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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.
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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)" | |
) | |
}) | |
}) |
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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") | |
) | |
) | |
) | |
) |
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