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Developed by IPUMS at the University of Minnesota.

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Contributor Code of Conduct

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As contributors and maintainers of this project, we pledge to respect all people who contribute through reporting issues, posting feature requests, updating documentation, submitting pull requests or patches, and other activities.

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We are committed to making participation in this project a harassment-free experience for everyone, regardless of level of experience, gender, gender identity and expression, sexual orientation, disability, personal appearance, body size, race, ethnicity, age, or religion.

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Examples of unacceptable behavior by participants include the use of sexual language or imagery, derogatory comments or personal attacks, trolling, public or private harassment, insults, or other unprofessional conduct.

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Project maintainers have the right and responsibility to remove, edit, or reject comments, commits, code, wiki edits, issues, and other contributions that are not aligned to this Code of Conduct. Project maintainers who do not follow the Code of Conduct may be removed from the project team.

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Instances of abusive, harassing, or otherwise unacceptable behavior may be reported by opening an issue or contacting one or more of the project maintainers.

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This Code of Conduct is adapted from the Contributor Covenant (http:contributor-covenant.org), version 1.0.0, available at http://contributor-covenant.org/version/1/0/0/

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Contributing

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Thank you for considering improving this project! By participating, you agree to abide by the code of conduct.

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Issues (Reporting a problem or suggestion)

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If you’ve experience a problem with the package, or have a suggestion for it, please post it on the issues tab. This space is meant for questions directly related to the R package, so questions related to your specific extract may be better answered via email to (but don’t worry about making a mistake, we know it is tough to tell the difference).

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Since our extracts are such large files, posting minimal reproducible examples may be difficult. Therefore, it will be most helpful if you can provide as much detail about your problem as possible including the code and error message, the project the extract is from, the variables you have selected, file type, etc. We’ll do our best to answer your question.

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Pull Requests (Making changes to the package)

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We appreciate pull requests that follow these guidelines:

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  1. Make sure that tests pass (and add new ones if possible).

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  2. Do your best to conform to the code style of the package, currently based on the tidyverse style guide. See the styler package to easily catch stylistic errors.

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  3. Please add you name and affiliation to the NOTICE.txt file.

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  4. Summarize your changes in the NEWS.md file.

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Basics of Pull Requests

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If you’ve never worked on an R package before, the book R Packages by Hadley Wickham is a great resource for learning the mechanics of building an R package and contributing to R packages on github. Additionally, here’s a great primer on git and github specifically.

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In the meantime, here’s a quick step-by-step guide on contributing to this project using RStudio:

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  1. If don’t already have RStudio and Git installed, you can download them here and here.

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  2. Fork this repo (top right corner button on the github website).

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  3. Clone the repo from RStudio’s toolbar: File > New Project > From Verson Control > https://github.com/*YOUR_USER_NAME*/ipumsr/.

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  4. Make changes to your local copy.

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  5. Commit your changes and push them to the github webiste using RStudio’s Git pane (push using the green up arrow).

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  6. Submit a pull request, selecting the “compare across forks” option. Please include a short message summarizing your changes.

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z1LM^raWuCIfZ?53npR8+r#)~+GSiKNIIlV7)H6==i12K}ixY01@p6ZUCp>uMH5s7E z2VkyoQX|67#we{|}wH zyjHED;rliOH1FNt+dc?> z^Hs -Articles • ipumsr - Skip to contents - - -
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    Microdata API Requests
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    Microdata API Requests

    - - - Source: vignettes/ipums-api-micro.Rmd -
    ipums-api-micro.Rmd
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    This vignette details the options available for requesting data from -IPUMS microdata projects via the IPUMS API.

    -

    If you haven’t yet learned the basics of the IPUMS API workflow, you -may want to start with the IPUMS API -introduction. The code below assumes you have registered and set up -your API key as described there.

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    -

    Supported microdata collections -

    -

    IPUMS provides several data collections that are classified as -microdata. Currently, the following microdata collections are supported -by the IPUMS API (shown with the codes used to refer to them in -ipumsr):

    -
      -
    • IPUMS USA ("usa")
      • -
    • IPUMS CPS ("cps")
      • -
    • IPUMS International ("ipumsi")
      • -
    -

    API support will continue to be added for more collections in the -future. See the API -documentation for more information on upcoming additions to the -API.

    -

    In addition to microdata projects, the IPUMS API also supports IPUMS -NHGIS data. For details about obtaining IPUMS NHGIS data using ipumsr, -see the NHGIS-specific vignette.

    -

    Before getting started, we’ll load ipumsr and dplyr, -which will be helpful for this demo:

    - -
    -
    -

    Basic IPUMS microdata concepts -

    -

    Every microdata extract definition must contain a set of requested -samples and variables.

    -

    In an IPUMS microdata collection, a sample refers to a -distinct combination of records and variables. A record is a set of -values that describe the characteristics of a single unit of measurement -(e.g. a single person or a single household), and variables -define the characteristics that were measured.

    -

    A single sample can contain multiple record types (e.g. person -records, household records, or activity records, and more), each of -which correspond to different units of measurement.

    -

    Note that our usage of the term “sample” does not correspond -perfectly to the statistical sense of a subset of individuals from a -population. Many IPUMS samples are samples in the statistical sense, but -some are “full-count” samples, meaning they contain all individuals in a -population.

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    IPUMS microdata metadata (forthcoming) -

    -

    Of course, to request samples and variables, we have to know the -codes that the API uses to refer to them. For samples, the IPUMS API -uses special codes that don’t appear in the web-based extract builder. -For variables, the API uses the same variable names that appear on the -web.

    -

    While the IPUMS API does not yet provide a comprehensive set of -metadata endpoints for IPUMS microdata collections, users can use the -get_sample_info() function to identify the codes used to -refer to specific samples when communicating with the API.

    -
    -cps_samps <- get_sample_info("cps")
-
-head(cps_samps)
-#> # A tibble: 6 × 2
-#>   name        description         
-#>   <chr>       <chr>               
-#> 1 cps1962_03s IPUMS-CPS, ASEC 1962
-#> 2 cps1963_03s IPUMS-CPS, ASEC 1963
-#> 3 cps1964_03s IPUMS-CPS, ASEC 1964
-#> 4 cps1965_03s IPUMS-CPS, ASEC 1965
-#> 5 cps1966_03s IPUMS-CPS, ASEC 1966
-#> 6 cps1967_03s IPUMS-CPS, ASEC 1967
    -

    The values listed in the name column correspond to the -code that you would use to request that sample when creating an extract -definition to be submitted to the IPUMS API.

    -

    We can use basic functions from dplyr to filter the metadata to -samples of interest. For instance, to find all IPUMS International -samples for Mexico, we could do the following:

    -
    -ipumsi_samps <- get_sample_info("ipumsi")
-
-ipumsi_samps %>%
-  filter(grepl("Mexico", description))
-#> # A tibble: 70 × 2
-#>    name    description       
-#>    <chr>   <chr>             
-#>  1 mx1960a Mexico 1960       
-#>  2 mx1970a Mexico 1970       
-#>  3 mx1990a Mexico 1990       
-#>  4 mx1995a Mexico 1995       
-#>  5 mx2000a Mexico 2000       
-#>  6 mx2005a Mexico 2005       
-#>  7 mx2010a Mexico 2010       
-#>  8 mx2015a Mexico 2015       
-#>  9 mx2005h Mexico 2005 Q1 LFS
-#> 10 mx2005i Mexico 2005 Q2 LFS
-#> # ℹ 60 more rows
    -

    IPUMS intends to add support for accessing variable metadata via API -in the future. Until then, use the web-based extract builder for a given -collection to find variable names and availability by sample. See the IPUMS -API documentation for links to the extract builder for each -microdata collection with API support.

    -

    Alternatively, if you have made an extract previously through the web -interface, you can use get_extract_info() to identify the -variable names it includes. See the IPUMS API -introduction for more details.

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    -
    -

    Defining an IPUMS microdata extract request -

    -

    Each IPUMS collection has its own extract definition function that is -used to specify the parameters of a new extract request from scratch. -These functions take the form define_extract_*(). For -microdata collections, we have:

    - -

    When you define an extract request, you can specify the data to be -included in the extract and indicate the desired format and layout.

    -

    While each microdata collection has its own extract definition -function, each uses the same syntax. The examples in this vignette use -multiple collections, but the syntax they demonstrate can be applied to -all of the supported microdata collections.

    -

    A simple extract definition needs only to contain the names of the -samples and variables to include in the request:

    -
    -cps_ext <- define_extract_cps(
-  description = "Example CPS extract",
-  samples = c("cps2018_03s", "cps2019_03s"),
-  variables = c("AGE", "SEX", "RACE", "STATEFIP")
-)
-
-cps_ext
-#> Unsubmitted IPUMS CPS extract 
-#> Description: Example CPS extract
-#> 
-#> Samples: (2 total) cps2018_03s, cps2019_03s
-#> Variables: (4 total) AGE, SEX, RACE, STATEFIP
    -

    This produces an ipums_extract object containing the -extract request specifications that is ready to be submitted to the -IPUMS API.

    -

    When you request a variable in your extract definition, the resulting -data extract will include that variable for all requested samples where -it is available. If you request a variable that is not available for any -requested samples, the IPUMS API will throw an informative error when -you try to submit your request.

    -

    Beyond just specifying samples and variables, there are several -additional options available to refine the data requested in a microdata -extract request.

    -
    -
    -

    Detailed variable specifications -

    -

    The IPUMS API supports several detailed specification options that -can be applied to individual variables in an extract request: case -selections, attached characteristics, and data quality flags.

    -

    Before we describe each of these options in depth, we’ll introduce -the syntax used to add them to your extract definition.

    -
    -

    Syntax -

    -

    To add any of these options to a variable, we need to introduce the -var_spec() helper function.

    -

    var_spec() bundles all the selections for a given -variable together into a single object (in this case, a -var_spec object):

    -
    -var <- var_spec("SEX", case_selections = "2")
-
-str(var)
-#> List of 3
-#>  $ name               : chr "SEX"
-#>  $ case_selections    : chr "2"
-#>  $ case_selection_type: chr "general"
-#>  - attr(*, "class")= chr [1:3] "var_spec" "ipums_spec" "list"
    -

    To include this specification in our extract, we simply provide it to -the variables argument of our extract definition. When -multiple variables are included, pass a list of -var_spec objects:

    -
    -define_extract_cps(
-  description = "Case selection example",
-  samples = c("cps2018_03s", "cps2019_03s"),
-  variables = list(
-    var_spec("SEX", case_selections = "2"),
-    var_spec("AGE", attached_characteristics = "head")
-  )
-)
-#> Unsubmitted IPUMS CPS extract 
-#> Description: Case selection example
-#> 
-#> Samples: (2 total) cps2018_03s, cps2019_03s
-#> Variables: (2 total) SEX, AGE
    -

    In fact, if you investigate our original extract object from above, -you’ll notice that the variables have automatically been converted to -var_spec objects, even though they were provided as -character vectors:

    -
    -str(cps_ext$variables)
-#> List of 4
-#>  $ AGE     :List of 1
-#>   ..$ name: chr "AGE"
-#>   ..- attr(*, "class")= chr [1:3] "var_spec" "ipums_spec" "list"
-#>  $ SEX     :List of 1
-#>   ..$ name: chr "SEX"
-#>   ..- attr(*, "class")= chr [1:3] "var_spec" "ipums_spec" "list"
-#>  $ RACE    :List of 1
-#>   ..$ name: chr "RACE"
-#>   ..- attr(*, "class")= chr [1:3] "var_spec" "ipums_spec" "list"
-#>  $ STATEFIP:List of 1
-#>   ..$ name: chr "STATEFIP"
-#>   ..- attr(*, "class")= chr [1:3] "var_spec" "ipums_spec" "list"
    -

    So, a var_spec object with no additional specifications -will produce the default data for a given variable. That is, the -following are equivalent:

    -
    -define_extract_cps(
-  description = "Example CPS extract",
-  samples = "cps2018_03s",
-  variables = "AGE"
-)
-
-define_extract_cps(
-  description = "Example CPS extract",
-  samples = "cps2018_03s",
-  variables = var_spec("AGE")
-)
    -

    Because all specified variables are converted to -var_spec objects, you can also pass a list where some -elements are var_spec objects and some are just variable -names. This is convenient when you only have detailed specifications for -a subset of variables:

    -
    -define_extract_cps(
-  description = "Case selection example",
-  samples = c("cps2018_03s", "cps2019_03s"),
-  variables = list(
-    var_spec("SEX", case_selections = "2"),
-    "AGE"
-  )
-)
-#> Unsubmitted IPUMS CPS extract 
-#> Description: Case selection example
-#> 
-#> Samples: (2 total) cps2018_03s, cps2019_03s
-#> Variables: (2 total) SEX, AGE
    -

    (Samples are also converted to their own samp_spec -objects, but as there currently aren’t any additional specifications -available for samples, there is no reason to use anything other than a -character vector in the samples argument.)

    -

    Now that we’ve covered the basic syntax for including detailed -variable specifications, we can describe the available options in more -depth.

    -
    -
    -

    Case selections -

    -

    Case selections allow us to limit the data to those records that -match a particular value on the specified variable.

    -

    For instance, the following specification would indicate that only -records with a value of "27" (Minnesota) or -"19" (Iowa) for the variable "STATEFIP" should -be included:

    -
    -var <- var_spec("STATEFIP", case_selections = c("27", "19"))
    -

    Some variables have versions with both general and detailed coding -schemes. By default, case selections are interpreted to refer to the -general codes:

    -
    -var$case_selection_type
-#> [1] "general"
    -

    For variables with detailed versions, you can also select on the -detailed codes.

    -

    For instance, the IPUMS USA variable RACE is available in both -general and detailed versions. If you wanted to limit your extract to -persons identifying as “Two major races”, you could do so by specifying -a case selection of "8". However, if you wanted to limit -your extract to only persons identifying as “White and Chinese” or -“White and Japanese”, you would need to specify detailed codes -"811" and "812".

    -

    To include case selections for detailed codes, set -case_selection_type = "detailed":

    -
    -# General case selection is the default
-var_spec("RACE", case_selections = "8")
-#> $name
-#> [1] "RACE"
-#> 
-#> $case_selections
-#> [1] "8"
-#> 
-#> $case_selection_type
-#> [1] "general"
-#> 
-#> attr(,"class")
-#> [1] "var_spec"   "ipums_spec" "list"
-
-# For detailed case selection, change the `case_selection_type`
-var_spec(
-  "RACE",
-  case_selections = c("811", "812"),
-  case_selection_type = "detailed"
-)
-#> $name
-#> [1] "RACE"
-#> 
-#> $case_selections
-#> [1] "811" "812"
-#> 
-#> $case_selection_type
-#> [1] "detailed"
-#> 
-#> attr(,"class")
-#> [1] "var_spec"   "ipums_spec" "list"
    -

    As noted above, IPUMS intends to add support for accessing variable -metadata via API in the future, such that users will be able to query -variable coding schemes right from their R sessions. Until then, use the -IPUMS web interface for a given collection to find general and detailed -variable codes for the purposes of case selection. See the IPUMS -API documentation for relevant links.

    -

    By default, case selection on person-level variables produces a data -file that includes only those individuals who match the specified values -for the specified variables. It’s also possible to use case selection to -include matching individuals and all other members of their -households, using the case_select_who parameter.

    -

    The case_select_who parameter must be the same for all -case selections in an extract, and thus is set at the extract level -rather than the var_spec level. To include all household -members of matching individuals, set -case_select_who = "households" in the extract -definition:

    -
    -define_extract_usa(
-  description = "Household level case selection",
-  samples = "us2021a",
-  variables = var_spec("RACE", case_selections = "8"),
-  case_select_who = "households"
-)
-#> Unsubmitted IPUMS USA extract 
-#> Description: Household level case selection
-#> 
-#> Samples: (1 total) us2021a
-#> Variables: (1 total) RACE
    -
    -
    -

    Attached characteristics -

    -

    IPUMS allows users to create variables that reflect the -characteristics of other household members. To do so, use the -attached_characteristics argument of -var_spec().

    -

    For instance, to attach the spouse’s SEX value to a -record:

    -
    -var_spec("SEX", attached_characteristics = "spouse")
-#> $name
-#> [1] "SEX"
-#> 
-#> $attached_characteristics
-#> [1] "spouse"
-#> 
-#> attr(,"class")
-#> [1] "var_spec"   "ipums_spec" "list"
    -

    This will add a new variable (in this case, SEX_SP) to -the output data that will contain the sex of a person’s spouse (if no -such record exists, the value will be 0).

    -

    Multiple attached characteristics can be attached for a single -variable:

    -
    -var_spec("AGE", attached_characteristics = c("mother", "father"))
-#> $name
-#> [1] "AGE"
-#> 
-#> $attached_characteristics
-#> [1] "mother" "father"
-#> 
-#> attr(,"class")
-#> [1] "var_spec"   "ipums_spec" "list"
    -

    Acceptable values are "spouse", "mother", -"father", and "head".

    -
    -
    -

    Data quality flags -

    -

    Some variables in the IPUMS have been edited for missing, illegible, -and inconsistent values. Data quality flags indicate which values are -edited or allocated.

    -

    To include data quality flags for an individual variable, use the -data_quality_flags argument to var_spec():

    -
    -var_spec("RACE", data_quality_flags = TRUE)
-#> $name
-#> [1] "RACE"
-#> 
-#> $data_quality_flags
-#> [1] TRUE
-#> 
-#> attr(,"class")
-#> [1] "var_spec"   "ipums_spec" "list"
    -

    This will produce a new variable (QRACE) containing the -data quality flag for the given variable.

    -

    To add data quality flags for all variables that have them, set -data_quality_flags = TRUE in your extract definition -directly:

    -
    -usa_ext <- define_extract_usa(
-  description = "Data quality flags",
-  samples = "us2021a",
-  variables = list(
-    var_spec("RACE", case_selections = "8"),
-    var_spec("AGE")
-  ),
-  data_quality_flags = TRUE
-)
    -

    Each data quality flag corresponds to one or more variables, and the -codes for each flag vary based on the sample. See the documentation for -the IPUMS collection of interest for more information about data quality -flag codes.

    -
    -
    -
    -

    Data structure and file format -

    -

    By default, microdata extract definitions will request data in a -rectangular structure and fixed-width file format.

    -

    Rectangular data are data where only person records are included, and -any household-level variables are converted to person-level variables by -copying the values from the associated household record onto all -household members.

    -

    To instead create a hierarchical extract, which includes separate -records for households and persons, set -data_structure = "hierarchical" in your extract -definition.

    -

    See the IPUMS data -reading vignette for more information about loading hierarchical -data into R.

    -

    To request a file format other than fixed-width, adjust the -data_format argument. Note that while you can request data -in a variety of formats (Stata, SPSS, etc.), ipumsr’s -read_ipums_micro() function only supports fixed-width and -csv files.

    -
    -
    -

    Next steps -

    -

    Once you have defined an extract request, you can submit the extract -for processing:

    -
    -usa_ext_submitted <- submit_extract(usa_ext)
    -

    The workflow for submitting and monitoring an extract request and -downloading its files when complete is described in the IPUMS API introduction.

    -
    -
    -
    - - - -
    -

    -

    Developed by IPUMS at the University of Minnesota.

    -
    - -
    -

    -

    Site built with pkgdown 2.0.7.

    -
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    - - - - -
    -
    -

    NHGIS API Requests

    - - - Source: vignettes/ipums-api-nhgis.Rmd -
    ipums-api-nhgis.Rmd
    -
    - - - -

    This vignette details the options available for requesting IPUMS -NHGIS data and metadata via the IPUMS API.

    -

    If you haven’t yet learned the basics of the IPUMS API workflow, you -may want to start with the IPUMS API -introduction. The code below assumes you have registered and set up -your API key as described there.

    -

    In addition to NHGIS, the IPUMS API also supports several microdata -projects. For details about obtaining IPUMS microdata using ipumsr, see -the microdata-specific vignette.

    -

    Before getting started, we’ll load ipumsr and some helpful packages -for this demo:

    - -
    -

    Basic IPUMS NHGIS concepts -

    -

    IPUMS NHGIS supports 3 main types of data products: datasets, time -series tables, and shapefiles.

    -
      -

    • A dataset contains a collection of data tables -that each correspond to a particular tabulated summary statistic. A -dataset is distinguished by the years, geographic levels, and topics -that it covers. For instance, 2021 1-year data from the American -Community Survey (ACS) is encapsulated in a single dataset. In other -cases, a single census product will be split into multiple -datasets.

      • -

    • A time series table is a longitudinal data source that -links comparable statistics from multiple U.S. censuses in a single -bundle. A table is comprised of one or more related time series, each of -which describes a single summary statistic measured at multiple times -for a given geographic level.

      • -

    • A shapefile (or GIS file) contains geographic -data for a given geographic level and year. Typically, these files are -composed of polygon geometries containing the boundaries of census -reporting areas.

      • -
    -
    -
    -

    IPUMS NHGIS metadata -

    -

    Of course, to make a request for any of these data sources, we have -to know the codes that the API uses to refer to them. Fortunately, we -can browse the metadata for all available IPUMS NHGIS data sources with -get_metadata_nhgis().

    -

    Users can view summary metadata for all available data sources of a -given data type, or detailed metadata for a specific data source by -name.

    -
    -

    Summary metadata -

    -

    To see a summary of all available sources for a given data product -type, use the type argument. This returns a data frame -containing the available datasets, data tables, time series tables, or -shapefiles.

