def full_test():
# CREATE CHAR_NUM CHARACTERISTICS
console.write_header("Creating Characteristics")
characteristics = []
data.generate_characteristic(characteristics)
# CREATE CLASS_NUM SYMBOL CLASSES
console.write_header(" Creating Symbol Classes")
symbolClasses = []
data.generate_symbol_classes(symbolClasses, characteristics)
console.write_header("Computing Homogeneous Distortion")
Distorter().create_homogeneus_cloud(symbolClasses)
for c in range(0, util.global_variables.CLASS_NUM):
console.write_header("Computing Cluster Evaluation")
best_k = ps.cluster_evaluation(util.global_variables.MAX_K_CLUS_EVALUATION, symbolClasses[c:c+1])
util.global_variables.K = best_k[0]
console.write_header("Computing Clusters with K:", str(util.global_variables.K))
Clusterer().computeClusters(symbolClasses[c:c+1])
console.write_header("Creating Non Homogeneous Foreign")
foreignClassesNonHomo = f_creator.create_non_homogeneous_foreign(symbolClasses)
console.write_header("Creating Homogeneous Foreign")
foreignClassesHomo = f_creator.create_homogeneous_foreign(symbolClasses, characteristics)
console.write_header(" Synthetic Data Calculations")
synth_calc.ambiguity_for_different_radiuses(symbolClasses[:], foreignClassesHomo, foreignClassesNonHomo)
def synthetic_homo_native():
# CREATE CHAR_NUM CHARACTERISTICS
console.write_header("Creating Characteristics")
characteristics = []
data.generate_characteristic(characteristics)
# CREATE CLASS_NUM SYMBOL CLASSES
console.write_header(" Creating Symbol Classes")
symbolClasses = []
data.generate_symbol_classes(symbolClasses, characteristics)
# Distortion
console.write_header("Computing Homogeneous Distortion")
Distorter().create_homogeneus_cloud(symbolClasses)
# Clustering
console.write_header("Computing Clusters")
Clusterer().computeClusters(symbolClasses[:util.global_variables.CLASS_NUM])
# Plot3D
console.write_header(" Displaying Plot")
Plot3D().renderPlot(symbolClasses[:util.global_variables.CLASS_NUM])
# Generating Foreign classes
console.write_header("Creating Non Homogeneous Foreign")
foreignClassesNonHomo = f_creator.create_non_homogeneous_foreign(symbolClasses)
console.write_header("Creating Homogeneous Foreign")
foreignClassesHomo = f_creator.create_homogeneous_foreign(symbolClasses, characteristics)
# Radiuses
console.write_header(" Synthetic Data Calculations")
synth_calc.ambiguity_for_different_radiuses(symbolClasses[:], foreignClassesHomo, foreignClassesNonHomo)
