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Shiny application to graph batting trajectories of baseball sluggers
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library(shiny) | |
library(Lahman) | |
library(ggplot2) | |
# preliminary work | |
Master$birthyear <- with(Master, | |
ifelse(birthMonth >= 7, birthYear + 1, birthYear)) | |
Batting <- merge(Batting, | |
Master[, c("playerID", "nameFirst", "nameLast", "birthyear")], | |
by="playerID") | |
Batting$Age <- with(Batting, yearID - birthyear) | |
# Define server logic required to plot various variables against year | |
shinyServer(function(input, output) { | |
# Compute the forumla text in a reactive function since it is | |
# shared by the output$caption and output$mpgPlot functions | |
formulaText <- reactive({ | |
L <- subset(Master, playerID==input$player)$nameLast | |
F <- subset(Master, playerID==input$player)$nameFirst | |
paste(input$variable, "Trajectory of ", paste(F, L)) | |
}) | |
output$caption <- renderText({ | |
formulaText() | |
}) | |
output$mpgPlot <- renderPlot({ | |
d <- subset(Batting, playerID==input$player) | |
d$stat <- d[, input$variable] / d[, "AB"] | |
myplot <- ggplot(d, aes(Age, stat)) + | |
geom_point(size=5, color="red") + | |
ylab(paste(input$variable, "RATE")) + | |
theme(axis.text = element_text(size = rel(2))) + | |
theme(axis.title = element_text(size = rel(3))) | |
if(input$smooth=="loess") | |
myplot <- myplot + geom_smooth(size=3, method="loess") else | |
myplot <- myplot + | |
stat_smooth(method = "lm", size = 3, formula = y ~ x + I(x ^ 2)) | |
print(myplot) | |
}, width=600, height=500) | |
}) |
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library(shiny) | |
shinyUI(pageWithSidebar( | |
# Application title | |
headerPanel("Career Trajectories of 500 Home Run Club"), | |
# Sidebar with controls to select the variable to plot against mpg | |
# and to specify whether outliers should be included | |
sidebarPanel( | |
selectInput("player", "Player:", | |
list("Hank Aaron" = "aaronha01", | |
"Ernie Banks" = "bankser01", | |
"Barry Bonds" = "bondsba01", | |
"Jimmie Foxx" = "foxxji01", | |
"Ken Griffey Jr" = "griffke02", | |
"Reggie Jackson" = "jacksre01", | |
"Harmon Killebrew" = "killeha01", | |
"Mickey Mantle" = "mantlmi01", | |
"Eddie Mathews" = "matheed01", | |
"Willie Mays" = "mayswi01", | |
"Willie McCovey" = "mccovwi01", | |
"Mark McGwire" = "mcgwima01", | |
"Eddie Murray" = "murraed02", | |
"Mel Ott" = "ottme01", | |
"Rafael Palmeiro" = "palmera01", | |
"Manny Ramirez" = "ramirma02", | |
"Frank Robinson" = "robinfr02", | |
"Alex Rodriguez" = "rodrial01", | |
"Babe Ruth" = "ruthba01", | |
"Mike Schmidt" = "schmimi01", | |
"Gary Sheffield" = "sheffga01", | |
"Sammy Sosa" = "sosasa01", | |
"Frank Thomas" = "thomafr04", | |
"Jim Thome" = "thomeji01", | |
"Ted Williams" = "willite01")), | |
selectInput("variable", "Variable:", | |
list("Home Run Rate" = "HR", | |
"Batting Average" = "H", | |
"Strikeout Rate" = "SO", | |
"Doubles Rate" = "X2B", | |
"Triples Rate" = "X3B", | |
"Walk Rate" = "BB")), | |
radioButtons("smooth", "Smoothing type:", | |
list("Loess" = "loess", | |
"Quadratic" = "lm")) | |
), | |
# Show the caption and plot of the requested variable against mpg | |
mainPanel( | |
h3(textOutput("caption")), | |
plotOutput("mpgPlot") | |
) | |
)) |
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