    -
    -ds <- get_metadata_nhgis(type = "datasets")
-
-head(ds)
-#> # A tibble: 6 × 4
-#>   name      group       description                              sequence
-#>   <chr>     <chr>       <chr>                                       <int>
-#> 1 1790_cPop 1790 Census Population Data [US, States & Counties]       101
-#> 2 1800_cPop 1800 Census Population Data [US, States & Counties]       201
-#> 3 1810_cPop 1810 Census Population Data [US, States & Counties]       301
-#> 4 1820_cPop 1820 Census Population Data [US, States & Counties]       401
-#> 5 1830_cPop 1830 Census Population Data [US, States & Counties]       501
-#> 6 1840_cAg  1840 Census Agriculture Data [US, States & Counties]      601
    -

    We can use basic functions from dplyr to filter the -metadata to those records of interest. For instance, if we wanted to -find all the data sources related to agriculture from the 1900 Census, -we could filter on group and description:

    -
    -ds %>%
-  filter(
-    group == "1900 Census",
-    grepl("Agriculture", description)
-  )
-#> # A tibble: 2 × 4
-#>   name       group       description                                    sequence
-#>   <chr>      <chr>       <chr>                                             <int>
-#> 1 1900_cAg   1900 Census Agriculture Data [US, States & Counties]           1401
-#> 2 1900_cPHAM 1900 Census Population, Housing, Agriculture & Manufactur…     1403
    -

    The values listed in the name column correspond to the -code that you would use to request that dataset when creating an extract -definition to be submitted to the IPUMS API.

    -

    Similarly, for time series tables:

    -
    -tst <- get_metadata_nhgis("time_series_tables")
    -

    While some of the metadata fields are consistent across different -data types, some, like geographic_integration, are specific -to time series tables:

    -
    -head(tst)
-#> # A tibble: 6 × 7
-#>   name  description         geographic_integration sequence time_series years   
-#>   <chr> <chr>               <chr>                     <dbl> <list>      <list>  
-#> 1 A00   Total Population    Nominal                    100. <tibble>    <tibble>
-#> 2 AV0   Total Population    Nominal                    100. <tibble>    <tibble>
-#> 3 B78   Total Population    Nominal                    100. <tibble>    <tibble>
-#> 4 CL8   Total Population    Standardized to 2010       100. <tibble>    <tibble>
-#> 5 A57   Persons by Urban/R… Nominal                    101. <tibble>    <tibble>
-#> 6 A59   Persons by Urban/R… Nominal                    101. <tibble>    <tibble>
-#> # ℹ 1 more variable: geog_levels <list>
    -

    Note that for time series tables, some metadata fields are stored in -list columns, where each entry is itself a data frame:

    -
    -tst$years[[1]]
-#> # A tibble: 24 × 3
-#>    name  description sequence
-#>    <chr> <chr>          <int>
-#>  1 1790  1790               1
-#>  2 1800  1800               2
-#>  3 1810  1810               3
-#>  4 1820  1820               4
-#>  5 1830  1830               5
-#>  6 1840  1840               6
-#>  7 1850  1850               7
-#>  8 1860  1860               8
-#>  9 1870  1870              12
-#> 10 1880  1880              22
-#> # ℹ 14 more rows
-
-tst$geog_levels[[1]]
-#> # A tibble: 2 × 3
-#>   name   description   sequence
-#>   <chr>  <chr>            <int>
-#> 1 state  State                4
-#> 2 county State--County       25
    -

    To filter on these columns, we can use map_lgl() from -purrr. For instance, to find all time series tables that -include data from a particular year:

    -
    -# Iterate over each `years` entry, identifying whether that entry
-# contains "1840" in its `name` column.
-tst %>%
-  filter(map_lgl(years, ~ "1840" %in% .x$name))
-#> # A tibble: 2 × 7
-#>   name  description        geographic_integration sequence time_series years   
-#>   <chr> <chr>              <chr>                     <dbl> <list>      <list>  
-#> 1 A00   Total Population   Nominal                    100. <tibble>    <tibble>
-#> 2 A08   Persons by Sex [2] Nominal                    102. <tibble>    <tibble>
-#> # ℹ 1 more variable: geog_levels <list>
    -

    For more details on working with nested data frames, see this tidyr -article.

    -
    -
    -

    Detailed metadata -

    -

    Once we have identified a data source of interest, we can find out -more about its detailed options by providing its name to the -corresponding argument of get_metadata_nhgis():

    -
    -cAg_meta <- get_metadata_nhgis(dataset = "1900_cAg")
    -

    This provides a comprehensive list of the possible specifications for -the input data source. For instance, for the 1900_cAg -dataset, we have 66 tables to choose from, and 3 possible geographic -levels:

    -
    -cAg_meta$data_tables
-#> # A tibble: 66 × 4
-#>    name  nhgis_code description                           sequence
-#>    <chr> <chr>      <chr>                                    <int>
-#>  1 NT1   AWS        Total Population                             1
-#>  2 NT2   AW3        Number of Farms                              2
-#>  3 NT3   AXE        Average Farm Size                            3
-#>  4 NT4   AXP        Farm Acreage                                 4
-#>  5 NT5   AXZ        Farm Management                              5
-#>  6 NT6   AYA        Race of Farmer                               6
-#>  7 NT7   AYJ        Race of Farmer by Detailed Management        7
-#>  8 NT8   AYK        Number of Farms                              8
-#>  9 NT9   AYL        Farms with Buildings                         9
-#> 10 NT10  AWT        Acres of Farmland                           10
-#> # ℹ 56 more rows
-
-cAg_meta$geog_levels
-#> # A tibble: 3 × 4
-#>   name   description   has_geog_extent_selection sequence
-#>   <chr>  <chr>         <lgl>                        <int>
-#> 1 nation Nation        FALSE                            1
-#> 2 state  State         FALSE                            4
-#> 3 county State--County FALSE                           25
    -

    You can also get detailed metadata for an individual data table. -Since data tables belong to specific datasets, both need to be specified -to identify a data table:

    -
    -get_metadata_nhgis(dataset = "1900_cAg", data_table = "NT2")
-#> $name
-#> [1] "NT2"
-#> 
-#> $description
-#> [1] "Number of Farms"
-#> 
-#> $universe
-#> [1] "Farms"
-#> 
-#> $nhgis_code
-#> [1] "AW3"
-#> 
-#> $sequence
-#> [1] 2
-#> 
-#> $dataset_name
-#> [1] "1900_cAg"
-#> 
-#> $variables
-#> # A tibble: 1 × 2
-#>   description nhgis_code
-#>   <chr>       <chr>     
-#> 1 Total       AW3001
    -

    Note that the name element is the one that contains the -codes used for interacting with the IPUMS API. The -nhgis_code element refers to the prefix attached to -individual variables in the output data, and the API will throw an error -if you use it in an extract definition. For more details on interpreting -each of the provided metadata elements, see the documentation for -get_metadata_nhgis().

    -

    Now that we have identified some of our options, we can go ahead and -define an extract request to submit to the IPUMS API.

    -
    -
    -
    -

    Defining an IPUMS NHGIS extract request -

    -

    To create an extract definition containing the specifications for a -specific set of IPUMS NHGIS data, use -define_extract_nhgis().

    -

    When you define an extract request, you can specify the data to be -included in the extract and indicate the desired format and layout.

    -
    -

    Basic extract definitions -

    -

    Let’s say we’re interested in getting state-level data on the number -of farms and their average size from the 1900_cAg dataset -that we identified above. As we can see in the metadata, these data are -contained in tables NT2 and NT3:

    -
    -cAg_meta$data_tables
-#> # A tibble: 66 × 4
-#>    name  nhgis_code description                           sequence
-#>    <chr> <chr>      <chr>                                    <int>
-#>  1 NT1   AWS        Total Population                             1
-#>  2 NT2   AW3        Number of Farms                              2
-#>  3 NT3   AXE        Average Farm Size                            3
-#>  4 NT4   AXP        Farm Acreage                                 4
-#>  5 NT5   AXZ        Farm Management                              5
-#>  6 NT6   AYA        Race of Farmer                               6
-#>  7 NT7   AYJ        Race of Farmer by Detailed Management        7
-#>  8 NT8   AYK        Number of Farms                              8
-#>  9 NT9   AYL        Farms with Buildings                         9
-#> 10 NT10  AWT        Acres of Farmland                           10
-#> # ℹ 56 more rows
    -
    -

    Dataset specifications -

    -

    To request these data, we need to make an explicit dataset -specification. All datasets must be associated with a selection of -data tables and geographic levels. We can use the ds_spec() -helper function to specify our selections for these parameters. -ds_spec() bundles all the selections for a given dataset -together into a single object (in this case, a ds_spec -object):

    -
    -dataset <- ds_spec(
-  "1900_cAg",
-  data_tables = c("NT1", "NT2"),
-  geog_levels = "state"
-)
-
-str(dataset)
-#> List of 3
-#>  $ name       : chr "1900_cAg"
-#>  $ data_tables: chr [1:2] "NT1" "NT2"
-#>  $ geog_levels: chr "state"
-#>  - attr(*, "class")= chr [1:3] "ds_spec" "ipums_spec" "list"
    -

    This dataset specification can then be provided to the extract -definition:

    -
    -nhgis_ext <- define_extract_nhgis(
-  description = "Example farm data in 1900",
-  datasets = dataset
-)
-
-nhgis_ext
-#> Unsubmitted IPUMS NHGIS extract 
-#> Description: Example farm data in 1900
-#> 
-#> Dataset: 1900_cAg
-#>   Tables: NT1, NT2
-#>   Geog Levels: state
    -

    Dataset specifications can also include selections for -years and breakdown_values, but these are not -available for all datasets.

    -
    -
    -

    Time series table specifications -

    -

    Similarly, to make a request for time series tables, use the -tst_spec() helper. This makes a tst_spec -object containing a time series table specification.

    -

    Time series tables do not contain individual data tables, but do -require a geographic level selection, and allow an optional selection of -years:

    -
    -define_extract_nhgis(
-  description = "Example time series table request",
-  time_series_tables = tst_spec(
-    "CW3",
-    geog_levels = c("county", "tract"),
-    years = c("1990", "2000")
-  )
-)
-#> Unsubmitted IPUMS NHGIS extract 
-#> Description: Example time series table request
-#> 
-#> Time Series Table: CW3
-#>   Geog Levels: county, tract
-#>   Years: 1990, 2000
    -
    -
    -

    Shapefile specifications -

    -

    Shapefiles don’t have any additional specification options, and -therefore can be requested simply by providing their names:

    -
    -define_extract_nhgis(
-  description = "Example shapefiles request",
-  shapefiles = c("us_county_2021_tl2021", "us_county_2020_tl2020")
-)
-#> Unsubmitted IPUMS NHGIS extract 
-#> Description: Example shapefiles request
-#> 
-#> Shapefiles: us_county_2021_tl2021, us_county_2020_tl2020
    -
    -
    -

    Invalid specifications -

    -

    An attempt to define an extract that does not have all the required -specifications for a given dataset or time series table will throw an -error:

    -
    -define_extract_nhgis(
-  description = "Invalid extract",
-  datasets = ds_spec("1900_STF1", data_tables = "NP1")
-)
-#> Error in `validate_ipums_extract()`:
-#> ! Invalid `ds_spec` specification:
-#> ✖ `geog_levels` must not contain missing values.
    -

    Note that it is still possible to make invalid extract requests (for -instance, by requesting a dataset or data table that doesn’t exist). -This kind of issue will be caught upon submission to the API, not upon -the creation of the extract definition.

