public static MLBBaseballBatter FromCsv(string csvLine)
{
string[] values = csvLine.Split(',');
MLBBaseballBatter mlbBaseballBatter = new MLBBaseballBatter();
mlbBaseballBatter.InductedToHallOfFame = Convert.ToBoolean(values[0]);
mlbBaseballBatter.OnHallOfFameBallot = Convert.ToBoolean(values[1]);
mlbBaseballBatter.FullPlayerName = Convert.ToString(values[2]);
mlbBaseballBatter.YearsPlayed = float.Parse(values[3], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.AB = float.Parse(values[4], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.R = float.Parse(values[5], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.H = float.Parse(values[6], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.Doubles = float.Parse(values[7], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.Triples = float.Parse(values[8], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.HR = float.Parse(values[9], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.RBI = float.Parse(values[10], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.SB = float.Parse(values[11], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.BattingAverage = float.Parse(values[12], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.SluggingPct = float.Parse(values[13], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.AllStarAppearances = float.Parse(values[14]);
mlbBaseballBatter.MVPs = float.Parse(values[15], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.TripleCrowns = float.Parse(values[16], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.GoldGloves = float.Parse(values[17], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.MajorLeaguePlayerOfTheYearAwards = float.Parse(values[18], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.TB = float.Parse(values[19], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.TotalPlayerAwards = float.Parse(values[20], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.LastYearPlayed = float.Parse(values[21], System.Globalization.NumberStyles.Any);
mlbBaseballBatter.ID = Convert.ToString(values[22]);
return(mlbBaseballBatter);
}
public static MLBBaseballBatter GetBaseballBatterFromLuceneDocument(Document document)
{
var mlbBaseballBatter = new MLBBaseballBatter
{
ID = document.GetField("Id").GetStringValue(),
FullPlayerName = document.GetField("FullPlayerName").GetStringValue(),
YearsPlayed = (float)document.GetField("YearsPlayed").GetSingleValue(),
AB = (float)document.GetField("AB").GetSingleValue(),
R = (float)document.GetField("R").GetSingleValue(),
H = (float)document.GetField("H").GetSingleValue(),
Doubles = (float)document.GetField("Doubles").GetSingleValue(),
Triples = (float)document.GetField("Triples").GetSingleValue(),
HR = (float)document.GetField("HR").GetSingleValue(),
RBI = (float)document.GetField("RBI").GetSingleValue(),
SB = (float)document.GetField("SB").GetSingleValue(),
BattingAverage = (float)document.GetField("BattingAverage").GetSingleValue(),
SluggingPct = (float)document.GetField("SluggingPct").GetSingleValue(),
AllStarAppearances = (float)document.GetField("AllStarAppearances").GetSingleValue(),
MVPs = (float)document.GetField("MVPs").GetSingleValue(),
TripleCrowns = (float)document.GetField("TripleCrowns").GetSingleValue(),
GoldGloves = (float)document.GetField("GoldGloves").GetSingleValue(),
MajorLeaguePlayerOfTheYearAwards = (float)document.GetField("MajorLeaguePlayerOfTheYearAwards").GetSingleValue(),
TB = (float)document.GetField("TB").GetSingleValue(),
TotalPlayerAwards = (float)document.GetField("TotalPlayerAwards").GetSingleValue(),
