public static LeagueTeam GetOpposingTeam(this Player player, Fixture fixture)
{
if (player != null)
{
if (player.Team?.ID == fixture.HomeTeam?.Team?.ID)
return fixture.AwayTeam;
if (player.Team?.ID == fixture.AwayTeam?.Team?.ID)
return fixture.HomeTeam;
}
return null;
}
public void UpdateStatisticsBasedOnFixture(Fixture fixture)
{
// Statistics are updated only when the game has ended
var fixtureWinner = fixture.GetFixtureOutcome();
if (fixtureWinner == FixtureOutcome.Undetermined)
return;
var isHome = Team.ID == fixture.HomeTeam.Team.ID;
var opposingTeam = isHome ? fixture.AwayTeam : fixture.HomeTeam;
// todo: validate that statistics hasn't already been applied?
Statistics.PlayedGames++;
Statistics.GoalsFor += isHome
? fixture.Statistics.Score.GoalsForHomeTeam
: fixture.Statistics.Score.GoalsForAwayTeam;
Statistics.GoalsConceded += isHome
? fixture.Statistics.Score.GoalsForAwayTeam
: fixture.Statistics.Score.GoalsForHomeTeam;
switch (fixtureWinner)
{
case FixtureOutcome.HomeTeam:
if (isHome)
Statistics.WonGames++;
else
Statistics.LostGames++;
break;
case FixtureOutcome.AwayTeam:
if (isHome)
Statistics.LostGames++;
else
Statistics.WonGames++;
break;
case FixtureOutcome.Draw:
Statistics.DrawGames++;
break;
case FixtureOutcome.None:
case FixtureOutcome.Undetermined:
throw new NotSupportedException("Cannot update statistics, when game has not ended");
default:
throw new InvalidOperationException();
}
}
public static int GetPlayedMinutesBeforeFixtureForPlayer(this Player player, Fixture fixture)
{
var playedMinutes = 0;
var league = fixture.Gameweek.League;
var team = player.GetLeagueTeam(fixture);
for (var i = 0; i < league.Gameweeks.Length; i++)
{
var gw = league.Gameweeks[i];
if (gw.Number > fixture.Gameweek.Number)
break;
var fixtures = team.GetFixturesByTeam(gw.Fixtures).OrderBy(x => x.Time);
foreach (var fix in fixtures)
{
if (fix == fixture)
break;
var stats = fix.GetPlayerStats(player);
var min = stats != null && stats.PlayedMinutes > 0 ? stats.PlayedMinutes : 0;
playedMinutes += min;
}
}
return playedMinutes;
}
public ValueMap GeneratePlayerValueMap(Player player, Fixture fixture, PlayerAnalyserBase analyser)
{
var playerTeam = player.GetLeagueTeam(fixture);
double teamPlayedMinutes = playerTeam.GetPlayedMinutesBeforeFixtureForTeam(fixture);
double playerMinutes = player.GetPlayedMinutesBeforeFixtureForPlayer(fixture);
var percentage = teamPlayedMinutes > 0
? playerMinutes / teamPlayedMinutes
: 0;
var recentLeagueFixtues = playerTeam.GetFixturesFromLeagueTeam()
.Where(x => x.Statistics.GameStarted && x.Statistics.GameFinished)
.OrderByDescending(x => x.Time)
.Take(5)
.ToList();
var playedLeagueFixtues = playerTeam.GetFixturesFromLeagueTeam()
.Where(x => x.Statistics.GameStarted && x.Statistics.GameFinished)
.OrderBy(x => x.Time)
.ToList();
double points = playedLeagueFixtues
.Sum(fixt => playerTeam.Team.HasHomeTeamAdvantage(fixt)
? fixt.Statistics.Score.PointsForHomeTeam
: fixt.Statistics.Score.PointsForAwayTeam);
