def invoke_data_summary(self):
# Instantiate classes
# Load Data from pickle files
ld = LoadData(self.my_variables.training_file,
self.my_variables.testing_file,
self.my_variables.validation_file)
train_test_valid_data = ld.get_data()
#########################################################################################################
self.x_train, self.y_train = train_test_valid_data[
0], train_test_valid_data[1]
self.x_test, self.y_test = train_test_valid_data[
2], train_test_valid_data[3]
self.x_valid, self.y_valid = train_test_valid_data[
4], train_test_valid_data[5]
#########################################################################################################
# Basic Summary of dataset
self.bs.summary_report(self.x_train, self.y_train, self.x_test,
self.y_test, self.x_valid, self.y_valid)
#########################################################################################################
# Exploratory visualization for train data
self.vz.bar_chart(self.y_train, "train_data")
# Exploratory visualization for train data
self.vz.bar_chart(self.y_test, "test_data")
# Exploratory visualization for train data
self.vz.bar_chart(self.y_valid, "validation_data")
#########################################################################################################
self.vz.read_sign_names_from_csv(self.my_variables)
self.vz.display_random_images(self.x_train, self.y_train,
self.my_variables, "train")
def main():
"""
This is the main program of the project. It calls all functions to get the result and shows it to the user.
"""
try:
yelp = LoadData()
user = UserChoice()
choice = user.get_user_input()
plots = PlotVisualization(yelp.get_data())
h = Html()
# Output result to html
if choice == 'quit':
print "Quitting..."
pass
elif choice == "overview":
plots.plot_overview()
print "Overview only."
h.output_to_file(False)
else:
plots.plot_search_results(choice)
print 'Your choice of restaurants received.'
h.output_to_file(True)
except ValueError:
print "Found value error."
sys.exit()
except KeyboardInterrupt:
print "Interrupted!"
sys.exit()
except MemoryError:
print "Memory Error"
sys.exit()
