Created
January 8, 2013 15:40
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A shiny app to demonstrate the relationship between field goal kicking and distance for two NFL kickers. Useful for demonstrating some statistical properties.
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library(shiny) | |
library(scales) | |
# obs | |
# length | |
dat<-data.frame(dist=c("all","under20","twenties","thirties","forties","over50"), | |
att=c(266,6,79,74,85,22), | |
made=c(230,6,76,67,66,15)) | |
dat$per<-dat$made/dat$att | |
dat$distprob<-dat$att/266 | |
dat2<-data.frame(dist=c("all","under20","twenties","thirties","forties","over50"), | |
att=c(585,10,127,163,169,87), | |
made=c(481,10,124,152,124,50)) | |
dat2$per<-dat$made/dat$att | |
dat2$distprob<-dat$att/585 | |
shinyServer(function(input,output){ | |
groupInput<-reactive(function(){ | |
switch(input$length, | |
"all" = "all", | |
"under20" = "under20", | |
"twenties" = "twenties", | |
"thirties" = "thirties", | |
"forties" = "forties", | |
"over50" = "over50") | |
}) | |
trialInput<-reactive(function(){ | |
prob<-dat$per[dat$dist==groupInput()] | |
reps<-input$obs | |
trials<-rbinom(1000,reps,prob) | |
}) | |
trialInput2<-reactive(function(){ | |
prob<-dat2$per[dat2$dist==groupInput()] | |
reps<-input$obs | |
trials<-rbinom(1000,reps,prob) | |
}) | |
output$simkicks<-reactivePlot(function(){ | |
trials<-trialInput() | |
reps<-input$obs | |
p<-qplot(trials,binwidth=1)+theme_dpi()+xlim(c((input$obs*.85)-30,input$obs+10)) | |
print(p) | |
}) | |
output$simkicks2<-reactivePlot(function(){ | |
trials<-trialInput2() | |
reps<-input$obs | |
p<-qplot(trials,binwidth=1)+theme_dpi()+xlim(c((input$obs*.85)-30,input$obs+10)) | |
print(p) | |
}) | |
output$summary <- reactiveTable(function() { | |
dat | |
}) | |
output$summary2 <- reactiveTable(function() { | |
dat2 | |
}) | |
}) |
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library(shiny) | |
library(ggplot2) | |
library(eeptools) | |
library(reshape) | |
shinyUI(pageWithSidebar( | |
# Title | |
headerPanel("Field Goal Kicking"), | |
sidebarPanel( | |
sliderInput("obs","Number of tries:", | |
min=20,max=200,value=100,step=20), | |
selectInput("length", "Length in yards:", | |
list("all" = "all", | |
"0-19" = "under20", | |
"20-29" = "twenties", | |
"30-39" = "thirties", | |
"40-49" = "forties", | |
"50+" = "over50"))), | |
mainPanel( | |
plotOutput("simkicks"), | |
plotOutput("simkicks2"), | |
tableOutput("summary"), | |
tableOutput("summary2") | |
) | |
)) |
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