double totalPoints = playedLeagueFixtues
.Where(x => x.Statistics.GameStarted && x.Statistics.GameFinished)
.Sum(fixt => playerTeam.Team.HasHomeTeamAdvantage(fixt)
? fixt.Statistics.Score.PointsForHomeTeam
: fixt.Statistics.Score.PointsForAwayTeam);
var fixtGoalsAgainst = playedLeagueFixtues.Select(fixt =>
{
var isHome = playerTeam.Team.HasHomeTeamAdvantage(fixt);
var ga = isHome
? fixt.Statistics.Score.GoalsForAwayTeam
: fixt.Statistics.Score.GoalsForHomeTeam;
return ga;
}).ToList();
double saves = player.Statistics.Saves;
double goalsAgainst = fixtGoalsAgainst.Sum(x => x);
double cleansheets = fixtGoalsAgainst.Count(x => x == 0);
double cleansheetsPer = cleansheets / playedLeagueFixtues.Count;
var valueMap = new ValueMap();
valueMap[ValueMapKeys.GameweekStarted] = fixture.Gameweek.Started;
valueMap[ValueMapKeys.GameweekEnded] = fixture.Gameweek.Ended;
valueMap[ValueMapKeys.FixtureStarted] = fixture.Statistics.GameStarted;
valueMap[ValueMapKeys.FixtureEnded] = fixture.Statistics.GameFinished;
valueMap[ValueMapKeys.TotalGamesWon] = playedLeagueFixtues.Count(x => playerTeam.GetTeamFixtureOutcome(fixture) == TeamFixtureOutcome.Win);
valueMap[ValueMapKeys.TotalGamesDraw] = playedLeagueFixtues.Count(x => playerTeam.GetTeamFixtureOutcome(fixture) == TeamFixtureOutcome.Draw);
valueMap[ValueMapKeys.TotalGamesLoss] = playedLeagueFixtues.Count(x => playerTeam.GetTeamFixtureOutcome(fixture) == TeamFixtureOutcome.Loss);
valueMap[ValueMapKeys.PlayerTotalGamesPlayed] = playedLeagueFixtues.Count;
valueMap[ValueMapKeys.TotalGamesPlayed] = playedLeagueFixtues.Count;
valueMap[ValueMapKeys.RecentGamesTeamPlayed] = recentLeagueFixtues.Count;
valueMap[ValueMapKeys.RecentGamesTeamPoints] = points;
valueMap[ValueMapKeys.RecentPointsPerGame] = points / recentLeagueFixtues.Count;
valueMap[ValueMapKeys.TotalPoints] = totalPoints;
valueMap[ValueMapKeys.TotalPointsPerGame] = totalPoints / playedLeagueFixtues.Count;
valueMap[ValueMapKeys.PlayerTotalMinutesPlayed] = playerMinutes;
valueMap[ValueMapKeys.PlayerTotalMinutesPercentageOfTeam] = percentage;
valueMap[ValueMapKeys.FantasyPlayerCurrentPrice] = player.Fantasy.CurrentPrice;
valueMap[ValueMapKeys.PlayerPosition] = player.Fantasy.Position.ToString();
valueMap[ValueMapKeys.PlayerTotalCleansheets] = cleansheets;
valueMap[ValueMapKeys.PlayerTotalCleansheetsPercentage] = cleansheetsPer;
valueMap[ValueMapKeys.PlayerTotalSaves] = saves;
valueMap[ValueMapKeys.PlayerTotalSavesPerGame] = saves / playedLeagueFixtues.Count;
valueMap[ValueMapKeys.PlayerTotalSavesPercentage] = saves / (saves + goalsAgainst); // todo: filter out other keepers in the team
//valueMap["playedgames"] = ;
//valueMap["substitutes-in"] = ;
//valueMap["substitutes-out"] = ;
// todo: add more data points (subs, recent playtime (5 last team games), recent subs)
return valueMap;
}
private League GenerateLeague(JObject leagueDataJson, JObject fixturesJson, ref List<Team> teams)
{
var league = new League
{
ID = "PL",