    -
    -
    -
    -

    More complicated extract definitions -

    -

    It’s possible to request data for multiple datasets (or time series -tables) in a single extract definition. To do so, pass a -list of ds_spec or tst_spec -objects in define_extract_nhgis():

    -
    -define_extract_nhgis(
-  description = "Slightly more complicated extract request",
-  datasets = list(
-    ds_spec("2018_ACS1", "B01001", "state"),
-    ds_spec("2019_ACS1", "B01001", "state")
-  ),
-  shapefiles = c("us_state_2018_tl2018", "us_state_2019_tl2019")
-)
-#> Unsubmitted IPUMS NHGIS extract 
-#> Description: Slightly more complicated extract request
-#> 
-#> Dataset: 2018_ACS1
-#>   Tables: B01001
-#>   Geog Levels: state
-#> 
-#> Dataset: 2019_ACS1
-#>   Tables: B01001
-#>   Geog Levels: state
-#> 
-#> Shapefiles: us_state_2018_tl2018, us_state_2019_tl2019
    -

    For extracts with multiple datasets or time series tables, it may be -easier to generate the specifications independently before creating your -extract request object. You can quickly create multiple -ds_spec objects by iterating across the specifications you -want to include. Here, we use purrr to do so, but you -could also use a for loop:

    -
    -ds_names <- c("2019_ACS1", "2018_ACS1")
-tables <- c("B01001", "B01002")
-geogs <- c("county", "state")
-
-# For each dataset to include, create a specification with the
-# data tabels and geog levels indicated above
-datasets <- purrr::map(
-  ds_names,
-  ~ ds_spec(name = .x, data_tables = tables, geog_levels = geogs)
-)
-
-nhgis_ext <- define_extract_nhgis(
-  description = "Slightly more complicated extract request",
-  datasets = datasets
-)
-
-nhgis_ext
-#> Unsubmitted IPUMS NHGIS extract 
-#> Description: Slightly more complicated extract request
-#> 
-#> Dataset: 2019_ACS1
-#>   Tables: B01001, B01002
-#>   Geog Levels: county, state
-#> 
-#> Dataset: 2018_ACS1
-#>   Tables: B01001, B01002
-#>   Geog Levels: county, state
    -

    This workflow also makes it easy to quickly update the specifications -in the future. For instance, to add the 2017 ACS 1-year data to the -extract definition above, you’d only need to add -"2017_ACS1" to the ds_names variable. The -iteration would automatically add the selected tables and geog levels -for the new dataset. (This workflow works particularly well for ACS -datasets, which often have the same data table names across -datasets.)

    -
    -
    -

    Data layout and file format -

    -

    IPUMS NHGIS extract definitions also support additional options to -modify the layout and format of the extract’s resulting data files.

    -

    For extracts that contain time series tables, the -tst_layout argument indicates how the longitudinal data -should be organized.

    -

    For extracts that contain datasets with multiple breakdowns or data -types, use the breakdown_and_data_type_layout argument to -specify a layout . This is most common for data sources that contain -both estimates and margins of error, like the ACS.

    -

    File formats can be specified with the data_format -argument. IPUMS NHGIS currently distributes files in csv and fixed-width -format.

    -

    See the documentation for define_extract_nhgis() for -more details on these options.

    -
    -
    -
    -

    Next steps -

    -

    Once you have defined an extract request, you can submit the extract -for processing:

    -
    -nhgis_ext_submitted <- submit_extract(nhgis_ext)
    -

    The workflow for submitting and monitoring an extract request and -downloading its files when complete is described in the IPUMS API introduction.

    -
    -
    -
    - - - -
    -

    -

    Developed by IPUMS at the University of Minnesota.

    -
    - -
    -

    -

    Site built with pkgdown 2.0.7.

    -
    - -
    -
    - - - - - - - diff --git a/docs/articles/ipums-api.html b/docs/articles/ipums-api.html deleted file mode 100644 index 4699e070..00000000 --- a/docs/articles/ipums-api.html +++ /dev/null @@ -1,674 +0,0 @@ - - - - - - - - -Introduction to the IPUMS API for R Users • ipumsr - - - - - - - - - - - - - - - - - - Skip to contents - - -
    - - - - -
    -
    -

    Introduction to the IPUMS API for R Users

    - - - Source: vignettes/ipums-api.Rmd -
    ipums-api.Rmd
    -
    - - - -

    The IPUMS API provides two asset types, both of which are supported -by ipumsr:

    -
      -
    • -IPUMS extract endpoints can be used to submit -extract requests for processing and download completed extract -files.
      • -
    • -IPUMS metadata endpoints can be used to discover -and explore available IPUMS data as well as retrieve codes, names, and -other extract parameters necessary to form extract requests.
      • -
    -

    Use of the IPUMS API enables the adoption of a programmatic workflow -that can help users to:

    -
      -
    • Precisely recreate the specifications of previous extract requests, -making analysis scripts reproducible and self-contained
      • -
    • Save extract request definitions that can be shared with others -without violating IPUMS conditions
      • -
    • Integrate the extract download process with functions to load data -into R
      • -
    • Quickly identify and explore available IPUMS data sources
      • -
    -

    The basic workflow for interacting with the IPUMS API is as -follows:

    -
      -
    1. -Define the parameters of an extract -request
      2. -
    2. -Submit the extract request to the IPUMS -API
      3. -
    3. -Wait for an extract to complete
      4. -
    4. -Download a completed extract
      5. -
    -

    Before getting started, we’ll load the necessary packages for the -examples in this vignette:

    - -
    -

    API availability -

    -

    IPUMS extract support is currently available via API -for the following collections:

    -
      -
    • IPUMS USA
      • -
    • IPUMS CPS
      • -
    • IPUMS International
      • -
    • IPUMS NHGIS
      • -
    -

    Note that this support only includes data available via a -collection’s extract engine. Many collections provide additional data -via direct download, but these products are not supported by the IPUMS -API.

    -

    IPUMS metadata support is currently available via -API for the following collections:

    -
      -
    • IPUMS NHGIS
      • -
    -

    API support will continue to be added for more collections in the -future. You can check general API availability for all IPUMS collections -with ipums_data_collections().

    -
    -ipums_data_collections()
-#> # A tibble: 14 × 4
-#>    collection_name     collection_type code_for_api api_support
-#>    <chr>               <chr>           <chr>        <lgl>      
-#>  1 IPUMS USA           microdata       usa          TRUE       
-#>  2 IPUMS CPS           microdata       cps          TRUE       
-#>  3 IPUMS International microdata       ipumsi       TRUE       
-#>  4 IPUMS NHGIS         aggregate data  nhgis        TRUE       
-#>  5 IPUMS IHGIS         aggregate data  ihgis        FALSE      
-#>  6 IPUMS ATUS          microdata       atus         FALSE      
-#>  7 IPUMS AHTUS         microdata       ahtus        FALSE      
-#>  8 IPUMS MTUS          microdata       mtus         FALSE      
-#>  9 IPUMS DHS           microdata       dhs          FALSE      
-#> 10 IPUMS PMA           microdata       pma          FALSE      
-#> 11 IPUMS MICS          microdata       mics         FALSE      
-#> 12 IPUMS NHIS          microdata       nhis         FALSE      
-#> 13 IPUMS MEPS          microdata       meps         FALSE      
-#> 14 IPUMS Higher Ed     microdata       highered     FALSE
    -

    Note that the tools in ipumsr may not necessarily support all the -functionality currently supported by the IPUMS API. See the API -documentation for more information about its latest features.

    -
    -
    -

    Set up your API key -

    -

    To interact with the IPUMS API, you’ll need to register for access -with the IPUMS project you’ll be using. If you have not yet registered, -you can find links to register for each of the API-supported IPUMS -collections below:

    - -

    Once you’re registered, you’ll be able to create an API key.

    -

    By default, ipumsr API functions assume that your key is stored in -the IPUMS_API_KEY environment variable. You can also -provide your key directly to these functions, but storing it in an -environment variable saves you some typing and helps prevent you from -inadvertently sharing your key with others (for instance, on -GitHub).

    -

    You can save your API key to the IPUMS_API_KEY -environment variable with set_ipums_api_key(). To save your -key for use in future sessions, set save = TRUE. This will -add your API key to your .Renviron file in your user home -directory.

    -
    -# Save key in .Renviron for use across sessions
-set_ipums_api_key("paste-your-key-here", save = TRUE)
    -

    The rest of this vignette assumes you have obtained an API key and -stored it in the IPUMS_API_KEY environment variable.

    -
    -
    -

    Define an extract request -

    -

    Each IPUMS collection has its own extract definition function that is -used to specify the parameters of a new extract request from scratch. -These functions take the form define_extract_*():

    - -

    When you define an extract request, you can specify the data to be -included in the extract and indicate the desired format and layout.

    -

    For instance, the following defines a simple IPUMS USA extract -request for the AGE, SEX, RACE, -STATEFIP, and MARST variables from the 2018 -and 2019 American Community Survey (ACS):

    -
    -usa_ext_def <- define_extract_usa(
-  description = "USA extract for API vignette",
-  samples = c("us2018a", "us2019a"),
-  variables = c("AGE", "SEX", "RACE", "STATEFIP", "MARST")
-)
-
-usa_ext_def
-#> Unsubmitted IPUMS USA extract 
-#> Description: USA extract for API vignette
-#> 
-#> Samples: (2 total) us2018a, us2019a
-#> Variables: (5 total) AGE, SEX, RACE, STATEFIP, MARST
    -

    The exact extract definition options vary across collections, but all -collections can be used with the same general workflow. For more details -on the available extract definition options, see the associated microdata and NHGIS vignettes.

    -

    For the purposes of demonstrating the overall workflow, we will -continue to work with the sample IPUMS USA extract definition created -above.

    -
    -

    Extract request objects -

    -

    define_extract_*() functions always produce an -ipums_extract object, which can be handled by other API -functions (see ?ipums_extract). Furthermore, these objects -will have a subclass for the particular collection with which they are -associated.

    -
    -class(usa_ext_def)
-#> [1] "usa_extract"   "micro_extract" "ipums_extract" "list"
    -

    Many of the specifications for a given extract request object can be -accessed by indexing the object:

    -
    -names(usa_ext_def$samples)
-#> [1] "us2018a" "us2019a"
-
-names(usa_ext_def$variables)
-#> [1] "AGE"      "SEX"      "RACE"     "STATEFIP" "MARST"
-
-usa_ext_def$data_format
-#> [1] "fixed_width"
    -

    ipums_extract objects also contain information about the -extract request’s processing status and its assigned extract number, -which serves as an identifier for the extract request. Since this -extract request is still unsubmitted, it has no request number:

    -
    -usa_ext_def$status
-#> [1] "unsubmitted"
-
-usa_ext_def$number
-#> [1] NA
    -

    To obtain the data requested in the extract definition, we must first -submit it to the IPUMS API for processing.

    -
    -
    -
    -

    Submit an extract request -

    -

    To submit an extract definition, use -submit_extract().

