def test_can_read_from_file_and_run_ann_and_plot_and_save_results(self):
# load in data settings about that data set from a ini file
data_set1_settings = DataSetSettings(data_set_settings_ini)
# create meter groups from csv data files
east_allers = MeterGroup('east_allers', 'flow', allers_flow_csv)
roodloft_turbidity = MeterGroup('roodloft_turbidity', 'turbidity', roodloft_turbidity_csv)
# set meter group settings
east_allers.set_meter_group_settings(data_set1_settings.meter_groups())
roodloft_turbidity.set_meter_group_settings(data_set1_settings.meter_groups())
# create data packer and choose meter groups for input and target
data_packer1 = DataPacker()
data_packer1.add_target_group(roodloft_turbidity)
data_packer1.add_training_group(east_allers)
data_packer1.add_training_group(roodloft_turbidity)
# package data for machine learning
data_package1 = data_packer1.package(data_set1_settings.packer_input(), data_set1_settings.packer_target())
# create machine learning obj to run ANN
ann1 = MachineLearning(data_package1.training_input, data_package1.training_target,
data_package1.validation_input, data_package1.validation_target,
data_package1.get_min_max_list(), data_set1_settings.ann())
# setup: ml_type, package_name, network_layout, layer_func
ann1.setup()
# run: max_epochs, stop_function, training_goal, verbose_settings
ann1.run(max_epochs=50, trains_per_validation_run=10)
data_collector1 = DataCollector(ann1, data_package1, data_set1_settings)
data_collector1.plot_training_and_validation_errors(ann1.get_error_list())
#data_collector1.plot(data_set1_settings.plot1)
#data_collector1.store(folder_location, data_set1_settings.store1)
print()
def test_turbidity_turn_file_into_list_and_clean_data(self):
clean_data_list = MeterGroup.turn_file_into_list_and_clean_data(
'turbidity', 'C:\\Users\\Gregory\\Documents\\ANNData\\Roodloft_turbidity_13_08to14_10.csv')
def test_flow_turn_file_into_list_and_clean_data(self):
clean_data_list = MeterGroup.turn_file_into_list_and_clean_data(
'flow', 'C:\\Users\\Gregory\\Documents\\ANNData\\610D07.csv')