Name = "Premier League 16/17",
Year = 2016,
};
var leagueTeams = new List<LeagueTeam>();
var gameweeks = new List<Gameweek>();
var positions = new Dictionary<int, PlayerPosition>();
// Get playing positions
var typeInfo = leagueDataJson?.Property("element_types")?.Value?.ToObject<JArray>();
if (typeInfo != null)
{
foreach (var type in typeInfo.Select(x => x.ToObject<JObject>()).Where(x => x != null))
{
PlayerPosition pos;
var posID = type.GetPropertyValue<int>("id");
var posShortName = type.GetPropertyValue<string>("singular_name_short");
switch (posShortName)
{
case "GKP":
pos = PlayerPosition.Goalkeeper;
break;
case "DEF":
pos = PlayerPosition.Defender;
break;
case "MID":
pos = PlayerPosition.Midfielder;
break;
case "FWD":
pos = PlayerPosition.Forward;
break;
default:
continue;
}
positions[posID] = pos;
}
}
// Get teams
var eiwTeams = leagueDataJson?.Property("teams")?.Value?.ToObject<JArray>();
if (eiwTeams != null)
{
foreach (var eiwTeam in eiwTeams)
{
var t = eiwTeam?.ToObjectOrDefault<JObject>();
if (t == null)
continue;
var teamID = t.GetPropertyValue<string>("id");
if (string.IsNullOrWhiteSpace(teamID))
throw new FormatException("Invalid TeamID");
var team = teams.FirstOrDefault(x => x.ID == teamID);
if (team == null)
{
team = new Team
{
ID = teamID,
Name = t.GetPropertyValue<string>("name"),
ShortName = t.GetPropertyValue<string>("short_name"),
// todo: implement
//Statistics =
//Rating = new Rating
//{
// // todo: normalize to a 1-10 rating
// //Value = (t.GetPropertyValue<int>("strength_overall_home") +
// // t.GetPropertyValue<int>("strength_overall_away")) / 2
//}
};
teams.Add(team);
var club = _ukClubs?.FirstOrDefault(x => x.MatchName(team.Name));
if (club != null)
{
team.Aliases = club.Aliases;
}
}
var leagueTeam = new LeagueTeam(league, team);
leagueTeams.Add(leagueTeam);
team.Leagues = team.Leagues.Append(league);
}
}
// Get players
var elements = leagueDataJson?.Property("elements")?.Value?.ToObject<JArray>();
if (elements != null)
{
foreach (var playerData in elements)
{
var p = playerData?.ToObjectOrDefault<JObject>();
if (p == null)
continue;
var posID = p.GetPropertyValue<int>("element_type");
var pos = positions[posID];
// todo: load and update player (statitics), if player plays in multiple leagues
var player = new Player();
player.ID = p.GetPropertyValue<string>("id");
player.FirstName = p.GetPropertyValue<string>("first_name");
player.LastName = p.GetPropertyValue<string>("second_name");
player.DisplayName = p.GetPropertyValue<string>("web_name");
var currentPrice = p.GetPropertyValue<double>("now_cost") / 10;
var costChangeSinceStart = p.GetPropertyValue<double>("cost_change_start") / 10;
object indexInfo = new PremierLeagueFantasyIndex
{
EaIndex = new Assignable<double>(p.GetPropertyValue<double>("ea_index")),
Influence = new Assignable<double>(p.GetPropertyValue<double>("influence")),
Creativity = new Assignable<double>(p.GetPropertyValue<double>("creativity")),
Threat = new Assignable<double>(p.GetPropertyValue<double>("threat")),