LastYearPlayed = (float)document.GetField("LastYearPlayed").GetSingleValue(),
};
return(mlbBaseballBatter);
}
public MLBBaseballBatter CalculateStatisticsProratedBySeason(int numberOfSeasons)
{
var batter = new MLBBaseballBatter
{
FullPlayerName = this.FullPlayerName,
ID = this.ID,
InductedToHallOfFame = false,
LastYearPlayed = this.LastYearPlayed,
OnHallOfFameBallot = false,
YearsPlayed = numberOfSeasons * 1f,
AB = (this.AB / this.YearsPlayed) * numberOfSeasons,
R = (this.R / this.YearsPlayed) * numberOfSeasons,
H = (this.H / this.YearsPlayed) * numberOfSeasons,
Doubles = (this.Doubles / this.YearsPlayed) * numberOfSeasons,
Triples = (this.Triples / this.YearsPlayed) * numberOfSeasons,
HR = (float)Math.Round(
((this.HR / this.YearsPlayed) * numberOfSeasons), 0,
MidpointRounding.AwayFromZero),
RBI = (this.RBI / this.YearsPlayed) * numberOfSeasons,
SB = (this.SB / this.YearsPlayed) * numberOfSeasons,
BattingAverage =
(float)
(
((this.H / this.YearsPlayed) * numberOfSeasons) /
((this.AB / this.YearsPlayed) * numberOfSeasons)
),
AllStarAppearances = (float)Math.Round(
(Decimal)(this.AllStarAppearances / this.YearsPlayed) * numberOfSeasons,
0,
MidpointRounding.AwayFromZero),
MVPs = (this.MVPs / this.YearsPlayed) * numberOfSeasons,
TripleCrowns = (this.TripleCrowns / this.YearsPlayed) * numberOfSeasons,
GoldGloves = (float)Math.Round(
((this.GoldGloves / this.YearsPlayed) * numberOfSeasons), 0, MidpointRounding.AwayFromZero),
MajorLeaguePlayerOfTheYearAwards = (this.MajorLeaguePlayerOfTheYearAwards / this.YearsPlayed) * numberOfSeasons,
TB = (float)Math.Round(
((this.TB / this.YearsPlayed) * numberOfSeasons), 0, MidpointRounding.AwayFromZero),
TotalPlayerAwards = (float)Math.Round(
(this.TotalPlayerAwards / this.YearsPlayed) * numberOfSeasons, 0, MidpointRounding.AwayFromZero),
SluggingPct = TB / AB
};
return(batter);
}
public Task <List <MLBBaseballBatter> > GetSampleBaseballData()
{
// Return sample baseball players (batters)
// Mix of fictitious, active & retired players of all skills
// Note: In a production system this service would load the list of batters
// from distributed persisted storage, searched in information retrieval engine (i.e. Azure Search, Lucene),
// a relational database etc.
// Load MLB baseball batters from local CSV file
var assembly = typeof(Test_Blazor_MLNet.Shared.Util).Assembly;
var lines = ReadLines(() => Util.GetBaseballDataStream(), Encoding.UTF8);
var batters = lines
.Skip(1)
.Select(v => MLBBaseballBatter.FromCsv(v));
return(Task.FromResult(
batters.ToList()
));;
}
public static PredictionData GetMLBBaseballBatterSeasonPredictions(string algorithmName, MLBBaseballBatter mLBBaseballBatter, List <MLBBaseballBatter> selectedBatterSeasons)
{
// Object to return
var predictionData = new PredictionData();
var _predictionEngineInductedToHallOfFameKey = $"Inducted-{algorithmName}";
var _predictionEngineOnHallOfFameBallotKey = $"OnHallOfFameBallot-{algorithmName}";
var mlbBaseballBatterSeasonPredictions = new List <MLBBaseballBatterSeasonPrediction>();
//if (algorithmName != "StackedEnsemble")
//{
// PredictionEngine<MLBBaseballBatter, MLBHOFPrediction> _predictionEngineInductedToHallOfFame =
// Util.GetPredictionEngine(mlContext, "InductedToHallOfFame", algorithmName);
// PredictionEngine<MLBBaseballBatter, MLBHOFPrediction> _predictionEngineOnHallOfFameBallot =
// Util.GetPredictionEngine(mlContext, "OnHallOfFameBallot", algorithmName);
// for (int i = 0; i != mLBBaseballBatter.YearsPlayed; i++)
// {
// var season = i + 1;
// var batterSeason = selectedBatterSeasons.Where(s => Convert.ToInt32(s.YearsPlayed) == season).First();
