/// <summary>
/// generate all the features of all the data sources
/// mode = 0, meterology data is found by knn; mode = 1, only find the stations' region
/// </summary>
public static void GenerateFeature(string roadNetworkFilename, string roadNetworkOutputFilename,
string cityPOIFilename, string cityPOIOutputFilename,
string roadMapFilename, string speedDirectory, string pickDropPointsDirectory, string mobilityOutputDirectory,
string meterologyFilename, string stationLocationFilename, string meterologyFeatureDirectory,
string airQualityFilename, string aqiFilename, string airStationFilename, string aqiFeatureDirectory, int mode)
{
RoadNetwork roadNetwork = IO.ReadRoadNetwork(roadNetworkFilename);
CityPOI cityPOI = IO.ReadCityPOI(cityPOIFilename);
#region Solution: just use the grid of the road network
Grid grid = new Grid(roadNetwork.MinPoint, roadNetwork.MaxPoint, 0.015);
#endregion
#region roadnetwork feature
roadNetwork.RoadFeatures(grid, roadNetworkOutputFilename);
#endregion
#region cityPOI
cityPOI.CityPOIFeature(grid, cityPOIOutputFilename);
#endregion
#region totalMobility feature
DirectoryInfo dirSpeed = new DirectoryInfo(speedDirectory);
FileInfo[] files1 = dirSpeed.GetFiles();
DirectoryInfo dirPoints = new DirectoryInfo(pickDropPointsDirectory);
FileInfo[] files2 = dirPoints.GetFiles();
int countDay = files1.Count();
for (int i = 0; i < countDay; i++)
{
Console.WriteLine(i + "day is readed.");
using (ToTalMobility totalMobility = IO.ReadMobility(roadNetwork, roadMapFilename, files1[i].FullName, files2[i].FullName, files1[i].Name))
{
totalMobility.TotalMobilityFeature(grid, mobilityOutputDirectory);
}
}
#endregion
#region meterology feature
TotalMeterology totalMeterology = IO.ReadMeterology(meterologyFilename, stationLocationFilename);
totalMeterology.TotalMeterologyFeature(grid, meterologyFeatureDirectory, mode);// mode = 0, meterology data is found by knn; mode = 1, only find the stations' region
#endregion
#region AQI label
TotalAirQuality totalAirQuality = IO.ReadAirQuality(airQualityFilename, aqiFilename, airStationFilename);
totalAirQuality.TotalAirQualityFeature(grid, aqiFeatureDirectory);
#endregion
}