};
player.Fantasy = new FantasyPlayer
{
Position = pos,
CurrentPrice = currentPrice,
OriginalPrice = currentPrice + costChangeSinceStart,
Unavailable = p.GetPropertyValue<string>("status") != "a",
ChanceOfPlayingNextFixture = p.GetPropertyValue<double>("chance_of_playing_this_round", -1) / 100,
News = p.GetPropertyValue<string>("news"),
OwnagePercent = p.GetPropertyValue<double>("selected_by_percent", -1),
TransfersDetailsForSeason = new TransferDetails
{
TransfersIn = p.GetPropertyValue<int>("transfers_in"),
TransfersOut = p.GetPropertyValue<int>("transfers_out"),
},
TransfersDetailsForGW = new TransferDetails
{
TransfersIn = p.GetPropertyValue<int>("transfers_in_event"),
TransfersOut = p.GetPropertyValue<int>("transfers_out_event"),
},
IndexInfo = indexInfo,
};
player.Statistics = new PlayerStatistics
{
PlayedMinutes = p.GetPropertyValue<int>("minutes"),
Goals = p.GetPropertyValue<int>("goals_scored"),
Assists = p.GetPropertyValue<int>("assists"),
TimesInDreamteam = p.GetPropertyValue<int>("dreamteam_count"),
YellowCards = p.GetPropertyValue<int>("yellow_cards"),
RedCards = p.GetPropertyValue<int>("red_cards"),
BonusPoints = p.GetPropertyValue<int>("bonus"),
Form = p.GetPropertyValue<double>("form"),
PenaltiesMissed = p.GetPropertyValue<int>("penalties_missed"),
PenaltiesSaved = p.GetPropertyValue<int>("penalties_scored"),
Saves = p.GetPropertyValue<int>("saves"),
TotalPoints = p.GetPropertyValue<int>("total_points"),
CleanSheets = p.GetPropertyValue<int>("clean_sheets"),
PointsPerGame = p.GetPropertyValue<double>("points_per_game"),
OwnGoals = p.GetPropertyValue<int>("own_goals"),
// todo:
//Appearances = "",
//Crosses =
//Offsides =
//PenaltiesScored =
//Substitutions =
//Shots =
};
var teamID = p.GetPropertyValue<string>("team");
var team = teams.SingleOrDefault(x => x.ID == teamID);
if (team != null)
{
player.Team = team;
team.Players = team.Players.Append(player);
}
else
{
}
// Update Team statistics (todo: will get wrong if player changes team)
//team.Statistics.GoalsFor = player.Statistics.Goals;
}
}
// Fixtures
if (fixturesJson != null)
{
var fixtures = fixturesJson.GetPropertyValue<JArray>("fixtures");
foreach (var f in fixtures)
{
try
{
var fixture = new Fixture();
var obj = f.ToObjectOrDefault<JObject>();
fixture.Time = obj.GetPropertyValue<DateTime>("date");
var homeTeamName = obj.GetPropertyValue<string>("homeTeamName");
var awayTeamName = obj.GetPropertyValue<string>("awayTeamName");
var homeTeam = leagueTeams.SingleOrDefault(x => x.Team.Name == homeTeamName || x.Team.MatchName(homeTeamName));
var awayTeam = leagueTeams.SingleOrDefault(x => x.Team.Name == awayTeamName || x.Team.MatchName(awayTeamName));
fixture.HomeTeam = homeTeam;
fixture.AwayTeam = awayTeam;
var resultsJson = obj.GetPropertyValue<JObject>("result");
var status = obj.GetPropertyValue<string>("status");
var finished = status == "FINISHED";
var min = obj.GetPropertyValue<int>("minute"); // todo: correct?
