OPERATORS < 4.5 : FALSE (0.02/0) | | | | | | | | NUM_OPERATORS >= 4.5 | | | | | | | | | CALL_PAIRS < 0.5 : FALSE (0/0) | | | | | | | | | CALL_PAIRS >= 0.5 | | | | | | | | | | HALSTEAD_PROG_TIME < 3.03 : FALSE (0/0) | | | | | | | | | | HALSTEAD_PROG_TIME >= 3.03 | | | | | | | | | | | LOC_COMMENTS < 0.5 | | | | | | | | | | | | NORMALIZED_CYLOMATIC_COMPLEXITY < 0.23 : FALSE (0/0) | | | | | | | | | | | | NORMALIZED_CYLOMATIC_COMPLEXITY >= 0.23 : FALSE (453.18/226.59) | | | | | | | | | | | LOC_COMMENTS >= 0.5 : FALSE (0/0) | | | | | | HALSTEAD_PROG_TIME >= 57.75 : TRUE (0.65/0.17) | | | | | HALSTEAD_ERROR_EST >= 0.11 : FALSE (0.1/0) | | | | LOC_CODE_AND_COMMENT >= 0.5 : TRUE (0.07/0) | | | EDGE_COUNT >= 15.5 : FALSE (0.31/0) | | EDGE_COUNT >= 18.5 : TRUE (0.4/0.06) | HALSTEAD_VOLUME >= 684.13 : FALSE (0.89/0.15) Size of the tree : 31 RandomTree ========== MAINTENANCE_SEVERITY < 0.08 : TRUE (0.11/0) MAINTENANCE_SEVERITY >= 0.08 | GLOBAL_DATA_DENSITY < 0.74 : FALSE (0.82/0.2) | GLOBAL_DATA_DENSITY >= 0.74 | | GLOBAL_DATA_DENSITY < 0.81 : TRUE (0.72/0.15) | | GLOBAL_DATA_DENSITY >= 0.81 | | | MAINTENANCE_SEVERITY < 0.93 : FALSE (1.16/0.4) | | | MAINTENANCE_SEVERITY >= 0.93 | | | | DECISION_DENSITY < 2.6 | | | | | HALSTEAD_LENGTH < 56.5 | | | | | | HALSTEAD_PROG_TIME < 59.63 | | | | | | | HALSTEAD_PROG_TIME < 3.5 | | | | | | | | NUM_UNIQUE_OPERANDS < 2.5 : FALSE (0/0) | | | | | | | | NUM_UNIQUE_OPERANDS >= 2.5 | | | | | | | | | PARAMETER_COUNT < 0.5 : TRUE (454.66/227.33) | | | | | | | | | PARAMETER_COUNT >= 0.5 : FALSE (0/0) | | | | | | | HALSTEAD_PROG_TIME >= 3.5 : FALSE (0.01/0) | | | | | | HALSTEAD_PROG_TIME >= 59.63 : TRUE (0.19/0.03) | | | | | HALSTEAD_LENGTH >= 56.5 : FALSE (0.07/0) | | | | DECISION_DENSITY >= 2.6 : TRUE (0.25/0.04) Size of the tree : 21 RandomTree ========== BRANCH_COUNT < 21.5 | NODE_COUNT < 51 | | HALSTEAD_VOLUME < 2093.69 | | | MAINTENANCE_SEVERITY < 0.19 : FALSE (0.1/0) | | | MAINTENANCE_SEVERITY >= 0.19 | | | | EDGE_COUNT < 21.5 | | | | | DESIGN_COMPLEXITY < 2.5 | | | | | | HALSTEAD_ERROR_EST < 0.07 | | | | | | | NODE_COUNT < 12.5 | | | | | | | | HALSTEAD_VOLUME < 184.07 | | | | | | | | | HALSTEAD_DIFFICULTY < 7.16 | | | | | | | | | | LOC_TOTAL < 7.5 | | | | | | | | | | | NUM_OPERANDS < 3.5 : FALSE (455.26/227.63) | | | | | | | | | | | NUM_OPERANDS >= 3.5 : FALSE (0/0) | | | | | | | | | | LOC_TOTAL >= 7.5 : TRUE (0.03/0) | | | | | | | | | HALSTEAD_DIFFICULTY >= 7.16 : FALSE (0.02/0) | | | | | | | | HALSTEAD_VOLUME >= 184.07 : TRUE (0.03/0) | | | | | | | NODE_COUNT >= 12.5 : TRUE (0.09/0) | | | | | | HALSTEAD_ERROR_EST >= 0.07 : FALSE (0.54/0.11) | | | | | DESIGN_COMPLEXITY >= 2.5 : TRUE (0.43/0.1) | | | | EDGE_COUNT >= 21.5 : FALSE (0.64/0.21) | | HALSTEAD_VOLUME >= 2093.69 : TRUE (0.09/0) | NODE_COUNT >= 51 : FALSE (0.1/0) BRANCH_COUNT >= 21.5 : TRUE (0.65/0.18) Size of the tree : 25 RandomTree ========== LOC_EXECUTABLE < 114.5 | NUM_UNIQUE_OPERANDS < 31 | | NUM_OPERANDS < 59 | | | LOC_EXECUTABLE < 16.5 | | | | HALSTEAD_PROG_TIME < 227.73 | | | | | MULTIPLE_CONDITION_COUNT < 1 | | | | | | HALSTEAD_PROG_TIME < 107.9 | | | | | | | MAINTENANCE_SEVERITY < 0.29 : TRUE (0.02/0) | | | | | | | MAINTENANCE_SEVERITY >= 0.29 | | | | | | | | NUM_UNIQUE_OPERATORS < 8.5 | | | | | | | | | HALSTEAD_CONTENT < 43.03 | | | | | | | | | | PERCENT_COMMENTS < 8.34 | | | | | | | | | | | LOC_EXECUTABLE < 7.5 : TRUE (456/228) | | | | | | | | | | | LOC_EXECUTABLE >= 7.5 : TRUE (0/0) | | | | | | | | | | PERCENT_COMMENTS >= 8.34 : FALSE (0/0) | | | | | | | | | HALSTEAD_CONTENT >= 43.03 : TRUE (0.02/0) | | | | | | | | NUM_UNIQUE_OPERATORS >= 8.5 : FALSE (0.03/0) | | | | | | HALSTEAD_PROG_TIME >= 107.9 : FALSE (0.03/0) | | | | | MULTIPLE_CONDITION_COUNT >= 1 : FALSE (0.25/0.04) | | | | HALSTEAD_PROG_TIME >= 227.73 : TRUE (0.4/0.09) | | | LOC_EXECUTABLE >= 16.5 : FALSE (0.32/0.07) | | NUM_OPERANDS >= 59 : FALSE (0.05/0) | NUM_UNIQUE_OPERANDS >= 31 : TRUE (0.76/0.24) LOC_EXECUTABLE >= 114.5 : FALSE (0.11/0.01) Size of the tree : 25 RandomTree ========== ESSENTIAL_COMPLEXITY < 9.5 | CYCLOMATIC_COMPLEXITY < 8.5 | | LOC_CODE_AND_COMMENT < 0.5 | | | CYCLOMATIC_COMPLEXITY < 5.5 | | | | ESSENTIAL_COMPLEXITY < 2 | | | | | LOC_COMMENTS < 2.5 | | | | | | HALSTEAD_CONTENT < 54.15 | | | | | | | EDGE_COUNT < 20 | | | | | | | | HALSTEAD_EFFORT < 4099.17 | | | | | | | | | HALSTEAD_LEVEL < 0.15 : FALSE (0.05/0) | | | | | | | | | HALSTEAD_LEVEL >= 0.15 | | | | | | | | | | HALSTEAD_CONTENT < 25.13 : TRUE (456.41/228.2) | | | | | | | | | | HALSTEAD_CONTENT >= 25.13 : TRUE (0.02/0) | | | | | | | | HALSTEAD_EFFORT >= 4099.17 : TRUE (0.09/0.01) | | | | | | | EDGE_COUNT >= 20 : FALSE (0.06/0) | | | | | | HALSTEAD_CONTENT >= 54.15 : TRUE (0.04/0) | | | | | LOC_COMMENTS >= 2.5 : TRUE (0.11/0.01) | | | | ESSENTIAL_COMPLEXITY >= 2 : FALSE (0.29/0.07) | | | CYCLOMATIC_COMPLEXITY >= 5.5 : FALSE (0.12/0) | | LOC_CODE_AND_COMMENT >= 0.5 : TRUE (0.14/0.02) | CYCLOMATIC_COMPLEXITY >= 8.5 : TRUE (0.43/0.11) ESSENTIAL_COMPLEXITY >= 9.5 : FALSE (0.24/0.04) Size of the tree : 23 RandomTree ========== LOC_COMMENTS < 12.5 | HALSTEAD_EFFORT < 238022.09 | | BRANCH_COUNT < 42 | | | NODE_COUNT < 24.5 | | | | HALSTEAD_CONTENT < 32.3 | | | | | HALSTEAD_DIFFICULTY < 17.6 | | | | | | ESSENTIAL_COMPLEXITY < 2 | | | | | | | BRANCH_COUNT < 4.5 | | | | | | | | PERCENT_COMMENTS < 10.56 | | | | | | | | | LOC_COMMENTS < 0.5 | | | | | | | | | | HALSTEAD_EFFORT < 1165.32 | | | | | | | | | | | HALSTEAD_LENGTH < 38.5 : FALSE (456.9/228.45) | | | | | | | | | | | HALSTEAD_LENGTH >= 38.5 : TRUE (0.01/0) | | | | | | | | | | HALSTEAD_EFFORT >= 1165.32 : FALSE (0.01/0) | | | | | | | | | LOC_COMMENTS >= 0.5 : TRUE (0.01/0) | | | | | | | | PERCENT_COMMENTS >= 10.56 : FALSE (0.03/0) | | | | | | | BRANCH_COUNT >= 4.5 : TRUE (0.06/0.01) | | | | | | ESSENTIAL_COMPLEXITY >= 2 : FALSE (0.07/0) | | | | | HALSTEAD_DIFFICULTY >= 17.6 : TRUE (0.17/0.05) | | | | HALSTEAD_CONTENT >= 32.3 : FALSE (0.1/0.01) | | | NODE_COUNT >= 24.5 : TRUE (0.37/0.1) | | BRANCH_COUNT >= 42 : FALSE (0.04/0) | HALSTEAD_EFFORT >= 238022.09 : TRUE (0.07/0) LOC_COMMENTS >= 12.5 : FALSE (0.15/0) Size of the tree : 25 Number of performed Iterations: 10