    -

    If no errors are detected in the extract definition, a submitted -extract request will be returned with its assigned number and status. -Storing the returned object can be useful for checking the extract -request’s status later.

    -
    -usa_ext_submitted <- submit_extract(usa_ext_def)
-#> Successfully submitted IPUMS USA extract number 348
    -

    The extract number will be stored in the returned object:

    -
    -usa_ext_submitted$number
-#> [1] 348
-
-usa_ext_submitted$status
-#> [1] "queued"
    -

    Note that some fields of a submitted extract may be automatically -updated by the API upon submission. For instance, for microdata -extracts, additional preselected variables may be added to the extract -even if they weren’t specified explicitly in the extract definition.

    -
    -names(usa_ext_submitted$variables)
-#>  [1] "YEAR"     "SAMPLE"   "SERIAL"   "CBSERIAL" "HHWT"     "CLUSTER" 
-#>  [7] "STATEFIP" "STRATA"   "GQ"       "PERNUM"   "PERWT"    "SEX"     
-#> [13] "AGE"      "MARST"    "RACE"
    -

    If you forget to store the updated extract object returned by -submit_extract(), you can use the -get_last_extract_info() helper to request the information -for your most recent extract request for a given collection:

    -
    -usa_ext_submitted <- get_last_extract_info("usa")
-
-usa_ext_submitted$number
-#> [1] 348
    -
    -
    -

    Wait for an extract request to complete -

    -

    It may take some time for the IPUMS servers to process your extract -request. You can ensure that an extract has finished processing before -you attempt to download its files by using -wait_for_extract(). This polls the API regularly until -processing has completed (by default, each interval increases by 10 -seconds). It then returns an ipums_extract object -containing the completed extract definition.

    -
    -usa_ext_complete <- wait_for_extract(usa_ext_submitted)
-#> Checking extract status...
-#> Waiting 10 seconds...
-#> Checking extract status...
-#> IPUMS USA extract 348 is ready to download.
-
-usa_ext_complete$status
-#> [1] "completed"
-
-# `download_links` should be populated if the extract is ready for download
-names(usa_ext_complete$download_links)
-#> [1] "r_command_file"     "basic_codebook"     "data"              
-#> [4] "stata_command_file" "sas_command_file"   "spss_command_file" 
-#> [7] "ddi_codebook"
    -

    Note that wait_for_extract() will tie up your R session -until your extract is ready to download. While this is fine in a -strictly programmatic workflow, it may be frustrating when working -interactively, especially for large extracts or when the IPUMS servers -are busy.

    -

    In these cases, you can manually check whether an extract is ready -for download with is_extract_ready(). As long as this -returns TRUE, you should be able to download your extract’s -files.

    -
    -is_extract_ready(usa_ext_submitted)
-#> [1] TRUE
    -

    For a more detailed status check, provide the extract’s collection -and number to get_extract_info(). This returns an -ipums_extract object reflecting the requested extract -definition with the most current status. The status of a -submitted extract will be one of "queued", -"started", "produced", -"canceled", "failed", or -"completed".

    -
    -usa_ext_submitted <- get_extract_info(usa_ext_submitted)
-
-usa_ext_submitted$status
-#> [1] "completed"
    -

    Note that extracts are removed from the IPUMS servers after a set -period of time (72 hours for microdata collections, 2 weeks for IPUMS -NHGIS). Therefore, an extract that has a "completed" status -may still be unavailable for download.

    -

    is_extract_ready() will alert you if the extract has -expired and needs to be resubmitted. Simply use -submit_extract() to resubmit an extract request. Note that -this will produce a new extract (with a new extract number), -even if the extract definition is identical.

    -
    -
    -

    Download an extract -

    -

    Once your extract has finished processing, use -download_extract() to download the extract’s data files to -your local machine. This will return the path to the downloaded file(s) -required to load the data into R.

    -

    For microdata collections, this will be the path to the DDI codebook -(.xml) file, which can be used to read the associated data (contained in -a .dat.gz file).

    -

    For NHGIS, this will be a path to the .zip archive containing the -requested data files and/or shapefiles.

    -
    -# By default, downloads to your current working directory
-filepath <- download_extract(usa_ext_submitted)
    -

    The files produced by download_extract() can be passed -directly into the reader functions provided by ipumsr. For instance, for -microdata projects:

    -
    -ddi <- read_ipums_ddi(filepath)
-micro_data <- read_ipums_micro(ddi)
    -

    If instead you’re working with an NHGIS extract, use -read_nhgis() or read_ipums_sf().

    -

    See the associated vignette for more -information about loading IPUMS data into R.

    -
    -
    -

    Get info on past extracts -

    -

    To retrieve the definition corresponding to a particular extract, -provide its collection and number to get_extract_info(). -These can be provided either as a single string of the form -"collection:number" or as a length-2 vector: -c(collection, number). Several other API functions support -this syntax as well.

    -
    -usa_ext <- get_extract_info("usa:47")
-
-# Alternatively:
-usa_ext <- get_extract_info(c("usa", 47))
-
-usa_ext
-#> Submitted IPUMS USA extract number 47
-#> Description: Test extract
-#> 
-#> Samples: (1 total) us2017b
-#> Variables: (8 total) YEAR, SAMPLE, SERIAL, CBSERIAL, HHWT, GQ, PERNUM, PERWT
    -

    If you know you made a specific extract definition in the past, but -you can’t remember the exact number, you can use -get_extract_history() to peruse your recent extract -requests for a particular collection.

    -

    By default, this returns your 10 most recent extract requests as a -list of ipums_extract objects. You can adjust how many -requests to retrieve with the how_many argument:

    -
    -usa_extracts <- get_extract_history("usa", how_many = 3)
-
-usa_extracts
-#> [[1]]
-#> Submitted IPUMS USA extract number 348
-#> Description: USA extract for API vignette
-#> 
-#> Samples: (2 total) us2018a, us2019a
-#> Variables: (15 total) YEAR, SAMPLE, SERIAL, CBSERIAL, HHWT, CLUSTER,...
-#> 
-#> [[2]]
-#> Submitted IPUMS USA extract number 347
-#> Description: Data from long ago
-#> 
-#> Samples: (1 total) us1880a
-#> Variables: (12 total) YEAR, SAMPLE, SERIAL, HHWT, CLUSTER, STRATA, G...
-#> 
-#> [[3]]
-#> Submitted IPUMS USA extract number 346
-#> Description: Data from 2017 PRCS
-#> 
-#> Samples: (1 total) us2017b
-#> Variables: (9 total) YEAR, SAMPLE, SERIAL, CBSERIAL, HHWT, GQ, PERNU...
    -

    Because this is a list of ipums_extract objects, you can -operate on them with the API functions that have been introduced -already.

    -
    -is_extract_ready(usa_extracts[[2]])
-#> [1] TRUE
    -

    You can also iterate through your extract history to find extracts -with particular characteristics. For instance, we can use -purrr::keep() to find all extracts that contain a certain -variable or are ready for download:

    -
    -purrr::keep(usa_extracts, ~ "MARST" %in% names(.x$variables))
-#> [[1]]
-#> Submitted IPUMS USA extract number 348
-#> Description: USA extract for API vignette
-#> 
-#> Samples: (2 total) us2018a, us2019a
-#> Variables: (15 total) YEAR, SAMPLE, SERIAL, CBSERIAL, HHWT, CLUSTER,...
-
-purrr::keep(usa_extracts, is_extract_ready)
-#> [[1]]
-#> Submitted IPUMS USA extract number 348
-#> Description: USA extract for API vignette
-#> 
-#> Samples: (2 total) us2018a, us2019a
-#> Variables: (15 total) YEAR, SAMPLE, SERIAL, CBSERIAL, HHWT, CLUSTER,...
-#> 
-#> [[2]]
-#> Submitted IPUMS USA extract number 347
-#> Description: Data from long ago
-#> 
-#> Samples: (1 total) us1880a
-#> Variables: (12 total) YEAR, SAMPLE, SERIAL, HHWT, CLUSTER, STRATA, G...
-#> 
-#> [[3]]
-#> Submitted IPUMS USA extract number 346
-#> Description: Data from 2017 PRCS
-#> 
-#> Samples: (1 total) us2017b
-#> Variables: (9 total) YEAR, SAMPLE, SERIAL, CBSERIAL, HHWT, GQ, PERNU...
    -

    Or we can use the purrr::map() family to browse certain -values:

    -
    -purrr::map_chr(usa_extracts, ~ .x$description)
-#> [1] "USA extract for API vignette" "Data from long ago"          
-#> [3] "Data from 2017 PRCS"
    -

    If you regularly use only a single IPUMS collection, you can save -yourself some typing by setting that collection as your default. -set_ipums_default_collection() will save a specified -collection to the value of the IPUMS_DEFAULT_COLLECTION -environment variable. If you have a default collection set, API -functions will use that collection in all requests, assuming no other -collection is specified.

    -
    -set_ipums_default_collection("usa") # Set `save = TRUE` to store across sessions
    -
    -# Check the default collection:
-Sys.getenv("IPUMS_DEFAULT_COLLECTION")
-#> [1] "usa"
-
-# Most recent USA extract:
-usa_last <- get_last_extract_info()
-
-# Request info on extract request "usa:10"
-usa_ext_10 <- get_extract_info(10)
-
-# You can still request other collections as usual:
-cps_ext_10 <- get_extract_info("cps:10")
    -
    -
    -

    Share an extract definition -

    -

    One exciting feature enabled by the IPUMS API is the ability to share -a standardized extract definition with other IPUMS users so that they -can create an identical extract request themselves. The terms of use for -most IPUMS collections prohibit the public redistribution of IPUMS data, -but don’t prohibit the sharing of data extract definitions.

    -

    ipumsr facilitates this type of sharing with -save_extract_as_json() and -define_extract_from_json(), which read and write -ipums_extract objects to and from a standardized -JSON-formatted file.

    -
    -usa_ext_10 <- get_extract_info("usa:10")
-save_extract_as_json(usa_ext_10, file = "usa_extract_10.json")
    -

    At this point, you can send usa_extract_10.json to -another user to allow them to create a duplicate -ipums_extract object, which they can load and submit to the -API themselves (as long as they have API -access).

    -
    -clone_of_usa_ext_10 <- define_extract_from_json("usa_extract_10.json")
-usa_ext_10_resubmitted <- submit_extract(clone_of_usa_ext_10)
    -

    Note that the code in the previous chunk assumes that the file is -saved in the current working directory. If it’s saved somewhere else, -replace "usa_extract_10.json" with the full path to the -file.

    -
    -
    -

    Revise a previous extract request -

    -

    Occasionally, you may want to modify an existing extract definition -(e.g. to update an analysis with new data). The easiest way to do so is -to add the new specifications to the define_extract_*() -code that produced the original extract definition. This is why we -highly recommend that you save this code somewhere where it can be -accessed and updated in the future.