if (finished && min <= 0)
min = 90;
var goalsHome = resultsJson?.GetPropertyValue<int>("goalsHomeTeam") ?? 0;
var goalsAway = resultsJson?.GetPropertyValue<int>("goalsAwayTeam") ?? 0;
fixture.Statistics = new FixtureStatistics
{
PlayedMinutes = min,
GameFinished = finished,
Score = FixtureScore.Create(goalsHome, goalsAway),
};
var matchday = obj.GetPropertyValue<int>("matchday");
var gw = gameweeks.SingleOrDefault(x => x.Number == matchday);
if (gw == null)
{
gw = new Gameweek(league)
{
Number = matchday,
};
gameweeks.Add(gw);
}
fixture.Gameweek = gw;
gw.Fixtures = gw.Fixtures.Append(fixture);
// Update Team statistics
if (fixture.HomeTeam != null && fixture.AwayTeam != null)
{
fixture.HomeTeam.UpdateStatisticsBasedOnFixture(fixture);
fixture.AwayTeam.UpdateStatisticsBasedOnFixture(fixture);
}
else
{
}
}
catch (Exception ex)
{
throw;
}
}
}
league.Teams = leagueTeams.ToArray();
league.Gameweeks = gameweeks.ToArray();
return league;
}
public static int GetPlayedMinutesBeforeFixtureForTeam(this LeagueTeam team, Fixture fixture)
{
var playedMinutes = 0;
var league = fixture.Gameweek.League;
for (var i = 0; i < league.Gameweeks.Length; i++)
{
var gw = league.Gameweeks[i];
if (gw.Number > fixture.Gameweek.Number)
break;
var fixtures = team.GetFixturesByTeam(gw.Fixtures).OrderBy(x => x.Time);
foreach (var fix in fixtures)
{
if (fix == fixture)
break;
playedMinutes += fix.Statistics.PlayedMinutes;
}
}
return playedMinutes;
}
public static LeagueTeam GetLeagueTeam(this Player player, Fixture fixture)
{
return GetLeagueTeam(player, fixture.Gameweek);
}
public static bool HasHomeTeamAdvantage(this Team team, Fixture fixture)
{
if (team.ID == fixture.HomeTeam?.Team?.ID)
return true;
return false;
}
public static bool HasHomeTeamAdvantage(this Player player, Fixture fixture)
{
if (player != null)
{
//if (player.Team.ID == fixture.HomeTeam.Team.ID)
// return true;
return HasHomeTeamAdvantage(player.Team, fixture);
}
return false;
}
public static TeamFixtureOutcome GetTeamFixtureOutcome(this LeagueTeam team, Fixture fixture)
{
var res = TeamFixtureOutcome.None;
if (fixture.HomeTeam == null || fixture.AwayTeam == null)
{
res = TeamFixtureOutcome.Undetermined;
}
else if (!fixture.Statistics.GameFinished)
{
res = TeamFixtureOutcome.Undetermined;
}
else
{
if (fixture.Statistics.Score.GoalsForHomeTeam == fixture.Statistics.Score.GoalsForAwayTeam)
res = TeamFixtureOutcome.Draw;
else
{
var teamIsHome = team.Team.ID == fixture.HomeTeam.Team.ID;
var teamIsAway = team.Team.ID == fixture.AwayTeam.Team.ID;
if (fixture.Statistics.Score.GoalsForHomeTeam > fixture.Statistics.Score.GoalsForAwayTeam)
res = teamIsHome
? TeamFixtureOutcome.Win
: teamIsAway
? TeamFixtureOutcome.Loss
: TeamFixtureOutcome.Undetermined;
else
res = teamIsHome
? TeamFixtureOutcome.Loss
: teamIsAway
? TeamFixtureOutcome.Win
: TeamFixtureOutcome.Undetermined;
}
}
return res;
}
private FixtureOdds CalculateOdds(Fixture fixture)
{
FixtureOdds odds = null;
//var provider = TypeContainer.GetInstance<IFixtureOddsProvider>();
var provider = _settings.FixtureOddsProvider;
if (provider != null)
{
odds = provider.GetFixtureOdds(fixture).WaitForResult();
}
return odds;
//var odds = new FixtureOdds();
//odds.Fixture = fixture;
//// todo: implement odds algorithm
//odds.HomeWin = fixture.HomeTeam.Team.Rating > fixture.AwayTeam.Team.Rating ? 1 : 3;
//odds.Draw = fixture.HomeTeam.Team.Rating == fixture.AwayTeam.Team.Rating ? 1 : 5;
//odds.AwayWin = fixture.AwayTeam.Team.Rating > fixture.HomeTeam.Team.Rating ? 1 : 3;
//// todo: implement prediction
////fixtureOdds.PredictedScore =
//return odds;
}
