private static Dictionary<int, PlayerPerformance> GeneratePlayerPerformanceIteration(Dictionary<int, PlayerPerformance> previousIteration,
IOrderedEnumerable<Jam> jams,
Dictionary<int, Dictionary<int, JamTeamData>> jamData,
Dictionary<int, double> jamTotalPortionMap,
Dictionary<int, Dictionary<int, JamPlayerEffectiveness>> jpe,
AveragePenaltyCostPerJam avgPenCost)
{
Dictionary<int, PlayerPerformance> pps = new Dictionary<int, PlayerPerformance>();
foreach(Jam jam in jams)
{
var pe = jpe[jam.ID];
var grouped = pe.Values.GroupBy(p => p.TeamID);
var team1Players = grouped.First().Select(p => previousIteration[p.PlayerID]);
var team2Players = grouped.Last().Select(p => previousIteration[p.PlayerID]);
IEnumerable<JamPlayerEffectiveness> jammers = pe.Values.Where(eff => eff.IsJammer);
double team1Score = CalculateExpectedScore(team1Players, jammers, jam.BoutID);
int team1ID = grouped.First().Key;
double team2Score = CalculateExpectedScore(team2Players, jammers, jam.BoutID);
foreach(var eff in pe.Values)
{
var previousPerformance = previousIteration[eff.PlayerID];
// get/set PlayerPerformance object
if (!pps.ContainsKey(eff.PlayerID))
{
pps[eff.PlayerID] = new PlayerPerformance
{
Player = previousPerformance.Player,
Bouts = new List<BoutPerformance>()
};
}
PlayerPerformance curPP = pps[eff.PlayerID];
// get/set BoutPerformance object
var prevBout = previousPerformance.Bouts.First(b => b.BoutID == jam.BoutID);
BoutPerformance bp = null;
if (!curPP.Bouts.Any() ||
curPP.Bouts.Last().BoutID != prevBout.BoutID )
{
bp = new BoutPerformance
{
BoutID = prevBout.BoutID,
AwayTeamName = prevBout.AwayTeamName,
HomeTeamName = prevBout.HomeTeamName,
BoutDate = prevBout.BoutDate,
Jams = new List<JamPerformance>()
};
if (prevBout.BlockerPerformance != null)
{
bp.BlockerPerformance = new RolledUpPerformanceData
{
TotalJamPortions = prevBout.BlockerPerformance.TotalJamPortions,
TotalPenalties = prevBout.BlockerPerformance.TotalPenalties,
TotalPenaltyCost = prevBout.BlockerPerformance.TotalPenaltyCost
};
}
if(prevBout.JammerPerformance != null)
{
bp.JammerPerformance = new RolledUpPerformanceData
{
TotalJamPortions = prevBout.JammerPerformance.TotalJamPortions,
TotalPenalties = prevBout.JammerPerformance.TotalPenalties,
TotalPenaltyCost = prevBout.JammerPerformance.TotalPenaltyCost
};
}
curPP.Bouts.Add(bp);
}
else
{
bp = curPP.Bouts.Last();
}
JamTeamData jd = jamData[jam.ID][eff.TeamID];
JamPerformance prevJamPerformance = prevBout.Jams.First(j => j.JamID == jam.ID);
double pointDifferential = 0;
var playerPerf = prevJamPerformance.JammerJamPercentage > 0 ? previousPerformance.JammerPerformance : previousPerformance.BlockerPerformance;
double playerScore = playerPerf.TotalPointsVersusMedian / playerPerf.TotalJamPortions;
if(curPP.Player.TeamID == team1ID)
{
pointDifferential = jd.PointDelta - team1Score + team2Score + playerScore;
}
else
{
pointDifferential = jd.PointDelta - team2Score + team1Score + playerScore;
}
JamPerformance jp = new JamPerformance
{
BlockerJamPercentage = prevJamPerformance.BlockerJamPercentage,
DeltaPercentile = prevJamPerformance.DeltaPercentile,
IsFirstHalf = prevJamPerformance.IsFirstHalf,
JamID = prevJamPerformance.JamID,
JammerJamPercentage = prevJamPerformance.JammerJamPercentage,
JamNumber = prevJamPerformance.JamNumber,
JamPenalties = prevJamPerformance.JamPenalties,
MedianDelta = prevJamPerformance.MedianDelta,
PenaltyCost = prevJamPerformance.PenaltyCost,
PointDelta = jd.PointDelta,
DeltaPortionVersusMedian = pointDifferential
//PlayerValue
};
bp.Jams.Add(jp);
}
}
Parallel.ForEach(pps.Values, pp =>
{
