You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
95 lines
1.9 KiB
95 lines
1.9 KiB
# Look at data
|
|
|
|
|
|
|
|
library(tidyverse)
|
|
|
|
library(DBI)
|
|
library(RSQLite)
|
|
|
|
gpsData <- read.csv("data/gps.csv")
|
|
|
|
|
|
gpsDataTibble <- as_tibble(gpsData)
|
|
|
|
|
|
|
|
|
|
#workingTibble <- head(gpsDataTibble, 500000)
|
|
|
|
workingTibble <- gpsDataTibble
|
|
|
|
|
|
playerIds <-unique(workingTibble$PlayerID)
|
|
cat("Number of Players: ", length(playerIds), sep="")
|
|
|
|
gameIds <- unique(workingTibble$GameID)
|
|
cat("Number of Games: ", length(gameIds), sep="")
|
|
|
|
|
|
playerIDMetrics <- c()
|
|
gameIDMetrics <- c()
|
|
averageSpeed <- c()
|
|
|
|
accelDistance <- c()
|
|
|
|
|
|
for(playerID in playerIds)
|
|
{
|
|
for(gameID in gameIds)
|
|
{
|
|
cat(playerID, gameID , '\n', sep=" ")
|
|
speedTibble <- subset(workingTibble, GameID == gameID & PlayerID == playerID)
|
|
|
|
|
|
# crunch average speed
|
|
averageSpeed <- c(averageSpeed, mean(speedTibble$Speed, na.rm = 0))
|
|
|
|
# average for accel value
|
|
|
|
accelDistance <- c(accelDistance, mean(sqrt(speedTibble$AccelX^2 + speedTibble$AccelY^2 + speedTibble$AccelZ^ 2), na.rm = 0))
|
|
|
|
|
|
# game and player id to vector
|
|
playerIDMetrics <- c(playerIDMetrics, playerID)
|
|
gameIDMetrics <- c(gameIDMetrics, gameID)
|
|
}
|
|
}
|
|
|
|
|
|
plot(accelDistance, averageSpeed)
|
|
|
|
compressedMetrics <- tibble(gameID = gameIDMetrics, playerID = playerIDMetrics, averageSpeed = averageSpeed, accelerationVector = accelDistance)
|
|
|
|
|
|
length(compressedMetrics$averageSpeed)
|
|
length(compressedMetrics$accelerationVector)
|
|
|
|
write.csv(compressedMetrics, "data/speedData.csv")
|
|
|
|
#putSQLiteHere <- "gpsData.sqlite" # could also be ":memory:"
|
|
#mySQLiteDB <- dbConnect(RSQLite::SQLite(),putSQLiteHere)
|
|
|
|
|
|
#dbWriteTable(mySQLiteDB, "gpsData", compressedMetrics, overwrite=TRUE)
|
|
|
|
#dbDisconnect(mySQLiteDB)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
rpeData <- read.csv("./data/rpe.csv")
|
|
rpeDataTibble <- as_tibble(rpeData)
|
|
|
|
|
|
gameData <- read.csv("./data/game.csv")
|
|
gameDataTibble <- as_tibble(gameData)
|
|
|
|
|
|
wellnessData <- read.csv("./data/wellness.csv")
|
|
wellnessDataTibble <- as_tibble(wellnessData)
|
|
|
|
head(gpsData)
|