diff --git a/data_preparation/IndividualMetrics.R b/data_preparation/IndividualMetrics.R new file mode 100644 index 0000000..cfa8f78 --- /dev/null +++ b/data_preparation/IndividualMetrics.R @@ -0,0 +1,152 @@ +source("readData.R") + +library(tidyverse) + + +RPEData <-readNArpeData() +wellnessData <- readWellnessData() +normalizedWellnessData <- readNormalizedMetrics() +RPEData + + +playerIDS <- playerIds <-unique(RPEData$PlayerID) + + +numDays <- max(RPEData$TimeSinceAugFirst) + + +dayList <- 0:numDays + + +dayCol <- c() +playerid <- c() + +dailyLoadCol <- c() +acuteChronicRatioCol <- c() +trainDuration <- c() + +sleepHoursCol <- c() +fatigueRawCol <- c() +sleepQualityCol <- c() +sorenessCol <- c() + +normFatCol <-c() +normSoreCol <- c() +normSleepHours <- c() +normSleepQuality <- c() + +notatAllCol <- c() +absCol <-c() +somewhatCol <- c() +unknownCol <- c() + + + + + +for(day in dayList) +{ + for(id in playerIDS) + { + cat("Player:", id, "Day:", day, "\n", sep=" ") + + + trainDay <- subset(RPEData, TimeSinceAugFirst == day & PlayerID == id) + #workLoad <- c(workLoad, sum(daylyActivities$SessionLoad, na.rm = T)) + + wellnessDay <- subset(wellnessData, TimeSinceAugFirst == day & PlayerID == id) + + + normalizedDay <- subset(normalizedWellnessData, TimeSinceAugFirst == day & playerID == id) + #if(length(normalizedDay$playerID) > 0) + #{ + # print("good") + #} + + dayCol <- c(dayCol, day) + playerid <- c(playerid, id) + + + if(length(wellnessDay$SleepHours) > 0) + { + fatigueRawCol <- c(fatigueRawCol, mean(wellnessDay$Fatigue, na.rm =T)) + sleepQualityCol <- c(sleepQualityCol, mean(wellnessDay$SleepQuality, na.rm = T)) + sleepHoursCol <- c(sleepHoursCol, sum(wellnessDay$SleepHours, na.rm = T)) + sorenessCol <- c(sorenessCol, mean(wellnessDay$Soreness, na.rm = T)) + } + else + { + sleepQualityCol <- c(sleepQualityCol, median(wellnessData$SleepQuality, na.rm = T)) + sleepHoursCol <- c(sleepHoursCol, median(wellnessData$SleepHours)) + fatigueRawCol <- c(fatigueRawCol, median(wellnessData$Fatigue)) + sorenessCol <- c(sorenessCol, median(wellnessData$Soreness)) + } + + + if(length(normalizedDay$normSoreness) > 0) + { + normFatCol <- c(normFatCol, mean(normalizedDay$normFatigue, na.rm=T)) + normSoreCol <- c(normSoreCol, mean(normalizedDay$normSoreness, na.rm = T)) + normSleepHours <- c(normSleepHours, mean(normalizedDay$normSleepHours, na.rm =T)) + normSleepQuality <- c(normSleepQuality, mean(normalizedDay$normSleepQuality, na.rm=T)) + } + else + { + normFatCol <- c(normFatCol, mean(normalizedWellnessData$normFatigue, na.rm=T)) + normSoreCol <- c(normSoreCol, mean(normalizedWellnessData$normSoreness, na.rm = T)) + normSleepHours <- c(normSleepHours, mean(normalizedWellnessData$normSleepHours, na.rm =T)) + normSleepQuality <- c(normSleepQuality, mean(normalizedWellnessData$normSleepQuality, na.rm=T)) + } + + if(length(trainDay$SessionLoad) > 0) + { + dailyLoadCol <- c(dailyLoadCol, mean(trainDay$DailyLoad,na.rm = T)) + acuteChronicRatioCol <- c(acuteChronicRatioCol, mean(trainDay$AcuteChronicRatio, na.rm =T)) + trainDuration <- c(trainDuration, sum(trainDay$Duration, na.rm = T)) + + notatAllCol <- c(notatAllCol, max(trainDay$BestOutOfMyselfNotAtAll)) + absCol <- c(absCol, max(trainDay$BestOutOfMyselfAbsolutely)) + somewhatCol <- c(somewhatCol, max(trainDay$BestOutOfMyselfSomewhat)) + unknownCol <- c(unknownCol, max(trainDay$BestOutOfMyselfUnknown)) + } + else + { + dailyLoadCol <- c(dailyLoadCol, 0) + acuteChronicRatioCol <- c(acuteChronicRatioCol, 0) + trainDuration <- c(trainDuration, 0) + + + notatAllCol <- c(notatAllCol, 0) + absCol <- c(absCol, 0) + somewhatCol <- c(somewhatCol, 0) + unknownCol <- c(unknownCol, 1) + } + } + +} + + +dailyLoadCol[is.na(dailyLoadCol)] <- 0 +acuteChronicRatioCol[is.na(acuteChronicRatioCol)] <- 0 + + + +massiveTibble <- tibble(day = dayCol, + playerID = playerid, + DailyLoad = dailyLoadCol, + acuteChronicRatio = acuteChronicRatioCol, + trainDuration = trainDuration, + sleepHours = sleepHoursCol, + fatigue = fatigueRawCol, + sleepQuality = sleepQualityCol, + soreness = sorenessCol, + fatigueNorm = normFatCol, + sorenessNorm = normSoreCol, + sleepHoursNorm = normSleepHours, + sleepQualityNorm = normSleepQuality, + BestOutOfMyselfNotAtAll = notatAllCol, + BestOutOfMyselfAbsolutely = absCol, + BestOutOfMyselfSomewhat = somewhatCol, + BestOutOfMyselfUnknown = unknownCol) + +write.csv(massiveTibble, "cleaned/personal.csv") diff --git a/data_preparation/cleaned/personal.csv b/data_preparation/cleaned/personal.csv index 59016f3..113bb9f 100644 --- a/data_preparation/cleaned/personal.csv +++ b/data_preparation/cleaned/personal.csv @@ -1,6036 +1,6036 @@ -"","day","playerID","DailyLoad","acuteChronicRatio","trainDuration","sleepHours","fatigue","sleepQuality","soreness","fatigueNorm","sorenessNorm","sleepHoursNorm","sleepQualityNorm","BestOutOfMyselfNotAtAll","BestOutOfMyselfAbsolutely","BestOutOfMyselfSomewhat","BestOutOfMyselfUnknown" 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return(workLoad[index] + 0.7*fatigueFunction(workLoad, index -1)) + } +} + + +smoothVector <- function(dataV) +{ + dataNew <- c() + + for(i in 1:length(dataV)) + { + dataNew <- c(dataNew, fatigueFunction(dataV, i)) + } + dataNew +} + + +smoothVector(c(1,2,3,4)) + +plot(1:100, smoothVector(1:100)) \ No newline at end of file diff --git a/findings/clusterMess.png b/findings/clusterMess.png new file mode 100644 index 0000000..7f7d8b5 Binary files /dev/null and b/findings/clusterMess.png differ diff --git a/findings/plots/Rplot08.png b/findings/plots/Rplot08.png new file mode 100644 index 0000000..d376047 Binary files /dev/null and b/findings/plots/Rplot08.png differ diff --git a/hypotheses_modeling/ryan_regressions.txt b/hypotheses_modeling/ryan_regressions.txt new file mode 100644 index 0000000..6a98d47 --- /dev/null +++ b/hypotheses_modeling/ryan_regressions.txt @@ -0,0 +1,56 @@ +Player 9 for acuteChronicRatio +(1.5543991777375237, array([-0.13902363, -0.0050734 ]), 0.43833525766886916, 0.0008867324974165428) +(0.48957502323211444, 0.5699208996736808) + +Player 11 for acuteChronicRatio +(1.3258336437888891, array([ 0.00685405, -0.00203877]), 0.11479264860906191, 0.00096573215060248) +(0.4626369870793939, 0.44423100028132423) + +Player 9 for sleepQuality +(5.334340148618029, array([ 1.02125114, -0.00432071]), 0.6539555377710119, 0.0012466268315319546) +(0.597372726628557, 0.7193845945200593) + +Player 12 for sleepQuality +(3.584632145668627, array([0.41485048, 0.00088306]), 0.34499328173976607, 0.0006803191826778461) +(0.4600451787749952, 0.4227561697627662) + +Player 3 for soreness +(3.2022109874813864, array([ 4.19185564e-01, -1.39780603e-04]), 0.4252210971285296, 0.0006688273367686844) +(0.4674558844267985, 0.468022382169041) + +Player 7 for soreness +(3.077085467389001, array([4.26722267e-01, 5.78941104e-05]), 0.39740866670470376, 0.0007515523424419748) +(0.49988907759269197, 0.4324080355741665) + +Player 9 for soreness +(5.246967544538162, array([ 0.71359643, -0.00715268]), 0.5944763974272957, 0.0019117577400940124) +(0.7765705044770445, 0.637614880294574) + +Player 3 for sorenessNorm +(0.12141700921277873, array([ 0.58776641, -0.00068588]), 0.36954097046558354, 0.0017457549720592538) +(0.7372571250720799, 0.443920566690573) + +Player 9 for sleepQualityNorm +(0.08976795719049747, array([ 7.62990183e-01, -4.56901189e-04]), 0.5858342550214043, 0.0005114756024138036) +(0.40337948626285336, 0.6267479812123391) + +Player 12 for sleepQualityNorm +(0.0030010445831953553, array([ 5.97640029e-01, -1.59341568e-05]), 0.3568843263232311, 0.00117522635306064) +(0.6154637522814207, 0.4127840710858218) + +Player 3 for BestOutOfMyselfAbsolutely +(0.5591113560131244, array([-0.06273135, 0.00144052]), 0.19693367374327753, 0.00034431962962114574) +(0.29946330051959735, 0.4074811906349808) + +Player 9 for BestOutOfMyselfAbsolutely +(0.6212790914046262, array([ 0.23297634, -0.00209794]), 0.49210290965481174, 0.0002682490835151878) +(0.2897694328560262, 0.5496315964616945) + +Player 3 for BestOutOfMyselfUnknown +(0.45258982162191874, array([ 0.0601493 , -0.00149072]), 0.20252316026232742, 0.0003459027048924739) +(0.2980996120964688, 0.41962026820540466) + +Player 9 for BestOutOfMyselfUnknown +(0.34069195794958324, array([-0.22074479, 0.00217018]), 0.4646199842752917, 0.0003011772648087732) +(0.3048702214016301, 0.5319467359793901) + diff --git a/hypotheses_modeling/team_regressions.py b/hypotheses_modeling/team_regressions.py index 52e2867..2c8e25c 100644 --- a/hypotheses_modeling/team_regressions.py +++ b/hypotheses_modeling/team_regressions.py @@ -60,12 +60,24 @@ def poly_regression(x, y, degree): def main(): + file = open("ryan_regressions.txt", 'w') player = pd.read_csv("../data_preparation/cleaned/personal.csv", index_col=0) - player = player[player['playerID'] == 1] - x = player[['fatigueNorm', 'day']] - y = player['sorenessNorm'] - print(standard_lr(x, y)) - print(poly_regression(x, y, 5)) + + for name, value in player.iteritems(): + if name == "day": + continue + + for j in range(1, 17): + ply = player[player['playerID'] == j] + x = ply[['fatigueNorm', 'day']] + y = ply[name] + + lr = standard_lr(x, y) + poly = poly_regression(x, y, 3) + if .9 > lr[2] > .4 or .9 > poly[1] > .4: + file.write("Player {} for {}\n".format(j, name)) + file.write("{}\n".format(lr)) + file.write("{}\n\n".format(poly)) if __name__ == "__main__":