    -

    However, there are cases where the original extract definition code -does not exist (e.g. if the extract was created using the online IPUMS -extract system). In this case, the best approach is to view the extract -definition with get_extract_info() and create a new extract -definition (using a define_extract_*() function) that -reproduces that definition along with the desired modifications. While -this may be a bit tedious for complex extract definitions, it is a -one-time investment that will make any future updates to the extract -definition much easier.

    -

    Previously, we encouraged users to use the helpers -add_to_extract() and remove_from_extract() -when modifying extracts. We now encourage you to re-write extract -definitions because they improve reproducibility: extract definition -code will always be more clear and stable if it is written explicitly, -rather than based only on an old extract number. These two functions may -be retired in the future.

    -
    -
    -

    Putting it all together -

    -

    The core API functions in ipumsr are compatible with one another such -that they can be combined into a single pipeline that requests, -downloads, and reads your extract data into an R data frame:

    -
    -usa_data <- define_extract_usa(
-  "USA extract for API vignette",
-  c("us2018a", "us2019a"),
-  c("AGE", "SEX", "RACE", "STATEFIP")
-) %>%
-  submit_extract() %>%
-  wait_for_extract() %>%
-  download_extract() %>%
-  read_ipums_micro()
    -

    Note that for NHGIS extracts that contain both data and shapefiles, a -single file will need to be selected before reading, as -download_extract() will return the path to each file. For -instance, for a hypothetical nhgis_extract that contains -both tabular and spatial data:

    -
    -nhgis_data <- download_extract(nhgis_extract) %>%
-  purrr::pluck("data") %>% # Select only the tabular data file to read
-  read_nhgis()
    -

    Not only does this API workflow allow you to obtain IPUMS data -without ever leaving your R environment, but it also allows you to -retain a reproducible record of your process. This makes it much easier -to document your workflow, collaborate with other researchers, and -update your analysis in the future.

    -
    -
    -
    - - - -
    -

    -

    Developed by IPUMS at the University of Minnesota.

    -
    - -
    -

    -

    Site built with pkgdown 2.0.7.

    -
    - -
    -
    - - - - - - - diff --git a/docs/articles/ipums-bigdata.html b/docs/articles/ipums-bigdata.html deleted file mode 100644 index 5385618c..00000000 --- a/docs/articles/ipums-bigdata.html +++ /dev/null @@ -1,895 +0,0 @@ - - - - - - - - -Big IPUMS Data • ipumsr - - - - - - - - - - - - - - - - - - Skip to contents - - -
    - - - - -
    -
    -

    Big IPUMS Data

    - - - Source: vignettes/ipums-bigdata.Rmd -
    ipums-bigdata.Rmd
    -
    - - - -

    Browsing for IPUMS data can be a little like grocery shopping when -you’re hungry—you show up to grab a couple things, but everything looks -so good that you end up with an overflowing cart.1 Unfortunately, this -can lead to extracts so large that they don’t fit in your computer’s -memory.

    -

    If you’ve got an extract that’s too big, both the IPUMS website and -the ipumsr package have tools to help. There are four basic -strategies:

    -
      -
    1. Get more memory
      2. -
    2. Reduce the size of your extract
      3. -
    3. Read data in “chunks” or “yields”
      4. -
    4. Store data in a database
      5. -
    -

    ipumsr can’t do much for you when it comes to option 1, but it can -help facilitate some of the other options.

    -
    -

    Setup -

    -

    The examples in this vignette will rely on a few helpful packages. If -you haven’t already installed them, you can do so with:

    -
    -# To run the full vignette, you'll also need the following packages. If they
-# aren't installed already, do so with:
-install.packages("biglm")
-install.packages("DBI")
-install.packages("RSQLite")
-install.packages("dbplyr")
    - - - -
    -
    -

    Option 1: Trade money for convenience -

    -

    If you need to work with a dataset that’s too big for your RAM, the -simplest option is to get more space. If upgrading your hardware isn’t -an option, paying for a cloud service like Amazon or Microsoft Azure may -be worth considering. Here are guides for using R on Amazon -and Microsoft -Azure.

    -

    Of course, this option isn’t feasible for most users—in this case, -updates to the data being used in the analysis or the processing -pipeline may be required.

    -
    -
    -

    Option 2: Reduce extract size -

    -
    -

    Remove unused data -

    -

    The easiest way to reduce the size of your extract is to drop unused -samples and variables. This can be done through the extract interface -for the specific IPUMS project you’re using or within R using the IPUMS -API (for projects that are supported).

    -

    If using the API, simply updated your extract definition code to -exclude the specifications that you no longer need. Then, resubmit the -extract request and download the new files.

    -

    See the introduction to the IPUMS API -for more information about making extract requests from ipumsr.

    -
    -
    -

    Select cases -

    -

    For microdata projects, another good option for reducing extract size -is to select only those cases that are relevant to your research -question, producing an extract containing only data for a particular -subset of values for a given variable.

    -

    If you’re using the IPUMS API, you can use var_spec() to -specify case selections for a variable in an extract definition. For -instance, the following would produce an extract only including records -for married women:

    -
    -define_extract_usa(
-  description = "2013 ACS Data for Married Women",
-  samples = "us2013a",
-  variables = list(
-    var_spec("MARST", case_selections = "1"),
-    var_spec("SEX", case_selections = "2")
-  )
-)
-#> Unsubmitted IPUMS USA extract 
-#> Description: 2013 ACS Data for Married Women
-#> 
-#> Samples: (1 total) us2013a
-#> Variables: (2 total) MARST, SEX
    -

    If you’re using the online interface, the Select -Cases option will be available on the last page before -submitting an extract request.

    -
    -
    -

    Use a sampled subset of the data -

    -

    Yet another option (also only for microdata projects) is to take a -random subsample of the data before producing your extract.

    -

    Sampled data is not available via the IPUMS API, but you can use the -Customize Sample Size option in the online interface to -do so. This also appears on the final page before submitting an extract -request.

    -

    If you’ve already submitted the extract, you can click the -REVISE link on the Download or Revise Extracts -page to access these features and produce a new data extract.

    -
    -
    -
    -

    Option 3: Process the data in pieces -

    -

    ipumsr provides two related options for reading data sources in -increments:

    -
      -
    • -Chunked functions allow you to specify a function that will -be called on each chunk of data as it is read in as well as how you -would like the chunks to be combined at the end. These functions use the -readr framework -for reading chunked data.
      • -
    • -Yielded functions allow more flexibility by returning -control to the user between the loading of each piece of data. These -functions are unique to ipumsr and fixed-width data.
      • -
    -
    -

    Reading chunked data -

    -

    Use read_ipums_micro_chunked() and -read_ipums_micro_list_chunked() to read data in chunks. -These are analogous to the standard read_ipums_micro() and -read_ipums_micro_list() functions, but allow you to specify -a function that will be applied to each data chunk and control how the -results from these chunks are combined.

    -

    Below, we’ll use chunking to outline solutions to three common -use-cases for IPUMS data: tabulation, regression and case selection.

    -

    First, we’ll load our example data. Note that we have -down-sampled the data in this example for storage reasons; none of the -output “results” reflected in this vignette should be considered -legitimate!

    -
    -cps_ddi_file <- ipums_example("cps_00097.xml")
    -
    -

    Chunked tabulation -

    -

    Imagine we wanted to find the percent of people in the workforce -grouped by their self-reported health. Since our example extract is -small enough to fit in memory, we could load the full dataset with -read_ipums_micro(), use lbl_relabel() to -relabel the EMPSTAT variable into a binary variable, and -count the people in each group.

    -
    -read_ipums_micro(cps_ddi_file, verbose = FALSE) %>%
-  mutate(
-    HEALTH = as_factor(HEALTH),
-    AT_WORK = as_factor(
-      lbl_relabel(
-        EMPSTAT,
-        lbl(1, "Yes") ~ .lbl == "At work",
-        lbl(0, "No") ~ .lbl != "At work"
-      )
-    )
-  ) %>%
-  group_by(HEALTH, AT_WORK) %>%
-  summarize(n = n(), .groups = "drop")
-#> # A tibble: 10 × 3
-#>    HEALTH    AT_WORK     n
-#>    <fct>     <fct>   <int>
-#>  1 Excellent No       4055
-#>  2 Excellent Yes      2900
-#>  3 Very good No       3133
-#>  4 Very good Yes      3371
-#>  5 Good      No       2480
-#>  6 Good      Yes      2178
-#>  7 Fair      No       1123
-#>  8 Fair      Yes       443
-#>  9 Poor      No        603
-#> 10 Poor      Yes        65
    -

    For the sake of this example, let’s imagine we can only store 1,000 -rows in memory at a time. In this case, we need to use a -chunked function, tabulate for each chunk, and then -calculate the counts across all of the chunks.

    -

    The chunked functions will apply a user-defined callback -function to each chunk. The callback takes two arguments: -x, which represents the data contained in a given chunk, -and pos, which represents the position of the chunk, -expressed as the line in the input file at which the chunk starts. -Generally you will only need to use x, but the callback -must always take both arguments.

    -

    In this case, the callback will implement the same processing steps -that we demonstrated above:

    -
    -cb_function <- function(x, pos) {
-  x %>%
-    mutate(
-      HEALTH = as_factor(HEALTH),
-      AT_WORK = as_factor(
-        lbl_relabel(
-          EMPSTAT,
-          lbl(1, "Yes") ~ .lbl == "At work",
-          lbl(0, "No") ~ .lbl != "At work"
-        )
-      )
-    ) %>%
-    group_by(HEALTH, AT_WORK) %>%
-    summarize(n = n(), .groups = "drop")
-}
    -

    Next, we need to create a callback object, which will determine how -we want to combine the ultimate results for each chunk. ipumsr provides -three main types of callback objects that preserve variable -metadata:

    -
      -
    • -IpumsDataFrameCallback combines the results from each -chunk together by row binding them together
      • -
    • -IpumsListCallback returns a list with one item per -chunk containing the results for that chunk. Use this when you don’t -want to (or can’t) immediately combine the results.
      • -
    • -IpumsSideEffectCallback does not return any results. -Use this when your callback function is intended only for its side -effects (for instance, if you are saving the results for each chunk to -disk).
      • -
    -

    (ipumsr also provides a fourth callback used for running linear -regression models discussed below).

    -

    In this case, we want to row-bind the data frames returned by -cb_function(), so we use -IpumsDataFrameCallback.

