X-Git-Url: https://bilbo.iut-bm.univ-fcomte.fr/and/gitweb/predictops.git/blobdiff_plain/66b4627c14e9f89a2e5ab73bbf48819f8f3a1455..7ee7381044cbe0539ec18052a77b9f6600678bb9:/predictops/source/ephemeris.py diff --git a/predictops/source/ephemeris.py b/predictops/source/ephemeris.py index e46b296..e04a41a 100644 --- a/predictops/source/ephemeris.py +++ b/predictops/source/ephemeris.py @@ -1,32 +1,40 @@ +from astral import LocationInfo +from astral.sun import sun from configparser import ConfigParser -from csv import DictReader from datetime import datetime, timedelta +from logging import getLogger +from logging.config import fileConfig from pathlib import Path -import time import calendar +import pytz +import time + +fileConfig((Path.cwd() / 'config') / 'logging.cfg') +logger = getLogger() -CSV_FILE = Path.cwd() / 'config' / 'features' / 'ephemeris_features.csv' class Ephemeris: _start = None - _end = None + _end = None - def __init__(self, config_file): + def __init__(self, config_file, start, end): self._config = ConfigParser() self._config.read(config_file) + self._city = LocationInfo("Besançon", "France", "Europe/Paris", 47.237829, -6.0240539) + self._start = start + self._end = end # Collecting ephemeris features - with open(CSV_FILE, "r") as f: - reader = DictReader(f, delimiter=',') - self._features = [row['name'] for row in reader - if self._config['FEATURES'].getboolean(row['name'])] + self._features = [section for section in self._config + if self._config[section].getboolean('binary') + or self._config[section].getboolean('categorical') + or self._config[section].getboolean('numerical')] self._dated_features = {} - @property def start(self): return self._start @@ -35,7 +43,6 @@ class Ephemeris: def start(self, x): self._start = x - @property def end(self): return self._end @@ -44,15 +51,18 @@ class Ephemeris: def end(self, x): self._end = x - - @property def dated_features(self): if self._dated_features == {}: + logger.info("Adding ephemeris features") + paris = pytz.timezone('Europe/Paris') date = self._start while date <= self._end: + datel = paris.localize(date) dict_hour = {} Date = time.strptime(datetime.strftime(date, '%m/%d/%Y %H:%M:%S'), '%m/%d/%Y %H:%M:%S') + s = sun(self._city.observer, date=date, + tzinfo=pytz.timezone('Europe/Paris')) for feature in self._features: if feature == 'hour': dict_hour['hour'] = Date.tm_hour @@ -68,12 +78,23 @@ class Ephemeris: # Si c'est une année bissextile et qu'on est après le 29 février, on compte une journée # dans l'année de moins, car on va supprimer les 29 févriers, de sorte que les 14 juillets, # les 24 décembre... tombent toujours - if calendar.isleap(Date.tm_year) and Date >= time.strptime("29/02/"+str(Date.tm_year), "%d/%m/%Y"): - dict_hour['dayInYear'] = Date.tm_yday -1 + if calendar.isleap(Date.tm_year) and Date >= time.strptime("29/02/" + str(Date.tm_year), "%d/%m/%Y"): + dict_hour['dayInYear'] = Date.tm_yday - 1 else: dict_hour['dayInYear'] = Date.tm_yday elif feature == 'weekInYear': dict_hour['weekInYear'] = date.isocalendar()[1] + elif feature == 'sunRised': + dict_hour['sunRised'] = (datel >= s["sunrise"] - timedelta(minutes=30) + and datel <= s["sunset"] - timedelta(minutes=30)) + elif feature == 'noon': + dict_hour['noon'] = (datel.hour == s["noon"].hour) + elif feature == 'night': + dict_hour['night'] = (datel <= s["dawn"] - timedelta(minutes=30) + or datel >= s["dusk"] - timedelta(minutes=30)) + elif feature == 'daylightSavingTime': + dict_hour['daylightSavingTime'] = (datel.dst() == timedelta(0)) + self._dated_features[date] = dict_hour date += timedelta(hours=1) - return self._dated_features \ No newline at end of file + return self._dated_features