Last active
August 29, 2015 13:56
-
-
Save bayesball/9053425 to your computer and use it in GitHub Desktop.
Shiny application to plot a baseball hitter's career trajectory
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
# setup work | |
library(Lahman) | |
library(dplyr) | |
# create new data frame Batting.new by | |
# collapsing over stint variable | |
Batting.new <- summarise(group_by(Batting, playerID, yearID), | |
AB = sum(AB), | |
H = sum(H), | |
X2B = sum(X2B), | |
X3B = sum(X3B), | |
HR = sum(HR), | |
SB = sum(SB), | |
BB = sum(BB), | |
SO = sum(SO), | |
HBP = sum(HBP), | |
SF = sum(SF), | |
SH = sum(SH)) | |
# recode SF and SH values to 0 | |
myrecode <- function(data, var){ | |
data[, var] <- ifelse(is.na(data[, var]), 0, data[, var]) | |
data | |
} | |
Batting.new <- myrecode(Batting.new, "SF") | |
Batting.new <- myrecode(Batting.new, "SH") | |
# define plate appearance variable | |
Batting.new$PA <- with(Batting.new, AB + BB + HBP + SF + SH) | |
# add age variable | |
Master$birthyear <- with(Master, | |
ifelse(birthMonth >= 7, birthYear + 1, birthYear)) | |
Batting.new <- merge(Batting.new, | |
Master[, c("playerID", "nameFirst", "nameLast", "birthyear")], | |
by="playerID") | |
Batting.new$Age <- with(Batting.new, yearID - birthyear) | |
# add first and last years variables | |
C.Years <- summarise(group_by(Batting, playerID), | |
fYear=min(yearID), | |
lYear=max(yearID)) | |
Batting.new <- merge(Batting.new, C.Years, by="playerID") | |
# Define server logic required to plot various variables | |
# against year | |
shinyServer(function(input, output) { | |
# Compute the forumla text in a reactive function since it is | |
# shared by the output$caption and output$mpgPlot functions | |
formulaText <- reactive({ | |
firstlast <- unlist(strsplit(input$playername," ")) | |
playerids <- unique(subset(Batting.new, | |
nameFirst==firstlast[1] & | |
nameLast==firstlast[2])$playerID) | |
d <- subset(Batting.new, playerID==playerids[input$num]) | |
paste(input$variable,"/",input$denom, | |
"Trajectory of ", input$playername, | |
d$fYear[1], "-", d$lYear[1]) | |
}) | |
output$caption <- renderText({ | |
formulaText() | |
}) | |
output$mpgPlot <- renderPlot({ | |
require(ggplot2) | |
firstlast <- unlist(strsplit(input$playername," ")) | |
playerids <- unique(subset(Batting.new, | |
nameFirst==firstlast[1] & | |
nameLast==firstlast[2])$playerID) | |
d <- subset(Batting.new, playerID==playerids[input$num]) | |
d$Rate <- d[, input$variable] / d[, input$denom] | |
print(ggplot(d, aes(Age, Rate)) + | |
geom_point(size=5, color="red") + | |
geom_smooth(method="loess", size=3) + | |
theme(axis.text = element_text(size = rel(2))) + | |
theme(axis.title = element_text(size = rel(2))) + | |
theme(plot.title = element_text(size = rel(2))) | |
) | |
}, width=600, height=500) | |
}) |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
library(shiny) | |
shinyUI(pageWithSidebar( | |
# Application title | |
headerPanel("Career Trajectories"), | |
# Sidebar with controls to select the variable to plot against mpg | |
# and to specify whether outliers should be included | |
sidebarPanel( | |
textInput("playername", "Player Name:", value = "Mickey Mantle"), | |
numericInput("num", "Number:", 1), | |
selectInput("variable", "Variable:", | |
list("Home Run Rate" = "HR", | |
"Batting Average" = "H", | |
"Strikeout Rate" = "SO", | |
"Doubles Rate" = "X2B", | |
"Triples Rate" = "X3B", | |
"Walk Rate" = "BB", | |
"Hit By Pitch Rate" = "HBP" | |
)), | |
selectInput("denom", "Denominator:", | |
list("At Bats" = "AB", | |
"Plate Appearances" = "PA" | |
)) | |
), | |
# Show the caption and plot of the requested variable against mpg | |
mainPanel( | |
h3(textOutput("caption")), | |
plotOutput("mpgPlot") | |
) | |
)) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment