Ejemplo n.º 1
0
        public TeamGoalsStats(team team, int competitionId, bool isHometeam, sakilaEntities4 db, List <competitionmatch> relevantMatches)
        {
            TeamSeasonalGoalsScored    = GoalsCalculator.GetGoalsScoringAverage(relevantMatches, team.TeamID, competitionId);
            TeamLastGamesGoalsScored   = GoalsCalculator.GetGoalsScoringAverage(relevantMatches, team.TeamID, competitionId, 3);
            TeamSeasonalGoalsConceded  = GoalsCalculator.GetGoalsConcededAverage(relevantMatches, team.TeamID, competitionId);
            TeamLastGamesGoalsConceded = GoalsCalculator.GetGoalsConcededAverage(relevantMatches, team.TeamID, competitionId, 3);

            if (isHometeam)
            {
                TeamHomeOrAwayGoalsScored   = GoalsCalculator.GetGoalsScoringAverageAtHome(relevantMatches, team.TeamID, competitionId);
                TeamHomeOrAwayGoalsConceded = GoalsCalculator.GetGoalsConcededAverageAtHome(relevantMatches, team.TeamID, competitionId);
            }
            else
            {
                TeamHomeOrAwayGoalsScored   = GoalsCalculator.GetGoalsScoringAverageAtAway(relevantMatches, team.TeamID, competitionId);
                TeamHomeOrAwayGoalsConceded = GoalsCalculator.GetGoalsConcededAverageAtAway(relevantMatches, team.TeamID, competitionId);
            }

            TopScorer = GoalsCalculator.GetTeamTopScorer(db, team.TeamID, competitionId);
            GoalsScoreDistribution   = GoalsCalculator.GetTeamScorersByPosition(db, team.TeamID, competitionId);
            GoalsConcedeDistribution = GoalsCalculator.GetTeamScorersAgainstByPosition(db, team.TeamID, competitionId);
        }
        public static void CreateMatchReport(Dictionary <string, List <Helper.LetterDistribution> > lettersDict,
                                             Dictionary <int, List <DataObjects.AttributeType> > attributesDict,
                                             List <MainCalculator.AttributesMatch> attributeClashingMap,
                                             string homeTeam, string awayTeam, int competitionId)
        {
            var linesToWrite = new List <string>
            {
                "Home Team: " + homeTeam,
                "Away Team: " + awayTeam + "\n"
            };
            var path = @"C:\Users\user\Desktop\DataProjects\" + homeTeam + "VS" + awayTeam + ".tsv";

            using (var db = new sakilaEntities4())
            {
                var homeTeamObj = db.team.First(x => x.TeamName == homeTeam);
                var awayTeamObj = db.team.First(x => x.TeamName == awayTeam);

                linesToWrite.Add(homeTeam + " Market Value: " + homeTeamObj.MarketValue);
                linesToWrite.Add(awayTeam + " Market Value: " + awayTeamObj.MarketValue + "\n");

                var homeTeamBalance = PointsCalculator.GetTeamBalance(db, homeTeamObj.TeamID, competitionId);
                var awayTeamBalance = PointsCalculator.GetTeamBalance(db, awayTeamObj.TeamID, competitionId);

                var homeTeamBalanceLast3 = PointsCalculator.GetTeamBalance(db, homeTeamObj.TeamID, competitionId, 3);
                var awayTeamBalanceLast3 = PointsCalculator.GetTeamBalance(db, awayTeamObj.TeamID, competitionId, 3);

                var teamBalanceAtHome       = PointsCalculator.GetTeamBalanceHome(db, homeTeamObj.TeamID, competitionId);
                var teamBalanceAwayFromHome = PointsCalculator.GetTeamBalanceAway(db, awayTeamObj.TeamID, competitionId);

                var homeTeamSeasonForm = PointsCalculator.CalculatePointPace(homeTeamBalance);
                var awayTeamSeasonForm = PointsCalculator.CalculatePointPace(awayTeamBalance);

                var homeTeamLatest3Form = PointsCalculator.CalculatePointPace(homeTeamBalanceLast3);
                var awayTeamLatest3Form = PointsCalculator.CalculatePointPace(awayTeamBalanceLast3);

                var homeTeamSeasonFormAtHome = PointsCalculator.CalculatePointPace(teamBalanceAtHome);
                var awayTeamSeasonFormAway   = PointsCalculator.CalculatePointPace(teamBalanceAwayFromHome);

