diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..cab71db --- /dev/null +++ b/.gitignore @@ -0,0 +1,4 @@ +processed.R +rsconnect/ + +.Rhistory diff --git a/app.R b/app.R index 3900a01..d9a0b84 100644 --- a/app.R +++ b/app.R @@ -1,9 +1,16 @@ library(shiny) library(ggplot2) library(dplyr) +library(plotly) +library(leaflet) +library(geosphere) +library(leaflet.extras) +library(sf) + # Load dataset -data <- read.csv("https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2022/2022-12-20/weather_forecasts.csv") +weather <- read.csv("data/processed/weather_pro.csv") +cities <- read.csv("data/processed/cities.csv") # Define UI ui <- fluidPage( @@ -19,44 +26,100 @@ ui <- fluidPage( sliderInput("month_range", "Select Month Range:", min = 1, max = 12, value = c(1, 12)), - + # Add dropdown menu input for selecting state selectInput("state", "Select State:", - choices = unique(data$state)), + choices = unique(weather$state)), # Add dropdown menu input for selecting city selectInput("city", "Select City:", - choices = unique(data$city)), + choices = NULL), # Add radio button input for selecting temperature or precipitation radioButtons("data_type", "Select Data Type:", choices = c("Temperature", "Precipitation"), - selected = "Temperature") + selected = "Temperature"), ), # Add main panel with plot output mainPanel( - plotOutput("line_plot") + plotOutput("line_plot"), + leafletOutput("map") ) ) ) # Define server -server <- function(input, output) { +server <- function(input, output, session) { + + # Update city and state input based on map clicks + observeEvent(input$map_marker_click, { + updateSelectInput(session, "city", selected = input$map_marker_click$id) + updateSelectInput(session, "state", selected = cities$state[cities$city == input$map_marker_click$id]) + }) + + # Update city input possible values based on selected state + observe({ + updateSelectInput(session, "city", + choices = unique(weather$city[weather$state == input$state])) + + }) + # observe({ + # updateSelectInput(session, "state", + # choices = unique(weather$state[weather$city == input$city])) + # }) + + + # Filter data based on user inputs - filtered_data <- reactive({ - data %>% - filter(month >= input$month_range[1], month <= input$month_range[2]) %>% - filter(state == input$state, city == input$city) + line_data <- reactive({ + weather %>% + filter(month >= input$month_range[1], month <= input$month_range[length(input$month_range)]) %>% + filter(state == input$state, city == input$city) %>% + group_by(month, high_or_low) %>% + summarise(observed_temp = mean(observed_temp, na.rm=TRUE), + observed_precip = mean(observed_precip, na.rm=TRUE)) }) # Create line plot based on filtered data and user data type input output$line_plot <- renderPlot({ - ggplot(filtered_data(), aes(x = month, y = ifelse(input$data_type == "Temperature", observed_temp, observed_precip))) + - geom_line() + - labs(x = "Month", y = input$data_type) + if (input$data_type == "Temperature"){ + ggplot(line_data(), aes(x = month, y = observed_temp, col=high_or_low)) + + geom_point() + + geom_line() + + scale_x_continuous(breaks = seq(1, 12, by = 1)) + + labs(x = "Month", y = "Temperature (°F)", color="High/Low") + } + else{ + ggplot(line_data(), aes(x = month, y = observed_precip)) + + geom_point(color="violetred") + + geom_line(color="lightblue") + + scale_x_continuous(breaks = seq(1, 12, by = 1)) + + labs(x = "Month", y = "Precipitation") + } }) + + # Create leaflet map + output$map <- renderLeaflet({ + leaflet(cities) |> + addTiles() |> + addCircleMarkers(~lon, + ~lat, + popup = paste0("City: ", cities$city, "
", + "State: ", cities$state, "
", + "Elevation: ", cities$elevation, " m
", + "Distance to Coast: ", cities$distance_to_coast, " mi
", + "Average Annual Precipitation: ", cities$avg_annual_precip, " in"), + layerId = cities$city, + label = cities$city, + color = "navy", + radius = 5, + stroke = FALSE, + fillOpacity = 0.4) |> + setView(-100, 40, zoom = 3.3) + }) + } # Run app -shinyApp(ui, server) +shinyApp(ui, server) \ No newline at end of file diff --git a/data/processed/cities.csv b/data/processed/cities.csv new file mode 100644 index 0000000..8e1dbb8 --- /dev/null +++ b/data/processed/cities.csv @@ -0,0 +1,237 @@ +city,state,lon,lat,koppen,elevation,distance_to_coast,wind,elevation_change_four,elevation_change_eight,avg_annual_precip +ABILENE,TX,-99.68,32.41,Cfa,545.46,328.89,4.43,66.72,66.72,26.76 +AKRON_CANTON,OH,-81.44,40.92,Dfa,370.43,329.7,4.28,64.66,64.66,44.686 +ALBANY,NY,-73.8,42.75,Dfb,84.99,99.8,3.28,79.31,97.42,44.66 +ALBUQUERQUE,NM,-106.61,35.04,BSk,1619.93,518.82,3.04,112.19,146.77,10.143 +ALLENTOWN,PA,-75.49,40.57,Dfa,117.73,48.4,3.34,44.82,143.5,52.318 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