RollUpIteratedPlayerPerformance(avgPenCost, jamTotalPortionMap, pp);
});
return pps;
}
public IList<PlayerPerformance> GetPlayerPointPerformancesForTeam(int teamID)
{
// pull data
SqlConnection connection = new SqlConnection(_connectionString);
connection.Open();
SqlTransaction transaction = connection.BeginTransaction();
var players = new PlayerGateway(connection, transaction).GetPlayersForTeam(teamID).ToDictionary(p => p.ID);
var jams = new JamGateway(connection, transaction).GetJamsForTeamAfterDate(teamID, new DateTime(2016,1,1)).OrderBy(j => j.ID);
var jamBoutMap = jams.ToDictionary(j => j.ID, j => j.BoutID);
var jpe = new JamPlayerEffectivenessGateway(connection, transaction).GetJamPlayerEffectivenessForTeam(teamID);
var jamData = new JamDataGateway(connection, transaction).GetJamDataForTeam(teamID).ToDictionary(jd => jd.JamID);
var teams = new TeamGateway(connection, transaction).GetAllTeams().ToDictionary(t => t.ID);
var bouts = new BoutGateway(connection, transaction).GetBouts().ToDictionary(t => t.ID);
var penalties = new PenaltyGateway(connection, transaction).GetPenaltiesForTeam(teamID)
.GroupBy(p => p.JamID)
.ToDictionary(
g => g.Key,
g => g.GroupBy(g2 => g2.PlayerID).ToDictionary(g3 => g3.Key, g3 => g3.ToList()));
var pgs = new PenaltyGroupGateway(connection, transaction).GetPenaltyGroupsForTeam(teamID);
Dictionary<int, int> boxTimeEstimates = new BoxTimeEstimateGateway(connection, transaction).GetAllBoxTimeEstimates();
Dictionary<FoulComparison, Dictionary<int, float>> sss = new SituationalScoreGateway(connection, transaction).GetAllSituationalScores();
AveragePenaltyCostPerJam avgPenCost = new AveragePenaltyCostGateway(connection, transaction).GetAveragePenaltyCost();
transaction.Commit();
connection.Close();
Dictionary<FoulComparison, float> medians = CalculateMedianScores(sss);
PenaltyCostCalculator ppcCalc = new PenaltyCostCalculator(_connectionString);
Dictionary<int, double> groupPenaltyCostMap = ppcCalc.CalculatePointCostsForTeam(jamData, pgs, boxTimeEstimates, sss);
Dictionary<int, PlayerPerformance> pps = new Dictionary<int, PlayerPerformance>(25);
Dictionary<int, double> jamTotalPortionMap = new Dictionary<int, double>(300);
foreach(Jam jam in jams)
{
var pe = jpe[jam.ID];
foreach(JamPlayerEffectiveness eff in pe.Values)
{
// get/set PlayerPerformance object
if(!pps.ContainsKey(eff.PlayerID))
{
pps[eff.PlayerID] = new PlayerPerformance
{
Player = players[eff.PlayerID],
Bouts = new List<BoutPerformance>()
};
}
PlayerPerformance curPP = pps[eff.PlayerID];
// get/set BoutPerformance object
Bout bout = bouts[jam.BoutID];
BoutPerformance bp = null;
if (!curPP.Bouts.Any() ||
curPP.Bouts.Last().BoutID != bout.ID)
{
bp = new BoutPerformance
{
BoutID = bout.ID,
AwayTeamName = teams[bout.AwayTeamID].Name,
HomeTeamName = teams[bout.HomeTeamID].Name,
BoutDate = bout.BoutDate,
Jams = new List<JamPerformance>()
};
curPP.Bouts.Add(bp);
}
else
{
bp = curPP.Bouts.Last();
}
JamTeamData jd = jamData[jam.ID];
int penaltyCount = penalties.ContainsKey(jam.ID) && penalties[jam.ID].ContainsKey(eff.PlayerID) ? penalties[jam.ID][eff.PlayerID].Count() : 0;
JamPerformance jp = new JamPerformance
{
BlockerJamPercentage = eff.IsJammer ? 0 : eff.JamPortion,
DeltaPercentile = eff.BaseQuality,
IsFirstHalf = jam.IsFirstHalf,
JamID = jam.ID,
JammerJamPercentage = eff.IsJammer ? eff.JamPortion : 0,
JamNumber = jam.JamNumber,
JamPenalties = penaltyCount,
MedianDelta = medians[jd.FoulComparison],
PenaltyCost = 0,
PointDelta = jd.PointDelta
};
if (jamTotalPortionMap.ContainsKey(jam.ID))
{
jamTotalPortionMap[jam.ID] += eff.IsJammer ? eff.JamPortion * 4 : eff.JamPortion;
}
else
{
jamTotalPortionMap[jam.ID] = eff.IsJammer ? eff.JamPortion * 4 : eff.JamPortion;
}
bp.Jams.Add(jp);
}
}
foreach(PenaltyGroup pg in pgs)
{
foreach(Penalty p in pg.Penalties)
{
if (jams.Any(j => j.ID == p.JamID))
{
JamPerformance jp = pps[p.PlayerID].Bouts.SelectMany(b => b.Jams).Where(j => j.JamID == p.JamID).First();
jp.PenaltyCost += groupPenaltyCostMap[pg.GroupID];
}
}
}
foreach(PlayerPerformance pp in pps.Values)
{
RollUpPlayerPerformance(avgPenCost, jamTotalPortionMap, pp);
}
CalculateTeamAverages(pps, bouts);
foreach(PlayerPerformance pp in pps.Values)
{
pp.BlockerPerformance.PlayerValueVersusTeamAverage = pp.Bouts.Sum(b => b.BlockerPerformance.PlayerValueVersusTeamAverage);
pp.JammerPerformance.PlayerValueVersusTeamAverage = pp.Bouts.Sum(b => b.JammerPerformance.PlayerValueVersusTeamAverage);
}
return pps.Values.ToList();
}
private static Dictionary<int, PlayerPerformance> GenerateInitialPlayerPerformance(Dictionary<int, Dictionary<int, Player>> players,
IOrderedEnumerable<Jam> jams,
Dictionary<int, Dictionary<int, JamPlayerEffectiveness>> jpe,
Dictionary<int, Dictionary<int, JamTeamData>> jamData,
Dictionary<int, Team> teams,
Dictionary<int, Bout> bouts,
Dictionary<int, Dictionary<int, List<Penalty>>> penalties,
IList<PenaltyGroup> pgs,
AveragePenaltyCostPerJam avgPenCost,
Dictionary<FoulComparison, float> medians,
Dictionary<int, double> groupPenaltyCostMap,
Dictionary<int, double> jamTotalPortionMap)
{
Dictionary<int, PlayerPerformance> pps = new Dictionary<int, PlayerPerformance>();
foreach (Jam jam in jams)
{
var pe = jpe[jam.ID];
foreach(var eff in pe.Values)
{
// get/set PlayerPerformance object
if (!pps.ContainsKey(eff.PlayerID))
{
pps[eff.PlayerID] = new PlayerPerformance
{
Player = players[eff.PlayerID][eff.TeamID],
Bouts = new List<BoutPerformance>()
};
}
PlayerPerformance curPP = pps[eff.PlayerID];
// get/set BoutPerformance object
Bout bout = bouts[jam.BoutID];
BoutPerformance bp = null;
if (!curPP.Bouts.Any() ||
curPP.Bouts.Last().BoutDate != bout.BoutDate ||
curPP.Bouts.Last().HomeTeamName != teams[bout.HomeTeamID].Name ||
curPP.Bouts.Last().AwayTeamName != teams[bout.AwayTeamID].Name)
{
bp = new BoutPerformance
{
BoutID = bout.ID,
AwayTeamName = teams[bout.AwayTeamID].Name,
HomeTeamName = teams[bout.HomeTeamID].Name,
BoutDate = bout.BoutDate,
Jams = new List<JamPerformance>()
};
curPP.Bouts.Add(bp);
}
else
{
bp = curPP.Bouts.Last();
}
JamTeamData jd = jamData[jam.ID][eff.TeamID];
int penaltyCount = penalties.ContainsKey(jam.ID) && penalties[jam.ID].ContainsKey(eff.PlayerID) ? penalties[jam.ID][eff.PlayerID].Count() : 0;
JamPerformance jp = new JamPerformance
{
BlockerJamPercentage = eff.IsJammer ? 0 : eff.JamPortion,
DeltaPercentile = eff.BaseQuality,
IsFirstHalf = jam.IsFirstHalf,
JamID = jam.ID,
JammerJamPercentage = eff.IsJammer ? eff.JamPortion : 0,
JamNumber = jam.JamNumber,
JamPenalties = penaltyCount,
MedianDelta = medians[jd.FoulComparison],
PenaltyCost = 0,
PointDelta = jd.PointDelta
};
if (jamTotalPortionMap.ContainsKey(jam.ID))
{
jamTotalPortionMap[jam.ID] += eff.IsJammer ? eff.JamPortion * 4 : eff.JamPortion;
}
else
{
jamTotalPortionMap[jam.ID] = eff.IsJammer ? eff.JamPortion * 4 : eff.JamPortion;
}
bp.Jams.Add(jp);
};
}
foreach (PenaltyGroup pg in pgs)
{
foreach (Penalty p in pg.Penalties)
{
JamPerformance jp = pps[p.PlayerID].Bouts.SelectMany(b => b.Jams).Where(j => j.JamID == p.JamID).First();
jp.PenaltyCost += groupPenaltyCostMap[pg.GroupID];
}
}
Parallel.ForEach(pps.Values, pp =>
{
RollUpPlayerPerformance(avgPenCost, jamTotalPortionMap, pp);
});
return pps;
}