    -

    Callback objects are R6 objects, but you don’t need to -be familiar with R6 to use them.2 To initialize a callback object, simply use -$new():

    -
    -cb <- IpumsDataFrameCallback$new(cb_function)
    -

    At this point, we’re ready to load the data in chunks. We use -read_ipums_micro_chunked() to specify the callback and -chunk size:

    -
    -chunked_tabulations <- read_ipums_micro_chunked(
-  cps_ddi_file,
-  callback = cb,
-  chunk_size = 1000,
-  verbose = FALSE
-)
-
-chunked_tabulations
-#> # A tibble: 209 × 3
-#>    HEALTH    AT_WORK     n
-#>    <fct>     <fct>   <int>
-#>  1 Excellent No        183
-#>  2 Excellent Yes       147
-#>  3 Very good No        134
-#>  4 Very good Yes       217
-#>  5 Good      No        111
-#>  6 Good      Yes       105
-#>  7 Fair      No         53
-#>  8 Fair      Yes        22
-#>  9 Poor      No         27
-#> 10 Poor      Yes         1
-#> # ℹ 199 more rows
    -

    Now we have a data frame with the counts by health and work status -within each chunk. To get the full table, we just need to sum by health -and work status one more time:

    -
    -chunked_tabulations %>%
-  group_by(HEALTH, AT_WORK) %>%
-  summarize(n = sum(n), .groups = "drop")
-#> # A tibble: 10 × 3
-#>    HEALTH    AT_WORK     n
-#>    <fct>     <fct>   <int>
-#>  1 Excellent No       4055
-#>  2 Excellent Yes      2900
-#>  3 Very good No       3133
-#>  4 Very good Yes      3371
-#>  5 Good      No       2480
-#>  6 Good      Yes      2178
-#>  7 Fair      No       1123
-#>  8 Fair      Yes       443
-#>  9 Poor      No        603
-#> 10 Poor      Yes        65
    -
    -
    -

    Chunked regression -

    -

    With the biglm package, it is possible to use R to perform a -regression on data that is too large to store in memory all at once. The -ipumsr package provides another callback designed to make this simple: -IpumsBiglmCallback.

    -

    In this example, we’ll conduct a regression with total hours worked -(AHRSWORKT) as the outcome and age (AGE) and -self-reported health (HEALTH) as predictors. (Note that -this is intended as a code demonstration, so we ignore many complexities -that should be addressed in real analyses.)

    -

    If we were running the analysis on our full dataset, we’d first load -our data and prepare the variables in our analysis for use in the -model:

    -
    -data <- read_ipums_micro(cps_ddi_file, verbose = FALSE) %>%
-  mutate(
-    HEALTH = as_factor(HEALTH),
-    AHRSWORKT = lbl_na_if(AHRSWORKT, ~ .lbl == "NIU (Not in universe)"),
-    AT_WORK = as_factor(
-      lbl_relabel(
-        EMPSTAT,
-        lbl(1, "Yes") ~ .lbl == "At work",
-        lbl(0, "No") ~ .lbl != "At work"
-      )
-    )
-  ) %>%
-  filter(AT_WORK == "Yes")
    -

    Then, we’d provide our model formula and data to lm:

    -
    -model <- lm(AHRSWORKT ~ AGE + I(AGE^2) + HEALTH, data = data)
-summary(model)
-#> 
-#> Call:
-#> lm(formula = AHRSWORKT ~ AGE + I(AGE^2) + HEALTH, data = data)
-#> 
-#> Residuals:
-#>     Min      1Q  Median      3Q     Max 
-#> -41.217  -4.734  -0.077   5.957  63.994 
-#> 
-#> Coefficients:
-#>                   Estimate Std. Error t value Pr(>|t|)    
-#> (Intercept)      5.2440289  1.1823985   4.435 9.31e-06 ***
-#> AGE              1.5868169  0.0573268  27.680  < 2e-16 ***
-#> I(AGE^2)        -0.0170043  0.0006568 -25.888  < 2e-16 ***
-#> HEALTHVery good -0.2550306  0.3276759  -0.778 0.436412    
-#> HEALTHGood      -0.9637395  0.3704123  -2.602 0.009289 ** 
-#> HEALTHFair      -3.8899430  0.6629725  -5.867 4.58e-09 ***
-#> HEALTHPoor      -5.7597200  1.6197136  -3.556 0.000378 ***
-#> ---
-#> Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
-#> 
-#> Residual standard error: 12.88 on 8950 degrees of freedom
-#> Multiple R-squared:  0.08711,    Adjusted R-squared:  0.0865 
-#> F-statistic: 142.3 on 6 and 8950 DF,  p-value: < 2.2e-16
    -

    To do the same regression, but with only 1,000 rows loaded at a time, -we work in a similar manner.

    -

    First we make an IpumsBiglmCallback callback object. We -provide the model formula as well as the code used to process the data -before running the regression:

    -
    -library(biglm)
-#> Loading required package: DBI
-
-biglm_cb <- IpumsBiglmCallback$new(
-  model = AHRSWORKT ~ AGE + I(AGE^2) + HEALTH,
-  prep = function(x, pos) {
-    x %>%
-      mutate(
-        HEALTH = as_factor(HEALTH),
-        AHRSWORKT = lbl_na_if(AHRSWORKT, ~ .lbl == "NIU (Not in universe)"),
-        AT_WORK = as_factor(
-          lbl_relabel(
-            EMPSTAT,
-            lbl(1, "Yes") ~ .lbl == "At work",
-            lbl(0, "No") ~ .lbl != "At work"
-          )
-        )
-      ) %>%
-      filter(AT_WORK == "Yes")
-  }
-)
    -

    And then we read the data using -read_ipums_micro_chunked(), passing the callback that we -just made.

    -
    -chunked_model <- read_ipums_micro_chunked(
-  cps_ddi_file,
-  callback = biglm_cb,
-  chunk_size = 1000,
-  verbose = FALSE
-)
-
-summary(chunked_model)
-#> Large data regression model: biglm(AHRSWORKT ~ AGE + I(AGE^2) + HEALTH, data, ...)
-#> Sample size =  8957 
-#>                    Coef    (95%     CI)     SE      p
-#> (Intercept)      5.2440  2.8792  7.6088 1.1824 0.0000
-#> AGE              1.5868  1.4722  1.7015 0.0573 0.0000
-#> I(AGE^2)        -0.0170 -0.0183 -0.0157 0.0007 0.0000
-#> HEALTHVery good -0.2550 -0.9104  0.4003 0.3277 0.4364
-#> HEALTHGood      -0.9637 -1.7046 -0.2229 0.3704 0.0093
-#> HEALTHFair      -3.8899 -5.2159 -2.5640 0.6630 0.0000
-#> HEALTHPoor      -5.7597 -8.9991 -2.5203 1.6197 0.0004
    -
    -
    -
    -

    Reading yielded data -

    -

    In addition to chunked reading, ipumsr also provides the similar but -more flexible “yielded” reading.

    -

    read_ipums_micro_yield() and -read_ipums_micro_list_yield() grant you more freedom in -determining what R code to run between chunks and include the ability to -have multiple files open at once. Additionally, yields are compatible -with the bigglm function from biglm, which allows you to -run glm models on data larger than memory.

    -

    The downside to this greater control is that yields have an API that -is unique to IPUMS data and the way they work is unusual for R code.

    -
    -

    Yielded tabulation -

    -

    We’ll compare the yield and chunked -functions by conducting the same tabulation -example from above using yields.

    -

    First, we create the yield object with the function -read_ipums_micro_yield():

    -
    -data <- read_ipums_micro_yield(cps_ddi_file, verbose = FALSE)
    -

    This function returns an R6 object which contains -methods for reading the data. The most important method is the -yield() method which will return n rows of -data:

    -
    -# Return the first 10 rows of data
-data$yield(10)
-#> # A tibble: 10 × 14
-#>     YEAR SERIAL MONTH      CPSID ASECFLAG ASECWTH FOODSTMP PERNUM  CPSIDP ASECWT
-#>    <dbl>  <dbl> <int+lb>   <dbl> <int+lb>   <dbl> <int+lb>  <dbl>   <dbl>  <dbl>
-#>  1  2011     33 3 [Marc… 2.01e13 1 [ASEC]    308. 1 [No]        1 2.01e13   308.
-#>  2  2011     33 3 [Marc… 2.01e13 1 [ASEC]    308. 1 [No]        2 2.01e13   217.
-#>  3  2011     33 3 [Marc… 2.01e13 1 [ASEC]    308. 1 [No]        3 2.01e13   249.
-#>  4  2011     46 3 [Marc… 2.01e13 1 [ASEC]    266. 1 [No]        1 2.01e13   266.
-#>  5  2011     46 3 [Marc… 2.01e13 1 [ASEC]    266. 1 [No]        2 2.01e13   266.
-#>  6  2011     46 3 [Marc… 2.01e13 1 [ASEC]    266. 1 [No]        3 2.01e13   265.
-#>  7  2011     46 3 [Marc… 2.01e13 1 [ASEC]    266. 1 [No]        4 2.01e13   296.
-#>  8  2011     64 3 [Marc… 2.01e13 1 [ASEC]    241. 1 [No]        1 2.01e13   241.
-#>  9  2011     64 3 [Marc… 2.01e13 1 [ASEC]    241. 1 [No]        2 2.01e13   241.
-#> 10  2011     64 3 [Marc… 2.01e13 1 [ASEC]    241. 1 [No]        3 2.01e13   278.
-#> # ℹ 4 more variables: AGE <int+lbl>, EMPSTAT <int+lbl>, AHRSWORKT <dbl+lbl>,
-#> #   HEALTH <int+lbl>
    -

    Note that the row position in the data is stored in the object, so -running the same code again will produce different rows of -data:

    -
    -# Return the next 10 rows of data
-data$yield(10)
-#> # A tibble: 10 × 14
-#>     YEAR SERIAL MONTH      CPSID ASECFLAG ASECWTH FOODSTMP PERNUM  CPSIDP ASECWT
-#>    <dbl>  <dbl> <int+lb>   <dbl> <int+lb>   <dbl> <int+lb>  <dbl>   <dbl>  <dbl>
-#>  1  2011     82 3 [Marc… 0       1 [ASEC]    373. 1 [No]        1 0         373.
-#>  2  2011     82 3 [Marc… 0       1 [ASEC]    373. 1 [No]        2 0         373.
-#>  3  2011     82 3 [Marc… 0       1 [ASEC]    373. 1 [No]        3 0         326.
-#>  4  2011     86 3 [Marc… 2.01e13 1 [ASEC]    554. 1 [No]        1 2.01e13   554.
-#>  5  2011    104 3 [Marc… 2.01e13 1 [ASEC]    543. 1 [No]        1 2.01e13   543.
-#>  6  2011    104 3 [Marc… 2.01e13 1 [ASEC]    543. 1 [No]        2 2.01e13   543.
-#>  7  2011    106 3 [Marc… 2.01e13 1 [ASEC]    543. 1 [No]        1 2.01e13   543.
-#>  8  2011    137 3 [Marc… 2.01e13 1 [ASEC]    271. 1 [No]        1 2.01e13   271.
-#>  9  2011    137 3 [Marc… 2.01e13 1 [ASEC]    271. 1 [No]        2 2.01e13   271.
-#> 10  2011    137 3 [Marc… 2.01e13 1 [ASEC]    271. 1 [No]        3 2.01e13   365.
-#> # ℹ 4 more variables: AGE <int+lbl>, EMPSTAT <int+lbl>, AHRSWORKT <dbl+lbl>,
-#> #   HEALTH <int+lbl>
    -

    Use cur_pos to get the current position in the data -file:

    -
    -data$cur_pos
-#> [1] 21
    -

    The is_done() method tells us whether we have read the -entire file yet:

    -
    -data$is_done()
-#> [1] FALSE
    -

    In preparation for our actual example, we’ll use reset() -to reset to the beginning of the data:

    -
    -data$reset()
    -

    Using yield() and is_done(), we can set up -our processing pipeline. First, we create an empty placeholder tibble to -store our results:

    -
    -yield_results <- tibble(
-  HEALTH = factor(levels = c("Excellent", "Very good", "Good", "Fair", "Poor")),
-  AT_WORK = factor(levels = c("No", "Yes")),
-  n = integer(0)
-)
    -

    Then, we iterate through the data, yielding 1,000 rows at a time and -processing the results as we did in the chunked example. The iteration -will end when we’ve finished reading the entire file.

