+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
def start(self, x):
self._start = x
-
@property
def end(self):
return self._end
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
# 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