                var foulsAverageHome = SecondaryStatsCalculator.GetAverageFoulsPerTeam(db, homeTeamObj.TeamID, competitionId);
                var foulsAverageAway = SecondaryStatsCalculator.GetAverageFoulsPerTeam(db, awayTeamObj.TeamID, competitionId);

                var cornersAverageHome = SecondaryStatsCalculator.GetAverageCornersPerTeam(db, homeTeamObj.TeamID, competitionId);
                var cornersAverageAway = SecondaryStatsCalculator.GetAverageCornersPerTeam(db, awayTeamObj.TeamID, competitionId);
                var cornersAverageOnHomeTeamMatches = SecondaryStatsCalculator.AverageCornersOnTeamsMatches(db, homeTeamObj.TeamID,
                                                                                                            competitionId);
                var cornersAverageOnAwayTeamMatches = SecondaryStatsCalculator.AverageCornersOnTeamsMatches(db, awayTeamObj.TeamID,
                                                                                                            competitionId);
                var cornersStdOnHomeTeamMatches = SecondaryStatsCalculator.GetStdCornersPerTeamsMatches(db, homeTeamObj.TeamID,
                                                                                                        competitionId);
                var cornersStdOnAwayTeamMatches = SecondaryStatsCalculator.GetStdCornersPerTeamsMatches(db, awayTeamObj.TeamID,
                                                                                                        competitionId);

                var shotsOnTargetAverageHome = SecondaryStatsCalculator.GetAverageTotalShotsPerTeam(db, homeTeamObj.TeamID, competitionId);
                var shotsOnTargetAverageAway = SecondaryStatsCalculator.GetAverageTotalShotsPerTeam(db, awayTeamObj.TeamID, competitionId);

                var shotsOnTargetAverageAgainstHome = SecondaryStatsCalculator.GetAverageShotsOnTargetAgainstTeam(db, homeTeamObj.TeamID, competitionId);
                var shotsOnTargetAverageAgainstAway = SecondaryStatsCalculator.GetAverageShotsOnTargetAgainstTeam(db, awayTeamObj.TeamID, competitionId);

                var possessionAverageHome = SecondaryStatsCalculator.GetAveragePossessionPerTeam(db, homeTeamObj.TeamID, competitionId);
                var possessionAverageAway = SecondaryStatsCalculator.GetAveragePossessionPerTeam(db, awayTeamObj.TeamID, competitionId);

                var possessionAverageAgainstHome = SecondaryStatsCalculator.GetAveragePossessionAgainstTeam(db, homeTeamObj.TeamID, competitionId);
                var possessionAverageAgainstAway = SecondaryStatsCalculator.GetAveragePossessionAgainstTeam(db, awayTeamObj.TeamID, competitionId);

                var possToShotsRateHome = Math.Round((double)(possessionAverageHome / shotsOnTargetAverageHome), 2);
                var possToShotsRateAway = Math.Round((double)(possessionAverageAway / shotsOnTargetAverageAway), 2);

                var possToShotsRateAgainstHome = Math.Round((double)(possessionAverageAgainstHome / shotsOnTargetAverageAgainstHome), 2);
                var possToShotsRateAgainstAway = Math.Round((double)(possessionAverageAgainstAway / shotsOnTargetAverageAgainstAway), 2);

                var goalScoredHomeSeasonal = GoalsCalculator.GetGoalsScoringAverage(db, homeTeamObj.TeamID, competitionId);
                var goalScoredHomeLatest3  = GoalsCalculator.GetGoalsScoringAverage(db, homeTeamObj.TeamID, competitionId, 3);
                var goalScoredHomeAtHome   = GoalsCalculator.GetGoalsScoringAverageAtHome(db, homeTeamObj.TeamID,
                                                                                          competitionId);

                var goalScoredAwaySeasonal = GoalsCalculator.GetGoalsScoringAverage(db, awayTeamObj.TeamID, competitionId);
                var goalScoredAwayLatest3  = GoalsCalculator.GetGoalsScoringAverage(db, awayTeamObj.TeamID, competitionId, 3);
                var goalScoredAwayAtAway   = GoalsCalculator.GetGoalsScoringAverageAtAway(db, awayTeamObj.TeamID,
                                                                                          competitionId);

                var shotsToGoalsRateHome = Math.Round((double)(shotsOnTargetAverageHome / goalScoredHomeSeasonal.Average), 2);
                var shotsToGoalRateAway  = Math.Round((double)(shotsOnTargetAverageAway / goalScoredAwaySeasonal.Average), 2);

