-
-
Save KasperSkytte/5cc64aae21c62ef31d44df7180d48bd3 to your computer and use it in GitHub Desktop.
A Shiny app combining the use of dplyr and SQLite. The goal is to demonstrate a full-fledged, database-backed user authorization framework in Shiny.
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) | |
library(dplyr) | |
library(lubridate) | |
# Load libraries and functions needed to create SQLite databases. | |
library(RSQLite) | |
library(RSQLite.extfuns) | |
saveSQLite <- function(data, name){ | |
path <- dplyr:::db_location(filename=paste0(name, ".sqlite")) | |
if (!file.exists(path)) { | |
message("Caching db at ", path) | |
src <- src_sqlite(path, create = TRUE) | |
copy_to(src, data, name, temporary = FALSE) | |
} else { | |
src <- src_sqlite(path) | |
} | |
return (src) | |
} | |
# Load/create some data and put it in SQLite. In practice, the data you want | |
# likely already exists in the databse, so you would just be reading the data | |
# in from the database, not uploading it from R. | |
# Load and upload flights data | |
library(hflights) | |
hflights_db <- tbl(hflights_sqlite(), "hflights") | |
# Create a user membership data.frame that maps user names to an airline | |
# company. | |
membership <- data.frame( | |
user = c("kim", "sam", "john", "kelly", "ben", "joe"), | |
company = c("", "DL", "AA", "UA", "US", "DL"), | |
role = c("manager", rep("user", 5))) | |
membership_db <- tbl(saveSQLite(membership, "membership"), "membership") | |
airlines <- data.frame( | |
abbrev = c("AA", "DL", "UA", "US"), | |
name = c("American Airlines", "Delta Air Lines", | |
"United Airlines", "US Airways") | |
) | |
airline_db <- tbl(saveSQLite(airlines, "airline"), "airline") | |
#' Get the full name of an airline given its abbreviation. | |
airlineName <- function(abbr){ | |
as.data.frame(select(filter(airline_db, abbrev == abbr), name))[1,1] | |
} | |
shinyServer(function(input, output, session) { | |
#' Get the current user's username | |
user <- reactive({ | |
curUser <- session$user | |
# Not logged in. Shiny Server Pro should be configured to prevent this. | |
if (is.null(curUser)){ | |
return(NULL) | |
} | |
# Look up the user in the database to load all the associated data. | |
user <- as.data.frame( | |
filter(membership_db, user==curUser) | |
) | |
# No user in the database | |
if (nrow(user) < 1){ | |
return(NULL) | |
} | |
user[1,] | |
}) | |
#' Determine whether or not the current user is a manager. | |
isManager <- reactive({ | |
if (is.null(user())){ | |
return(FALSE) | |
} | |
role <- user()$role | |
return(role == "manager") | |
}) | |
#' Get the company of which the current user is a member | |
userCompany <- reactive({ | |
if (is.null(user())){ | |
return(NULL) | |
} | |
if (isManager()){ | |
# If the user is a manager, then they're allowed to select any company | |
# they want and view its data. | |
if (is.null(input$company)){ | |
return(as.data.frame(airline_db)$abbrev[1]) | |
} | |
return(input$company) | |
} | |
# Otherwise this is just a regular, logged-in user. Look up what company | |
# they're associated with and return that. | |
user()$company | |
}) | |
#' Get the data the current user has permissions to see | |
#' @return a dplyr tbl | |
companyData <- reactive({ | |
# Trim down to only relevant variables | |
delays <- select(hflights_db, Month, DayofMonth, DepDelay, UniqueCarrier) | |
# Trim down to only values that we have permissions to see | |
comp <- userCompany() | |
delays <- filter(delays, UniqueCarrier == comp) | |
delays | |
}) | |
#' Of the data a user is allowed to see, further refine it to only include the | |
#' date range selected by the user. | |
filteredData <- reactive({ | |
# Get current month and day | |
curMonth <- month(now()) | |
curDay <- day(now()) | |
# Get the previous month and day based on the slider input | |
prevMonth <- month(now()-days(input$days)) | |
prevDay <- day(now()-days(input$days)) | |
# Filter to only include the flights in between the selected dates. | |
data <- filter(companyData(), | |
(Month > prevMonth | (Month == prevMonth & DayofMonth >= prevDay)) & | |
(Month < curMonth | (Month == curMonth & DayofMonth <= curDay))) | |
as.data.frame(data) | |
}) | |
output$title <- renderText({ | |
if(is.null(user())){ | |
return("ERROR: This application is designed to be run in Shiny Server Pro and to require authentication.") | |
} | |
paste0("Airline Delays for ", airlineName(userCompany())) | |
}) | |
output$userPanel <- renderUI({ | |
if (isManager()){ | |
# The management UI should have a drop-down that allows you to select a | |
# company. | |
tagList( | |
HTML(paste0("Logged in as <code>", user()$user, | |
"</code> who is a <code>", user()$role ,"</code>.")), | |
hr(), | |
p("As a manager, you may select any company's data you wish to view."), | |
selectInput("company", "", as.data.frame(airline_db)$abbrev) | |
) | |
} else{ | |
# It's just a regular user. Just tell them who they are. | |
HTML(paste0("Logged in as <code>", user()$user, "</code> with <code>", | |
airlineName(userCompany()),"</code>.")) | |
} | |
}) | |
#' Print a boxplot of the selected data. | |
output$box <- renderPlot({ | |
boxplot( | |
lapply( | |
split(filteredData(), as.factor( | |
paste0(filteredData()$Month, "/", filteredData()$DayofMonth))), | |
function(dayData){ | |
dayData$DepDelay | |
} | |
), ylab = "Delay (minutes)" | |
) | |
}) | |
}) |
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( | |
fluidPage( | |
# Setup the page title | |
tagList(tags$head(tags$title("Airline Delays")), h1(textOutput("title"))), | |
sidebarLayout( | |
sidebarPanel( | |
uiOutput("userPanel"), | |
hr(), | |
sliderInput("days", "Prior days to include:", 1, 30, 7, 1), | |
hr(), | |
helpText("The graph on the right shows a boxplot of the departure " , | |
"delays for the airline(s) your username is allowed to view.") | |
), | |
mainPanel( | |
plotOutput("box") | |
) | |
) | |
) | |
) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment