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shinyQueryBuilder

Overview

shinyQueryBuilder provides an input widget that allows to construct complex filtering queries in Shiny. It’s a wrapper for JS library jQuery-QueryBuilder.

Note: The component assumes usage of Bootstrap >= 5.0. For this goal we recommend to use it with built dashboards.

Usage

Filters

Filters are responsible for defining available options for providing field-rules in the interface. With filters you may decide what operators should be available for the field, what possible operator-values can be chosen or even customize what kind of input controllers should be used for that goal.

Filter configuration is performed with queryFilter() function:

filters <- list(
  queryFilter(
    id = "Species",                                    # filter id
    field = "Species",                                 # variable name
    label = "Species",                                 # filter label
    type = "character",                                # type/class of variable
    input = "select",                                  # input widget type
    values = c("versicolor", "virginica", "setosa"),   # possible filter values
    operators = c("equal", "not_equal")                # attached filter operators
  ),
  queryFilter(
    id = "Sepal.Length",
    field = "Sepal.Length",
    label = "Sepal.Length",
    type = "numeric",
    input = "number",
    operators = c("less", "less_or_equal", "greater", "greater_or_equal")
  )
)

In order to render the widget, pass the defined filters to queryBuilderInput() and place the output to the Shiny’s UI object:

library(shiny)
library(bslib)
library(shinyQueryBuilder)

ui <- page_fluid(
  queryBuilderInput(
    "qb", 
    filters = filters
  ),
  shiny::verbatimTextOutput("expr")
)

server <- function(input, output, session) {
  output$expr <- renderPrint({
    print(queryBuilder::queryToExpr(input$qb))
  })
}

shinyApp(ui, server, options = list(launch.browser = TRUE))

The returned input object is a nested list that defines the provided query. It can be easily converted to valid R filtering query using queryBuilder (queryBuilder::queryToExpr) - non-shiny package supporting construction of complex filtering queries.

If you want to apply the filtering expression to your data, provide it to dplyr::filter with !! operator, e.g.:

renderTable({
  dplyr::filter(iris, !!queryBuilder::queryToExpr(input$qb))
})

Initialize queryBuilderInput state with queryRule(s)

As shown above, the returned widgets value is interpreted by queryBuilder package. The package itself allows to construct filtering query with the usage of rules and groups - definitions for single field filtering operation and the way for combining them into a single filtering query.

The following state:

is configured by queryBuilder with:

library(queryBuilder)
query_def <- queryGroup(
  condition = "OR",
  queryGroup(
    condition = "AND",
    queryRule("Species", "not_equal", "versicolor"),
    queryRule("Sepal.Length", "less", 10)
  ),
  queryRule("Species", "equal", "setosa")
)
queryToExpr(query_def)
#> Species != "versicolor" & Sepal.Length < 10 | Species == "setosa"

In order to initialize queryBuilderInput with the above state, simply pass such query to rules argument:

library(shiny)
library(bslib)
library(shinyQueryBuilder)

ui <- page_fluid(
  queryBuilderInput(
    "qb", 
    filters = filters,
    rules = query_def
  ),
  shiny::verbatimTextOutput("expr")
)

server <- function(input, output, session) {
  output$expr <- renderPrint({
    print(queryBuilder::queryToExpr(input$qb))
  })
}

shinyApp(ui, server, options = list(launch.browser = TRUE))

The initiated state can be then customized by user when needed.

See more examples at examples.

Installation

# CRAN version
install.packages("shinyQueryBuilder")

# Latest development version
remotes::install_github("https://github.com/r-world-devs/shinyQueryBuilder")

Acknowledgement

Special thanks to Kamil Wais, Adam Foryś, Maciej Banaś,Karolina Marcinkowska and Kamil Koziej for the support in the package development and thorough testing of its functionality.

Getting help

In a case you found any bugs, have feature request or general question please file an issue at the package Github. You may also contact the package author directly via email at krystian8207@gmail.com.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.