                var homeTeamTopScorer = GoalsCalculator.GetTeamTopScorer(db, homeTeamObj.TeamID, competitionId);
                var awayTeamTopScorer = GoalsCalculator.GetTeamTopScorer(db, awayTeamObj.TeamID, competitionId);

                var goalConcededHomeSeasonal = GoalsCalculator.GetGoalsConcededAverage(db, homeTeamObj.TeamID, competitionId);
                var goalConcededHomeLatest3  = GoalsCalculator.GetGoalsConcededAverage(db, homeTeamObj.TeamID, competitionId, 3);
                var goalConcededHomeAtHome   = GoalsCalculator.GetGoalsConcededAverageAtHome(db, homeTeamObj.TeamID, competitionId);

                var goalConcededAwaySeasonal = GoalsCalculator.GetGoalsConcededAverage(db, awayTeamObj.TeamID, competitionId);
                var goalConcededAwayLatest3  = GoalsCalculator.GetGoalsConcededAverage(db, awayTeamObj.TeamID, competitionId, 3);
                var goalConcededAwayAtAway   = GoalsCalculator.GetGoalsConcededAverageAtAway(db, awayTeamObj.TeamID, competitionId);

                var shotsToGoalsRateAgainstHome = Math.Round((double)(shotsOnTargetAverageAgainstHome / goalConcededHomeSeasonal.Average), 2);
                var shotsToGoalRateAgainstAway  = Math.Round((double)(shotsOnTargetAverageAgainstAway / goalConcededAwaySeasonal.Average), 2);

                var expectShotsHome   = Math.Round((double)(shotsOnTargetAverageAgainstAway + shotsOnTargetAverageHome) / 2, 2);
                var expectedShotsAway = Math.Round((double)(shotsOnTargetAverageAgainstHome + shotsOnTargetAverageAway) / 2, 2);

                var homeExpectedConversionRate = Math.Round((decimal)(shotsToGoalRateAgainstAway + shotsToGoalsRateHome) / 2, 2);
                var awayExpectedConversionRate = Math.Round((decimal)(shotsToGoalRateAway + shotsToGoalsRateAgainstHome) / 2, 2);

                var homeExpectedGoalsByConversionRate = expectShotsHome / (double)homeExpectedConversionRate;
                var awayExpectedGoalsByConversionRate = expectedShotsAway / (double)awayExpectedConversionRate;

                var expectedWinnerByConversion = MainCalculator.GetExpectedWinner(homeExpectedGoalsByConversionRate, awayExpectedGoalsByConversionRate, 1, 0.5d);

                var conversionExpectedWinner = MainCalculator.CalculateConversionWinner(homeExpectedConversionRate,
                                                                                        awayExpectedConversionRate);

                var goalHomeConcededPosition = GoalsCalculator.GetTeamTopScorersAgainsePosition(db, homeTeamObj.TeamID,
                                                                                                competitionId);

                var goalAwayConcededPosition = GoalsCalculator.GetTeamTopScorersAgainsePosition(db, awayTeamObj.TeamID,
                                                                                                competitionId);

                var homeTeamFormLetters = LettersSequenceCalculator.GetTeamLatestSequence(db, homeTeamObj.TeamID, competitionId);
                var awayTeamFormLetters = LettersSequenceCalculator.GetTeamLatestSequence(db, awayTeamObj.TeamID, competitionId);

                var homeTeamStrength = MainCalculator.CalculateTeamStrength((int)homeTeamObj.MarketValue, homeTeamSeasonForm, homeTeamLatest3Form, homeTeamSeasonFormAtHome);
                var awayTeamStrength = MainCalculator.CalculateTeamStrength((int)awayTeamObj.MarketValue, awayTeamSeasonForm, awayTeamLatest3Form, awayTeamSeasonFormAway);

                var homeTeamExpectedGoals = GoalsCalculator.CalculateExpectedGoals(goalScoredHomeSeasonal,
                                                                                   goalScoredHomeLatest3, goalConcededAwaySeasonal, goalConcededAwayLatest3,
                                                                                   goalScoredHomeAtHome, goalConcededAwayAtAway);

                var awayTeamExpectedGoals = GoalsCalculator.CalculateExpectedGoals(goalScoredAwaySeasonal,
                                                                                   goalScoredAwayLatest3, goalConcededHomeSeasonal, goalConcededHomeLatest3,
                                                                                   goalScoredAwayAtAway, goalConcededHomeAtHome);

