private async Task <HypeConstants> GetHypeConstants()
{
_logger.LogInformation("Getting Hype Constants");
var supportedYears = await _interLeagueService.GetSupportedYears();
List <MasterGameYear> allMasterGameYears = new List <MasterGameYear>();
foreach (var supportedYear in supportedYears)
{
if (supportedYear.Year < 2019)
{
continue;
}
var masterGamesForYear = await _masterGameRepo.GetMasterGameYears(supportedYear.Year, true);
var relevantGames = masterGamesForYear.Where(x => x.IsRelevantInYear(supportedYear));
allMasterGameYears.AddRange(relevantGames);
}
var outputModels = allMasterGameYears.Select(x => new MasterGameYearScriptInput(x));
string scriptsFolder = "C:\\FantasyCritic\\Scripts\\";
string scriptFileName = "regression_model.py";
string scriptPath = Path.Combine(scriptsFolder, scriptFileName);
string dataFileName = Guid.NewGuid() + ".csv";
string dataPath = Path.Combine(scriptsFolder, dataFileName);
using (var writer = new StreamWriter(dataPath))
using (var csv = new CsvWriter(writer, CultureInfo.InvariantCulture))
{
csv.WriteRecords(outputModels);
}
var result = _pythonRunner.RunPython(scriptPath, dataPath);
var splitString = result.Split(' ');
File.Delete(dataPath);
double baseScore = double.Parse(splitString[2]);
double standardGameConstant = double.Parse(splitString[4]);
double counterPickConstant = double.Parse(splitString[8]);
double hypeFactorConstant = double.Parse(splitString[12]);
double averageDraftPositionConstant = double.Parse(splitString[16]);
double totalBidAmountConstant = double.Parse(splitString[20]);
double bidPercentileConstant = double.Parse(splitString[24]);
HypeConstants hypeConstants = new HypeConstants(baseScore, standardGameConstant, counterPickConstant,
hypeFactorConstant, averageDraftPositionConstant, totalBidAmountConstant, bidPercentileConstant);
_logger.LogInformation($"Hype Constants: {hypeConstants}");
return(hypeConstants);
}