// var onHallOfFameBallotPrediction = _predictionEngineOnHallOfFameBallot.Predict(batterSeason);
// var inductedToHallOfFamePrediction = _predictionEngineInductedToHallOfFame.Predict(batterSeason);
// var seasonPrediction = new MLBBaseballBatterSeasonPrediction
// {
// SeasonNumber = season,
// FullPlayerName = mLBBaseballBatter.FullPlayerName,
// InductedToHallOfFamePrediction = inductedToHallOfFamePrediction.Prediction,
// InductedToHallOfFameProbability = Math.Round(inductedToHallOfFamePrediction.Probability, 5, MidpointRounding.AwayFromZero),
// OnHallOfFameBallotPrediction = onHallOfFameBallotPrediction.Prediction,
// OnHallOfFameBallotProbability = Math.Round(onHallOfFameBallotPrediction.Probability, 5, MidpointRounding.AwayFromZero)
// };
// seasonPrediction.InductedToHallOfFameProbabilityLabel = (seasonPrediction.InductedToHallOfFameProbability == 0f) ? "N/A" : seasonPrediction.InductedToHallOfFameProbability.ToString();
// seasonPrediction.OnHallOfFameBallotProbabilityLabel = (seasonPrediction.OnHallOfFameBallotProbability == 0f) ? "N/A" : seasonPrediction.OnHallOfFameBallotProbability.ToString();
// mlbBaseballBatterSeasonPredictions.Add(seasonPrediction);
// }
//}
//else
//{
var chartData = new List <PredictionChartData>();
var algorithNamesForEnsemble = new List <string> {
"FastTree", "GeneralizedAdditiveModels", "LightGbm",
"LogisticRegression", "StochasticGradientDescentCalibrated"
};
// If algorithm is selected that does not return probabilities add it
var exists = algorithNamesForEnsemble.Exists(a => a.Contains(algorithmName));
if ((!exists) && (algorithmName != "StackedEnsemble"))
{
algorithNamesForEnsemble.Add(algorithmName);
}
for (int i = 0; i != mLBBaseballBatter.YearsPlayed; i++)
{
var season = i + 1;
var batterSeason = selectedBatterSeasons.Where(s => Convert.ToInt32(s.YearsPlayed) == season).First();
MLBBaseballBatterSeasonPrediction seasonPrediction;
var probabilitiesInducted = new List <AlgorithmPrediction>();
var probabilitiesOnHallOfFameBallot = new List <AlgorithmPrediction>();
foreach (var algorithmNameEnsemble in algorithNamesForEnsemble)
{
PredictionEngine <MLBBaseballBatter, MLBHOFPrediction> _predictionEngineInductedToHallOfFameEnsemble =
Util.GetPredictionEngine(mlContext, "InductedToHallOfFame", algorithmNameEnsemble);
PredictionEngine <MLBBaseballBatter, MLBHOFPrediction> _predictionEngineOnHallOfFameBallotEnsemble =
Util.GetPredictionEngine(mlContext, "OnHallOfFameBallot", algorithmNameEnsemble);
var onHallOfFameBallotPredictionEnsemble = _predictionEngineOnHallOfFameBallotEnsemble.Predict(batterSeason);
var inductedToHallOfFamePredictionEnsemble = _predictionEngineInductedToHallOfFameEnsemble.Predict(batterSeason);
probabilitiesInducted.Add(
new AlgorithmPrediction
{
AlgorithmName = algorithmNameEnsemble,
Prediction = inductedToHallOfFamePredictionEnsemble.Prediction,
Probability = inductedToHallOfFamePredictionEnsemble.Probability
});
probabilitiesOnHallOfFameBallot.Add(
new AlgorithmPrediction
{
AlgorithmName = algorithmNameEnsemble,
Prediction = onHallOfFameBallotPredictionEnsemble.Prediction,
Probability = onHallOfFameBallotPredictionEnsemble.Probability
});
// Only add probabilities for algorithms that return probabilities
if (algorithmName == "FastTree" || algorithmName == "GeneralizedAdditiveModels" || algorithmName == "LightGbm" || algorithmName == "LogisticRegression" ||
algorithmName == "StochasticGradientDescentCalibrated" || algorithmName == "StackedEnsemble")
{
chartData.Add(new PredictionChartData
{
Algorithm = algorithmNameEnsemble,