                var homeTeamStengthDiff = MainCalculator.StrengthDiffCaculator(homeTeamStrength, awayTeamStrength);
                var awayTeamStengthDiff = MainCalculator.StrengthDiffCaculator(awayTeamStrength, homeTeamStrength);

                string homeTeamSeq;
                var    homeSequenceExpectation = LettersSequenceCalculator.BuildSequenceStringExpectation(db, homeTeamObj.TeamID,
                                                                                                          competitionId, lettersDict, out homeTeamSeq);

                var homeSequenceStringExpectation =
                    LettersSequenceCalculator.BuildSequenceStringExpectation(homeSequenceExpectation, homeTeamSeq);

                string awayTeanSeq;
                var    awaySequenceExpectation = LettersSequenceCalculator.BuildSequenceStringExpectation(db, awayTeamObj.TeamID,
                                                                                                          competitionId, lettersDict, out awayTeanSeq);

                var awaySequenceStringExpectation =
                    LettersSequenceCalculator.BuildSequenceStringExpectation(awaySequenceExpectation, awayTeanSeq);

                var homeCalculatedGoals   = Math.Round(homeTeamExpectedGoals.Average + homeTeamStengthDiff, 2);
                var awayCalculatedGoals   = Math.Round(awayTeamExpectedGoals.Average + awayTeamStengthDiff, 2);
                var expectedWinner        = MainCalculator.GetExpectedWinner(homeCalculatedGoals, awayCalculatedGoals);
                var lettersExpectedWinner = MainCalculator.GetLettersExpectedWinners(homeSequenceExpectation,
                                                                                     awaySequenceExpectation);

                var homeTeamAttributes = Helper.GetTeamAttributesList((int)homeTeamObj.TeamID, attributesDict);
                var awayTeamAttributes = Helper.GetTeamAttributesList((int)awayTeamObj.TeamID, attributesDict);

                linesToWrite.Add(homeTeam + " Strength: " + homeTeamStrength);
                linesToWrite.Add(awayTeam + " Strength: " + awayTeamStrength + "\n");

                linesToWrite.Add("Strength Expected Winner: " + expectedWinner.Winner + " (" + Math.Min(expectedWinner.Confidence * 100, 100) + "%)");
                linesToWrite.Add("Expected Goals: " + Math.Round(homeTeamExpectedGoals.Average + awayTeamExpectedGoals.Average, 2) + " (Average Std: " + Math.Round((homeTeamExpectedGoals.StdDev + awayTeamExpectedGoals.StdDev) / 2, 1) + ")");
                linesToWrite.Add("Expected Result: " + homeCalculatedGoals + ":" + awayCalculatedGoals + "\n");

                linesToWrite.Add(homeTeam + " Expected Result According to Form: " + homeSequenceStringExpectation);
                linesToWrite.Add(awayTeam + " Expected Result According to Form: " + awaySequenceStringExpectation + "\n" + "\n");
                linesToWrite.Add("Letters Expected Results: " + lettersExpectedWinner);

                if (homeTeamAttributes.Any() || awayTeamAttributes.Any())

                {
                    linesToWrite.Add("---------Tips---------");

                    if (homeTeamAttributes.Any())
                    {
                        linesToWrite.Add(homeTeam + ":");
                        linesToWrite.AddRange(homeTeamAttributes);
                        linesToWrite.Add("");
                    }

                    if (awayTeamAttributes.Any())
                    {
                        linesToWrite.Add(awayTeam + ":");
                        linesToWrite.AddRange(awayTeamAttributes);
                        linesToWrite.Add("");
                    }
                    linesToWrite.Add("");

                    var homeTeamAttrs      = Helper.GetTeamAttributeFromDict(homeTeamObj.TeamID, attributesDict);
                    var awayTeamAttrs      = Helper.GetTeamAttributeFromDict(awayTeamObj.TeamID, attributesDict);
                    var attributeAdventage = MainCalculator.GetAttributeAdventageList(homeTeamAttrs,
                                                                                      awayTeamAttrs, attributeClashingMap);
                    if (attributeAdventage.Any())
                    {
                        linesToWrite.Add("Atributes Adventages: ");
                        linesToWrite.Add("");
                    }
                    linesToWrite.AddRange(attributeAdventage);
                    linesToWrite.Add("");
                }

