X-Git-Url: https://bilbo.iut-bm.univ-fcomte.fr/and/gitweb/predictops.git/blobdiff_plain/a3cc2abef295b99990b24b1c822319c80a59ffe2..910a056eaa0181df00d21fa836f3c68504051717:/main.py?ds=sidebyside diff --git a/main.py b/main.py index a6a8d74..fe8ed20 100644 --- a/main.py +++ b/main.py @@ -1,19 +1,22 @@ -from lib.source.ephemeris import Ephemeris -from lib.source.meteofrance import MeteoFrance +from predictops.source.ephemeris import Ephemeris +from predictops.source.meteofrance import MeteoFrance +from predictops.learn.preprocessing import Preprocessing +from predictops.target.toarea import ToArea -from datetime import datetime +from datetime import datetime, timedelta from logging import getLogger from logging.config import fileConfig from pathlib import Path from shutil import rmtree +import geopandas as gpd + fileConfig((Path.cwd() / 'config') / 'logging.cfg') logger = getLogger() class Engine: def __init__(self, start = None, end = None, time_step = None): - logger.info("Predictops engine launched") self._X = {} self._Y = {} @@ -66,6 +69,19 @@ engine.add_feature(name = 'ephemeris', features = ['hour', 'dayInWeek', 'dayInMonth', 'dayInYear', 'weekInYear', 'month', 'year']) +process = Preprocessing(dict_features = engine.X, + start = start, end = end, timestep = timedelta(hours=1)) + +process.fill_na() +print(process.dataframe.head(n=20)) +#print(engine.X[datetime.strptime('06/30/2010 21:00:00', '%m/%d/%Y %H:%M:%S')]) + +exit() + +depts = gpd.read_file( Path.cwd() / 'data' / 'targets' / 'departments' / "departements-20180101.shp") +Doubs = depts.loc[depts['nom'] == 'Doubs'].iloc[0] +ToArea(area=Doubs.geometry, + start = start, end = end, + csv_file = Path.cwd() / 'data' / 'targets' / 'sdis25' / 'interventions.csv') -print(engine.X[datetime.strptime('06/30/2010 21:00:00', '%m/%d/%Y %H:%M:%S')]) \ No newline at end of file