From a0f2708cdbacfbb60bb95ec392dd80887334ad0a Mon Sep 17 00:00:00 2001 From: Manos Katsomallos Date: Fri, 24 Sep 2021 10:18:57 +0200 Subject: [PATCH] code: Parsing HUE data set --- code/parse_hue.py | 101 ++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 101 insertions(+) create mode 100644 code/parse_hue.py diff --git a/code/parse_hue.py b/code/parse_hue.py new file mode 100644 index 0000000..3228000 --- /dev/null +++ b/code/parse_hue.py @@ -0,0 +1,101 @@ +#!/usr/bin/env python3 + +import sys +sys.path.insert(1, 'lib') +import argparse +import ast +import csv +from datetime import datetime +from geopy.distance import distance +import io +import itertools +import lmdk_lib +import numpy as np +import os +import matplotlib.pyplot as plt +import time +import zipfile + + +# https://cloud.delkappa.com/s/oNWLmM6jrpjK8Ff +# HUE data format +# Header size +hdr = 1 +# Date +dt = 0 +# Hour +hr = 1 +# Energy consumption in kWh +kwh = 2 +# Timestamp format +tim_fmt = "%Y-%m-%d %H" + + +def main(args): + ''' + Load data + ''' + # Get consumption data from previous parsing + cons_data = lmdk_lib.load_data(args, 'cons') + if cons_data.size == 0: + # Consumption [dt, hr, kwh] + cons = [] + try: + print('Extracting %s... ' %(os.path.abspath(args.arc)), end='', flush=True) + with zipfile.ZipFile(args.arc, 'r') as arc: + print('[OK]') + with io.TextIOWrapper(arc.open(args.dat), newline='\n') as dat: + try: + print('Finding consumption... ', end='', flush=True) + # Get the consumption by skipping the header + cons_l = list(csv.reader(dat, delimiter=','))[hdr:] + # Check each line + for c in cons_l: + # Add valid consumption + if c[kwh] != '' and float(c[kwh]) > 0: + cons.append([datetime.strptime(c[dt] + ' ' + c[hr], tim_fmt).timestamp(), c[kwh]]) + print('[OK]') + except Exception as e: + print('[Error: %s]' %(e)) + except Exception as e: + print('[Error: %s]' %(e)) + # Save to results + lmdk_lib.save_data(args, np.array(cons, np.float32), 'cons') + + +''' + Parse arguments. + + Optional: + arc - The data archive file. + dat - The consumption data file. + res - The results archive file. +''' +def parse_args(): + # Create argument parser. + parser = argparse.ArgumentParser() + + # Mandatory arguments. + + # Optional arguments. + parser.add_argument('-a', '--arc', help='The data archive file.', type=str, default='/home/manos/Cloud/Data/HUE/Data.zip') + parser.add_argument('-d', '--dat', help='The consumption data file.', type=str, default='Residential_26.csv') + parser.add_argument('-r', '--res', help='The results archive file.', type=str, default='/home/manos/Cloud/Data/HUE/Results.zip') + + # Parse arguments. + args = parser.parse_args() + + return args + + +if __name__ == '__main__': + try: + start_time = time.time() + main(parse_args()) + end_time = time.time() + print('##############################') + print('Time : %.4fs' % (end_time - start_time)) + print('##############################') + except KeyboardInterrupt: + print('Interrupted by user.') + exit()