                linesToWrite.Add("---------Balance & Points---------");
                linesToWrite.Add(homeTeam + " Balance: " + homeTeamBalance.Win + "-" + homeTeamBalance.Draw + "-" + homeTeamBalance.Lost + "(Pace: " + homeTeamSeasonForm + ")");
                linesToWrite.Add(homeTeam + " Balance at Home: " + teamBalanceAtHome.Win + "-" + teamBalanceAtHome.Draw + "-" + teamBalanceAtHome.Lost + "(Pace: " + homeTeamSeasonFormAtHome + ")");
                linesToWrite.Add(homeTeam + " Balance Latest 3: " + homeTeamBalanceLast3.Win + "-" + homeTeamBalanceLast3.Draw + "-" + homeTeamBalanceLast3.Lost + "(Pace: " + homeTeamLatest3Form + ")");
                linesToWrite.Add(homeTeam + " Form: " + homeTeamFormLetters + "\n");

                linesToWrite.Add(awayTeam + " Balance: " + awayTeamBalance.Win + "-" + awayTeamBalance.Draw + "-" + awayTeamBalance.Lost + "(Pace:" + awayTeamSeasonForm + ")");
                linesToWrite.Add(awayTeam + " Balance Away: " + teamBalanceAwayFromHome.Win + "-" + teamBalanceAwayFromHome.Draw + "-" + teamBalanceAwayFromHome.Lost + "(Pace: " + awayTeamSeasonFormAway + ")");
                linesToWrite.Add(awayTeam + " Balance Latest 3: " + awayTeamBalanceLast3.Win + "-" + awayTeamBalanceLast3.Draw + "-" + awayTeamBalanceLast3.Lost + "(Pace:" + awayTeamLatest3Form + ")");
                linesToWrite.Add(awayTeam + " Form: " + awayTeamFormLetters + "\n");

                linesToWrite.Add("---------Goals---------");
                linesToWrite.Add(homeTeam + " Goal Scored Average: " + goalScoredHomeSeasonal.Average + "(Std: " + goalScoredHomeSeasonal.StdDev + ")");
                linesToWrite.Add(homeTeam + " Goal Scored Latest 3 Average: " + goalScoredHomeLatest3.Average + "(Std: " + goalScoredHomeLatest3.StdDev + ")");
                linesToWrite.Add(homeTeam + " Goal Scored At Home Matchs: " + goalScoredHomeAtHome.Average + "(Std: " + goalScoredHomeAtHome.StdDev + ")" + "\n");


                linesToWrite.Add(awayTeam + " Goal Scored Average: " + goalScoredAwaySeasonal.Average + "(Std: " + goalScoredAwaySeasonal.StdDev + ")");
                linesToWrite.Add(awayTeam + " Goal Scored Latest 3 Average: " + goalScoredAwayLatest3.Average + "(Std: " + goalScoredAwayLatest3.StdDev + ")");
                linesToWrite.Add(awayTeam + " Goal Scored At Away Matches: " + goalScoredAwayAtAway.Average + "(Std: " + goalScoredAwayAtAway.StdDev + ")" + "\n");

                linesToWrite.Add(homeTeam + " Top Scorer: " + homeTeamTopScorer.Name + " (" + homeTeamTopScorer.Goals + ")");
                linesToWrite.Add(awayTeam + " Top Scorer: " + awayTeamTopScorer.Name + " (" + awayTeamTopScorer.Goals + ")" + "\n");

                linesToWrite.Add(homeTeam + " Goal Conceded Average: " + goalConcededHomeSeasonal.Average + "(Std: " + goalConcededHomeSeasonal.StdDev + ")");
                linesToWrite.Add(homeTeam + " Goal Conceded Latest 3 Average: " + goalConcededHomeLatest3.Average + "(Std: " + goalConcededHomeLatest3.StdDev + ")");
                linesToWrite.Add(homeTeam + " Goal Conceded At Home Matches: " + goalConcededHomeAtHome.Average + "(Std: " + goalConcededHomeAtHome.StdDev + ")" + "\n");

                linesToWrite.Add(awayTeam + " Goal Conceded Average: " + goalConcededAwaySeasonal.Average + "(Std: " + goalConcededAwaySeasonal.StdDev + ")");
                linesToWrite.Add(awayTeam + " Goal Conceded Latest 3 Average: " + goalConcededAwayLatest3.Average + "(Std: " + goalConcededAwayLatest3.StdDev + ")");
                linesToWrite.Add(awayTeam + " Goal Conceded At Away Matches: " + goalConcededAwayAtAway.Average + "(Std: " + goalConcededAwayAtAway.StdDev + ")" + "\n");

