private void ApplyML3rdResult(List <PredictionResultModel> resultList)
{
if (resultList.Count >= 3)
{
ML3rdCarName.Text = resultList[2].Name + " - Confidence: " + resultList[2].Confidence + "%";
CSVCarModel exactCarModel = FindCarObjectPerName(resultList[2].Name);
ML3rdPrice.Text = EvaluationHelper.USDToKunas(exactCarModel.Price) + " kn";
ML3rdHorsepower.Text = exactCarModel.Horsepower.ToString();
ML3rdLitres.Text = exactCarModel.Litres100km.ToString();
ML3rdFuelType.Text = exactCarModel.FuelType;
ML3rdTransmission.Text = exactCarModel.Transmission;
pictureBox3rdML.ImageLocation = imageDir + exactCarModel.ID + ".png";
}
else
{
ML3rdCarName.Text = "3rd Prediction had too low confidence.";
ML3rdNumber.Visible = false;
ML3rdPrice.Visible = false;
ML3rdHorsepower.Visible = false;
ML3rdLitres.Visible = false;
ML3rdFuelType.Visible = false;
ML3rdTransmission.Visible = false;
pictureBox3rdML.Visible = false;
}
}
private void ApplyML1stResult(List <PredictionResultModel> resultList)
{
if (resultList.Count >= 1)
{
ML1stCarName.Text = resultList[0].Name + " - Confidence: " + resultList[0].Confidence + "%";
CSVCarModel exactCarModel = FindCarObjectPerName(resultList[0].Name);
ML1stCarPrice.Text = EvaluationHelper.USDToKunas(exactCarModel.Price) + " kn";
ML1stHorsepower.Text = exactCarModel.Horsepower.ToString();
ML1stLitres.Text = exactCarModel.Litres100km.ToString();
ML1stFuelType.Text = exactCarModel.FuelType;
ML1stTransmission.Text = exactCarModel.Transmission;
pictureBox1stML.ImageLocation = imageDir + exactCarModel.ID + ".png";
}
else
{
// Should never be executed
ML1stCarName.Text = "Something went wrong with generating M rediction.";
ML1stNumber.Visible = false;
ML1stCarPrice.Visible = false;
ML1stHorsepower.Visible = false;
ML1stLitres.Visible = false;
ML1stFuelType.Visible = false;
ML1stTransmission.Visible = false;
pictureBox1stML.Visible = false;
}
}
private static void EvaluateBudget(CSVCarModel car)
{
if ((int)EvaluationModel.Price >= car.Price)
{
car.Score += 50;
}
}
private static void EvaluateHorsepower(CSVCarModel car)
{
// If car has more horsepower, it gets some score points
if ((int)EvaluationModel.Horsepower <= car.Horsepower)
{
car.Score += 25;
}
// If car horsepower is in radius of 50 HP, scores additional score
if (Math.Abs((int)EvaluationModel.Horsepower - car.Horsepower) <= 50)
{
car.Score += 25;
}
}
private static void EvaluateSeats(CSVCarModel car)
{
if (EvaluationModel.Seats == -1)
{
car.Score += 25;
}
else
{
if (car.Seats == (int)EvaluationModel.Seats)
{
car.Score += 25;
}
}
}
private static void EvalutateReleaseYear(CSVCarModel car)
{
if (EvaluationModel.Year == -1)
{
car.Score += 25;
}
else
{
if (EvaluationModel.Year == car.Year)
{
car.Score += 25;
}
}
}
private static void EvaluateFuelType(CSVCarModel car)
{
if (EvaluationModel.FuelType == "any")
{
car.Score += 25;
}
else
{
if (EvaluationModel.FuelType == car.FuelType)
{
car.Score += 25;
}
}
}
private static void EvaluateTransmission(CSVCarModel car)
{
if (EvaluationModel.Transmission == "any")
{
car.Score += 25;
}
else
{
if (EvaluationModel.Transmission == car.Transmission)
{
car.Score += 25;
}
}
}
private static void EvaluateCoefficients(CSVCarModel car)
{
int drivingEval = car.DrivingScore * (int)EvaluationModel.DrivingScoreCoef;
int comfortEval = car.ComfortScore * (int)EvaluationModel.ComfortScoreCoef;
int interiorEval = car.InteriorScore * (int)EvaluationModel.InteriorScoreCoef;
int technologyEval = car.TechnologyScore * (int)EvaluationModel.TechnologyScoreCoef;
int storageEval = car.StorageScore * (int)EvaluationModel.StorageScoreCoef;
int economyEval = car.EconomicalScore * (int)EvaluationModel.EconomicalScoreCoef;
int goodValueEval = car.GoodValueScore * (int)EvaluationModel.GoodValueScoreCoef;
int overallEval = car.OverallScore * EvaluationModel.OverallScoreCoef;
car.Score += drivingEval + comfortEval + interiorEval + technologyEval + storageEval
+ economyEval + goodValueEval + overallEval;
}
public static List <CSVCarModel> FetchCarList(string[] dataRows, char splitter)
{
List <CSVCarModel> outputListCarModels = new List <CSVCarModel>();
//string[] headerAttributes = dataRows[0].Split(splitter);
for (int i = 1; i < dataRows.Length - 1; i++)
{
string[] oneRowCarObject = dataRows[i].Split(splitter);
// It is assumed that all data available in dataset is formated properly
// so there are no any datatype verifications in following step
CSVCarModel tempCarModel = new CSVCarModel();
tempCarModel.ID = int.Parse(oneRowCarObject[0].Trim());
tempCarModel.Name = oneRowCarObject[1].ToString().Trim();
tempCarModel.Year = int.Parse(oneRowCarObject[2].Trim());
tempCarModel.Price = int.Parse(oneRowCarObject[3].Trim());
tempCarModel.OverallScore = int.Parse(oneRowCarObject[4].Trim());
tempCarModel.DrivingScore = int.Parse(oneRowCarObject[5].Trim());
tempCarModel.ComfortScore = int.Parse(oneRowCarObject[6].Trim());
tempCarModel.InteriorScore = int.Parse(oneRowCarObject[7].Trim());
tempCarModel.TechnologyScore = int.Parse(oneRowCarObject[8].Trim());
tempCarModel.StorageScore = int.Parse(oneRowCarObject[9].Trim());
tempCarModel.EconomicalScore = int.Parse(oneRowCarObject[10].Trim());
tempCarModel.GoodValueScore = int.Parse(oneRowCarObject[11].Trim());
tempCarModel.Litres100km = int.Parse(oneRowCarObject[12].Trim());
tempCarModel.Seats = int.Parse(oneRowCarObject[13].Trim());
tempCarModel.Transmission = oneRowCarObject[14].ToString().Trim();
tempCarModel.Horsepower = int.Parse(oneRowCarObject[15].Trim());
tempCarModel.FuelType = oneRowCarObject[16].ToString().Trim();
outputListCarModels.Add(tempCarModel);
}
return(outputListCarModels);
}
private static void EvaluateFuelEfficency(CSVCarModel car)
{
if (EvaluationModel.FuelEfficiency == "poor")
{
car.Score += 25;
}
else
{
if (EvaluationModel.FuelEfficiency == "good")
{
if (car.Litres100km <= 8)
{
car.Score += 25;
}
}
else if (EvaluationModel.FuelEfficiency == "average")
{
if (car.Litres100km <= 11)
{
car.Score += 25;
}
}
}
}
