public void getInputDataToPredictSeries(DateTime date, double[] input, List<double[]> predictHistory, double airPollutionLevel)
{
SmartCityEntities _dbo = new SmartCityEntities();
var tempinput = (from a in _dbo.fc_PreditInput(date, "Kathmandu")
select new WeatherSamples
{
date = a.MeaureDate,
station = a.Station,
airPollutionLevel = a.AirPolutionLevel,
rainfall = a.RainFall,
maxTemp = a.MaxTemp,
minTemp = a.MinTemp
}).ToList();
foreach (double[] predict in predictHistory)
{
tempinput.RemoveAt(0);
tempinput.Add(new WeatherSamples
{
date = tempinput[8].date.AddDays(+1),
station = tempinput[8].station,
airPollutionLevel = airPollutionLevel,
rainfall = predict[2],
maxTemp = predict[1],
minTemp = predict[0]
});
}
for (int i = 0; i < this.inputSize; i++)
{
WeatherSamples sample = (WeatherSamples)tempinput[i];
input[i] = sample.airPollutionLevel;
input[i + this.inputSize] = sample.minTemp;
input[i + this.inputSize * 2] = sample.maxTemp;
input[i + this.inputSize * 3] = sample.rainfall;
}
}
//retutn inputset for prediction.
public void getInputDataToPredict(DateTime date, double[] input)
{
SmartCityEntities _dbo = new SmartCityEntities();
var tempinput = (from a in _dbo.fc_PreditInput(date, "Kathmandu")
select new WeatherSamples
{
date = a.MeaureDate,
station = a.Station,
airPollutionLevel = a.AirPolutionLevel,
rainfall = a.RainFall,
maxTemp = a.MaxTemp,
minTemp = a.MinTemp
}).ToList();
for (int i = 0; i < this.inputSize; i++)
{
WeatherSamples sample = (WeatherSamples)tempinput[i];
input[i] = sample.airPollutionLevel;
input[i + this.inputSize] = sample.minTemp;
input[i + this.inputSize * 2] = sample.maxTemp;
input[i + this.inputSize * 3] = sample.rainfall;
}
}