                linesToWrite.Add(homeTeam + " Conceded Mostly from: " + goalHomeConcededPosition);
                linesToWrite.Add(awayTeam + " Conceded Mostly from: " + goalAwayConcededPosition + "\n" + "\n");

                linesToWrite.Add("---------Corners---------");
                linesToWrite.Add(homeTeam + " Corners Average: " + cornersAverageHome);
                linesToWrite.Add("Average Corners on " + homeTeam + " Matches: " + cornersAverageOnHomeTeamMatches + "(Std:" + cornersStdOnHomeTeamMatches + ")" + "\n");
                linesToWrite.Add(awayTeam + " Corners Average: " + cornersAverageAway);
                linesToWrite.Add("Average Corners on " + awayTeam + " Matches: " + cornersAverageOnAwayTeamMatches + "(Std:" + cornersStdOnAwayTeamMatches + ")" + "\n" + "\n");

                linesToWrite.Add("---------Other Stats---------");
                linesToWrite.Add(homeTeam + " Fouls Average: " + foulsAverageHome);
                linesToWrite.Add(awayTeam + " Fouls Average: " + foulsAverageAway + "\n");

                linesToWrite.Add(homeTeam + " Possession Average: " + possessionAverageHome + "%");
                linesToWrite.Add(awayTeam + " Possession Average: " + possessionAverageAway + "%" + "\n");

                linesToWrite.Add(homeTeam + " Shots on Goal Average: " + shotsOnTargetAverageHome);
                linesToWrite.Add(awayTeam + " Shots on Goal Average: " + shotsOnTargetAverageAway + "\n");

                linesToWrite.Add("---------Funnels (Possession:Shots:Goals)---------");
                linesToWrite.Add(homeTeam + " Funnel: (" + ((double)possessionAverageHome) + ") : (" + ((double)shotsOnTargetAverageHome) + ") : (" + (goalScoredHomeSeasonal.Average) + ")");
                linesToWrite.Add(homeTeam + " Possession to Shots Conversion: " + possToShotsRateHome);
                linesToWrite.Add(homeTeam + " Shots to Goals Conversion: " + shotsToGoalsRateHome + "\n");

                linesToWrite.Add(homeTeam + " Opponents Funnel: (" + ((double)possessionAverageAgainstHome) + ") : (" + ((double)shotsOnTargetAverageAgainstHome) + ") : (" + (goalConcededHomeSeasonal.Average) + ")");
                linesToWrite.Add(homeTeam + " Possession to Shots Conversion Against " + homeTeam + ": " + possToShotsRateAgainstHome);
                linesToWrite.Add(homeTeam + " Shots to Goals Conversion Against " + homeTeam + ": " + shotsToGoalsRateAgainstHome + "\n");

                linesToWrite.Add(awayTeam + " Funnel: (" + ((double)possessionAverageAway) + ") : (" + ((double)shotsOnTargetAverageAway) + ") : (" + (goalScoredAwaySeasonal.Average) + ")");
                linesToWrite.Add(awayTeam + " Possession to Shots Conversion: " + possToShotsRateAway);
                linesToWrite.Add(awayTeam + " Shots to Goals Conversion: " + shotsToGoalRateAway + "\n");

                linesToWrite.Add(awayTeam + " Oponents Funnel: (" + ((double)possessionAverageAgainstAway) + ") : (" + ((double)shotsOnTargetAverageAgainstAway) + ") : (" + (goalConcededAwaySeasonal.Average) + ")");
                linesToWrite.Add(awayTeam + " Possession to Shots Conversion Against " + awayTeam + ": " + possToShotsRateAgainstAway);
                linesToWrite.Add(awayTeam + " Shots to Goals Conversion Against " + awayTeam + ": " + shotsToGoalRateAgainstAway);
                linesToWrite.Add("");
                linesToWrite.Add(homeTeam + " Expected Conversion: " + homeExpectedConversionRate);
                linesToWrite.Add(awayTeam + " Expected Conversion: " + awayExpectedConversionRate + "\n");
                linesToWrite.Add("Expected Average Conversion: " + Math.Round((awayExpectedConversionRate + homeExpectedConversionRate) / 2, 2));
                linesToWrite.Add("");
                linesToWrite.Add(conversionExpectedWinner);
                linesToWrite.Add("Shots Conversion Winner: " + expectedWinnerByConversion.Winner + " (" + Math.Min(expectedWinnerByConversion.Confidence * 100, 100) + "%)");
            }

            File.WriteAllLines(path, linesToWrite);
        }