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February 5, 2021 12:51
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Shiny app to illustrate brushing to obtain in-play batting averages
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library(shiny) | |
library(ggplot2) | |
library(dplyr) | |
sc2019_ip <- read.table("https://raw.githubusercontent.com/bayesball/CalledStrike/master/data/sc2019_ip.txt", | |
header = TRUE) | |
ui <- fluidPage( | |
h2("Brushing In-Play Batting Averages"), | |
textInput("name", "Batter Name:", value = ""), | |
plotOutput("plot", brush = "plot_brush"), | |
tableOutput("data") | |
) | |
server <- function(input, output, session) { | |
output$plot <- renderPlot({ | |
add_zone <- function(){ | |
topKzone <- 3.5 | |
botKzone <- 1.6 | |
inKzone <- -0.85 | |
outKzone <- 0.85 | |
kZone <- data.frame( | |
x=c(inKzone, inKzone, outKzone, outKzone, inKzone), | |
y=c(botKzone, topKzone, topKzone, botKzone, botKzone) | |
) | |
geom_path(aes(.data$x, .data$y), | |
data=kZone, lwd = 1) | |
} | |
ggplot() + | |
geom_point(data = filter(sc2019_ip, | |
player_name == input$name), | |
aes(plate_x, plate_z, color = H)) + | |
add_zone() + | |
ggtitle(input$name) + | |
coord_equal() | |
}, res = 96) | |
output$data <- renderTable({ | |
req(input$plot_brush) | |
sc1 <- brushedPoints(filter(sc2019_ip, | |
player_name == input$name), | |
input$plot_brush) | |
data.frame(Name = input$name, | |
xlo = min(sc1$plate_x), | |
xhi = max(sc1$plate_x), | |
zlo = min(sc1$plate_z), | |
zhi = max(sc1$plate_z), | |
AB = nrow(sc1), | |
H = sum(sc1$H), | |
BABIP = sum(sc1$H) / nrow(sc1)) | |
}, digits = 3, width = '75%') | |
} | |
shinyApp(ui = ui, server = server) | |
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