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97 lines
2.6 KiB
97 lines
2.6 KiB
source("readData.R")
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library(tidyverse)
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library(bestNormalize)
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# File to normalize the user inputted data in
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# the wellness
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wellnessData <- readWellnessData()
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playerIds <-unique(wellnessData$PlayerID)
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cat("Number of Players: ", length(playerIds), sep="")
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normPlayerIDs <- c()
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normDate <- c()
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normFatigue <- c()
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normSoreness <- c()
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normDesire <- c()
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normIrritability <- c()
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normSleepHours <- c()
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normSleepQuality <- c()
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for(id in playerIds)
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{
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wellnessDataT <- subset(wellnessData, PlayerID == id)
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if(length(wellnessDataT$Fatigue) > 0)
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{
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print(id)
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userTibble <- subset(wellnessData, PlayerID == id)
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print(length(userTibble$Fatigue))
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#fatigueNormalized <- bestNormalize(userTibble$Fatigue)
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fatigueNormalized <- bestNormalize(userTibble$Fatigue, standardize = TRUE)
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fatNorm <-predict(fatigueNormalized)
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print(fatigueNormalized)
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sleepNormalized <- bestNormalize(userTibble$SleepHours, standardize = TRUE)
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sleepNorm <-predict(fatigueNormalized)
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soreness <- bestNormalize(userTibble$Soreness, standardize = TRUE)
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sorenessNorm <- predict(soreness)
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desire <- bestNormalize(userTibble$Desire, standardize = TRUE)
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desireNorm <- predict(desire)
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irritability <- bestNormalize(userTibble$Irritability, standardize = TRUE)
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irritabilityNorm <- predict(irritability)
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sleepHours <- bestNormalize(userTibble$SleepHours, standardize = TRUE)
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sleepHoursNorm <- predict(sleepHours)
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sleepQuality <- bestNormalize(userTibble$SleepQuality, standardize = TRUE)
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sleepQualityNorm <- predict(sleepQuality)
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normPlayerIDs <- c(normPlayerIDs, userTibble$PlayerID)
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normDate <- c(normDate, userTibble$TimeSinceAugFirst)
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normSoreness <- c(normSoreness, sorenessNorm)
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normFatigue <- c(normFatigue, fatNorm)
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normDesire <- c(normDesire, desireNorm)
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normIrritability <- c(normIrritability, irritabilityNorm)
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normSleepHours <- c(normSleepHours, sleepHoursNorm)
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normSleepQuality <- c(normSleepQuality, sleepQualityNorm)
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#plot(density(userTibble$SleepHours))
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#plot(density(sleepNorm))
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}
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}
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normalWellnessData <- tibble(date = normDate, playerID = normPlayerIDs, normSoreness = normSoreness,
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normFatigue = normFatigue, normDesire = normDesire, normIrritability = normIrritability,
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normSleepHours = normSleepHours, normSleepQuality = normSleepQuality)
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write.csv(normalWellnessData, "cleaned/normalizedWellness.csv")
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plot()
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plot(normDesire, normSoreness)
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print(fagigueNormalized)
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