hoping for some direction with this. I am new to 'R' and Shiny and have some programming background which I am trying to apply here but to no avail. Essentially I am using quantmod
as an extension to Shiny so I can plot stock volatility. This was successful in the terminal by using the following commands:
getSymbols(‘SPY’,from=’2007/01/01′)
vol=volatility(SPY,n=25,N=252,calc=’close’)
chartSeries(vol)
However, when I try to convert this into a Shiny app in order to render it in a web browser I am met with several errors. Likely using the wrong functions? not sure... here is my code:
library(quantmod)
library(stringr)
library(tidyr)
library(dplyr)
library(ggplot2)
source("helpers.R")
# Define UI for application that draws a histogram
ui <- fluidPage(
titlePanel("Theoretical Vol"),
helpText("Select a stock to examine. Information will be collected from Yahoo finance."),
textInput("symb", "Symbol", "SPY"),
dateRangeInput("dates","Date range",start = "2019-01-01",end = as.character(Sys.Date())),
plotOutput("plot")
)
# Define server logic required to draw a histogram
server <- function(input, output) {
dataInput <- reactive({
getSymbols(input$symb, src = "yahoo",
from = input$dates[1],
to = input$dates[2],
auto.assign = FALSE)
})
output$plot <- reactive(
vol <- volatility(input$symb,n=25,N=252,calc="close"))
}
# Run the application
shinyApp(ui = ui, server = server)
Error message:
Listening on http://127.0.0.1:5727
Warning: Error in log: non-numeric argument to mathematical function
99: diff
98: ROC
97: volatility
96: <reactive>
80: output$plot
1: runApp
Try this
ui <- fluidPage(
titlePanel("Theoretical Vol"),
helpText("Select a stock to examine. Information will be collected from Yahoo finance."),
textInput("symb", "Symbol", value="SPY"),
dateRangeInput("dates","Date range",start = "2019-01-01",end = as.character(Sys.Date())),
plotOutput("plot")
)
# Define server logic required to draw a histogram
server <- function(input, output) {
output$plot <- renderPlot({
price <- getSymbols(req(input$symb), src = "yahoo",
from = input$dates[1],
to = input$dates[2],
auto.assign = FALSE)
vol <- volatility(price,n=25,N=252,calc="close")
chartSeries(vol)
})
}
# Run the application
shinyApp(ui = ui, server = server)
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