InductedToHallOfFameProbability = inductedToHallOfFamePredictionEnsemble.Probability,
OnHallOfFameBallotProbability = onHallOfFameBallotPredictionEnsemble.Probability,
SeasonPlayed = season
});
}
} // EOF Foreach Algorithm Ensemble
if (algorithmName == "StackedEnsemble")
{
// Average out predictions for ensemble
float probabilityInducted = probabilitiesInducted.Select(a => a.Probability).Sum() / 5;
float probabilityOnHallOfFameBallot = probabilitiesOnHallOfFameBallot.Select(a => a.Probability).Sum() / 5;
seasonPrediction = new MLBBaseballBatterSeasonPrediction
{
SeasonNumber = season,
FullPlayerName = mLBBaseballBatter.FullPlayerName,
InductedToHallOfFamePrediction = (probabilityInducted > 0.5f) ? true : false,
InductedToHallOfFameProbability = Math.Round(probabilityInducted, 5, MidpointRounding.AwayFromZero),
OnHallOfFameBallotPrediction = (probabilityOnHallOfFameBallot > 0.5f) ? true : false,
OnHallOfFameBallotProbability = Math.Round(probabilityOnHallOfFameBallot, 5, MidpointRounding.AwayFromZero)
};
}
else
{
// Average out predictions for ensemble
float probabilityInducted = probabilitiesInducted.Where(a => a.AlgorithmName == algorithmName).FirstOrDefault()?.Probability ?? 0f;
float probabilityOnHallOfFameBallot = probabilitiesOnHallOfFameBallot.Where(a => a.AlgorithmName == algorithmName).FirstOrDefault()?.Probability ?? 0f;
seasonPrediction = new MLBBaseballBatterSeasonPrediction
{
SeasonNumber = season,
FullPlayerName = mLBBaseballBatter.FullPlayerName,
InductedToHallOfFamePrediction = probabilitiesInducted.Where(a => a.AlgorithmName == algorithmName).FirstOrDefault().Prediction,
InductedToHallOfFameProbability = Math.Round(probabilityInducted, 5, MidpointRounding.AwayFromZero),
OnHallOfFameBallotPrediction = probabilitiesOnHallOfFameBallot.Where(a => a.AlgorithmName == algorithmName).FirstOrDefault().Prediction,
OnHallOfFameBallotProbability = Math.Round(probabilityOnHallOfFameBallot, 5, MidpointRounding.AwayFromZero)
};
}
seasonPrediction.InductedToHallOfFameProbabilityLabel = (seasonPrediction.InductedToHallOfFameProbability == 0f) ? "N/A" : seasonPrediction.InductedToHallOfFameProbability.ToString();
seasonPrediction.OnHallOfFameBallotProbabilityLabel = (seasonPrediction.OnHallOfFameBallotProbability == 0f) ? "N/A" : seasonPrediction.OnHallOfFameBallotProbability.ToString();
mlbBaseballBatterSeasonPredictions.Add(seasonPrediction);
// Add StackedEnsemble always to the ChartData
chartData.Add(new PredictionChartData
{
Algorithm = "StackedEnsemble",
InductedToHallOfFameProbability = seasonPrediction.InductedToHallOfFameProbability,
OnHallOfFameBallotProbability = seasonPrediction.OnHallOfFameBallotProbability,
SeasonPlayed = season
});
//}
// Get the min/max for each season
var chardDataMin =
chartData
.GroupBy(c => new
{
c.SeasonPlayed
})
.Select(gcs => new PredictionChartDataMinMax()
{
Algorithm = "OnHallOfFameBallot",
SeasonPlayed = gcs.Key.SeasonPlayed,
Min = gcs.Min(g => g.OnHallOfFameBallotProbability),
Max = gcs.Max(g => g.OnHallOfFameBallotProbability)
}).ToList();
var chardDataMax =
chartData
.GroupBy(c => new
{
c.SeasonPlayed
})
.Select(gcs => new PredictionChartDataMinMax()
{
Algorithm = "InductedToHallOfFame",
SeasonPlayed = gcs.Key.SeasonPlayed,
Min = gcs.Min(g => g.InductedToHallOfFameProbability),
Max = gcs.Max(g => g.InductedToHallOfFameProbability)
}).ToList();
predictionData.ChartData = chartData;
chardDataMin.AddRange(chardDataMax);
predictionData.ChartDataMinMax = chardDataMin;
}
predictionData.MLBBaseballBatterSeasonPredictions = mlbBaseballBatterSeasonPredictions;
return(predictionData);
}