    -
    -while (!data$is_done()) {
-  # Yield new data and process
-  new <- data$yield(n = 1000) %>%
-    mutate(
-      HEALTH = as_factor(HEALTH),
-      AT_WORK = as_factor(
-        lbl_relabel(
-          EMPSTAT,
-          lbl(1, "Yes") ~ .lbl == "At work",
-          lbl(0, "No") ~ .lbl != "At work"
-        )
-      )
-    ) %>%
-    group_by(HEALTH, AT_WORK) %>%
-    summarize(n = n(), .groups = "drop")
-
-  # Combine the new yield with the previously processed yields
-  yield_results <- bind_rows(yield_results, new) %>%
-    group_by(HEALTH, AT_WORK) %>%
-    summarize(n = sum(n), .groups = "drop")
-}
-
-yield_results
-#> # A tibble: 10 × 3
-#>    HEALTH    AT_WORK     n
-#>    <fct>     <fct>   <int>
-#>  1 Excellent No       4055
-#>  2 Excellent Yes      2900
-#>  3 Very good No       3133
-#>  4 Very good Yes      3371
-#>  5 Good      No       2480
-#>  6 Good      Yes      2178
-#>  7 Fair      No       1123
-#>  8 Fair      Yes       443
-#>  9 Poor      No        603
-#> 10 Poor      Yes        65
    -
    -
    -

    Yielded GLM regression -

    -

    One of the major benefits of the yielded reading over chunked reading -is that it is compatible with the GLM functions from biglm, allowing for -the use of more complicated models.

    -

    To run a logistic regression, we first need to reset our yield object -from the previous example:

    -
    -data$reset()
    -

    Next we make a function that takes a single argument: -reset. When reset is TRUE, it -resets the data to the beginning. This is dictated by -bigglm from biglm.

    -

    To create this function, we use the the reset() method -from the yield object:

    -
    -get_model_data <- function(reset) {
-  if (reset) {
-    data$reset()
-  } else {
-    yield <- data$yield(n = 1000)
-
-    if (is.null(yield)) {
-      return(yield)
-    }
-
-    yield %>%
-      mutate(
-        HEALTH = as_factor(HEALTH),
-        WORK30PLUS = lbl_na_if(AHRSWORKT, ~ .lbl == "NIU (Not in universe)") >= 30,
-        AT_WORK = as_factor(
-          lbl_relabel(
-            EMPSTAT,
-            lbl(1, "Yes") ~ .lbl == "At work",
-            lbl(0, "No") ~ .lbl != "At work"
-          )
-        )
-      ) %>%
-      filter(AT_WORK == "Yes")
-  }
-}
    -

    Finally we feed this function and a model specification to the -bigglm() function:

    -
    -results <- bigglm(
-  WORK30PLUS ~ AGE + I(AGE^2) + HEALTH,
-  family = binomial(link = "logit"),
-  data = get_model_data
-)
-
-summary(results)
-#> Large data regression model: bigglm(WORK30PLUS ~ AGE + I(AGE^2) + HEALTH, family = binomial(link = "logit"), 
-#>     data = get_model_data)
-#> Sample size =  8957 
-#>                    Coef    (95%     CI)     SE      p
-#> (Intercept)     -4.0021 -4.4297 -3.5744 0.2138 0.0000
-#> AGE              0.2714  0.2498  0.2930 0.0108 0.0000
-#> I(AGE^2)        -0.0029 -0.0032 -0.0027 0.0001 0.0000
-#> HEALTHVery good  0.0038 -0.1346  0.1423 0.0692 0.9557
-#> HEALTHGood      -0.1129 -0.2685  0.0426 0.0778 0.1465
-#> HEALTHFair      -0.6637 -0.9160 -0.4115 0.1261 0.0000
-#> HEALTHPoor      -0.7879 -1.3697 -0.2062 0.2909 0.0068
    -
    -
    -
    -
    -

    Option 4: Use a database -

    -

    Storing your data in a database is another way to work with data that -cannot fit into memory as a data frame. If you have access to a database -on a remote machine, then you can easily select and use parts of the -data for your analysis. Even databases on your own machine may provide -more efficient data storage or use your hard drive, enabling the data to -be loaded into R.

    -

    There are many different kinds of databases, each with their own -benefits and drawbacks, and the database you choose to use will be -specific to your use case. However, once you’ve chosen a database, there -will be two general steps:

    -
      -
    1. Importing data into the database
      2. -
    2. Connecting the database to R
      3. -
    -

    R has several tools that support database integration, including -DBI, dbplyr, sparklyr, -bigrquery, and others. In this example, we’ll use -RSQLite to load the data into an in-memory database. (We -use RSQLite because it is easy to set up, but it is likely not efficient -enough to fully resolve issues with large IPUMS data, so it may be wise -to consider an alternative in practice.)

    -
    -

    Importing data into the database -

    -

    For rectangular extracts, it is likely simplest to load your data -into the database in CSV format, which is widely supported. If you are -working with a hierarchical extract (or your database software doesn’t -support CSV format), then you can use an ipumsr chunked -function to load the data into a database without needing to store the -entire dataset in R.

    -

    See the IPUMS data -reading vignette for more about rectangular vs. hierarchical -extracts.

    -
    -library(DBI)
-library(RSQLite)
-
-# Connect to database
-con <- dbConnect(SQLite(), path = ":memory:")
-
-# Load file metadata
-ddi <- read_ipums_ddi(cps_ddi_file)
-
-# Write data to database in chunks
-read_ipums_micro_chunked(
-  ddi,
-  readr::SideEffectChunkCallback$new(
-    function(x, pos) {
-      if (pos == 1) {
-        dbWriteTable(con, "cps", x)
-      } else {
-        dbWriteTable(con, "cps", x, row.names = FALSE, append = TRUE)
-      }
-    }
-  ),
-  chunk_size = 1000,
-  verbose = FALSE
-)
    -
    -
    -

    Connecting to a database with dbplyr -

    -

    There are a variety of ways to access your data once it is stored in -the database. In this example, we use dbplyr. For more details about -dbplyr, see vignette("dbplyr", package = "dbplyr").

    -

    To run a simple query for AGE, we can use the same -syntax we would use with dplyr:

    -
    -example <- tbl(con, "cps")
-
-example %>%
-  filter("AGE" > 25)
-#> # Source:   SQL [?? x 14]
-#> # Database: sqlite 3.43.2 []
-#>     YEAR SERIAL MONTH   CPSID ASECFLAG ASECWTH FOODSTMP PERNUM  CPSIDP ASECWT
-#>    <dbl>  <dbl> <int>   <dbl>    <int>   <dbl>    <int>  <dbl>   <dbl>  <dbl>
-#>  1  2011     33     3 2.01e13        1    308.        1      1 2.01e13   308.
-#>  2  2011     33     3 2.01e13        1    308.        1      2 2.01e13   217.
-#>  3  2011     33     3 2.01e13        1    308.        1      3 2.01e13   249.
-#>  4  2011     46     3 2.01e13        1    266.        1      1 2.01e13   266.
-#>  5  2011     46     3 2.01e13        1    266.        1      2 2.01e13   266.
-#>  6  2011     46     3 2.01e13        1    266.        1      3 2.01e13   265.
-#>  7  2011     46     3 2.01e13        1    266.        1      4 2.01e13   296.
-#>  8  2011     64     3 2.01e13        1    241.        1      1 2.01e13   241.
-#>  9  2011     64     3 2.01e13        1    241.        1      2 2.01e13   241.
-#> 10  2011     64     3 2.01e13        1    241.        1      3 2.01e13   278.
-#> # ℹ more rows
-#> # ℹ 4 more variables: AGE <int>, EMPSTAT <int>, AHRSWORKT <dbl>, HEALTH <int>
    -

    dbplyr shows us a nice preview of the first rows of the result of our -query, but the data still exist only in the database. You can use -dplyr::collect() to load the full results of the query into -the current R session. However, this would omit the variable metadata -attached to IPUMS data, since the database doesn’t store this -metadata:

    -
    -data <- example %>%
-  filter("AGE" > 25) %>%
-  collect()
-
-# Variable metadata is missing
-ipums_val_labels(data$MONTH)
-#> # A tibble: 0 × 2
-#> # ℹ 2 variables: val <dbl>, lbl <chr>
    -

    Instead, use ipums_collect(), which uses a provided -ipums_ddi object to reattach the metadata while loading -into the R environment:

    -
    -data <- example %>%
-  filter("AGE" > 25) %>%
-  ipums_collect(ddi)
-
-ipums_val_labels(data$MONTH)
-#> # A tibble: 12 × 2
-#>      val lbl      
-#>    <int> <chr>    
-#>  1     1 January  
-#>  2     2 February 
-#>  3     3 March    
-#>  4     4 April    
-#>  5     5 May      
-#>  6     6 June     
-#>  7     7 July     
-#>  8     8 August   
-#>  9     9 September
-#> 10    10 October  
-#> 11    11 November 
-#> 12    12 December
    -

    See the value labels vignette more -about variable metadata in IPUMS data.

    -
    -
    -
    -

    Learning more -

    -

    Big data isn’t just a problem for IPUMS users, so there are many R -resources available.

    -

    See the documentation for the packages mentioned in the databases section for more information about those -options.

    -

    For some past blog posts and articles on the topic, see the -following:

    - -
    - -
    -
    - - - -
    -

    -

    Developed by IPUMS at the University of Minnesota.

    -
    - -
    -

    -

    Site built with pkgdown 2.0.7.

    -
    - -
    -
    - - - - - - - diff --git a/docs/articles/ipums-read.html b/docs/articles/ipums-read.html deleted file mode 100644 index cf898e06..00000000 --- a/docs/articles/ipums-read.html +++ /dev/null @@ -1,742 +0,0 @@ - - - - - - - - -Reading IPUMS Data • ipumsr - - - - - - - - - - - - - - - - - - Skip to contents - - -
    - - - - -
    -
    -

    Reading IPUMS Data

    - - - Source: vignettes/ipums-read.Rmd -
    ipums-read.Rmd
    -
    - - - -

    Once you have downloaded an IPUMS extract, the next step is to load -its data into R for analysis.

    -

    For more information about IPUMS data and how to generate and -download a data extract, see the introduction -to IPUMS data.

    -
    -

    IPUMS extract structure -

    -

    IPUMS extracts will be organized slightly differently for different -IPUMS projects. In general, -all projects will provide multiple files in a data extract. The files -most relevant to ipumsr are:

    -
      -
    • The metadata file containing information about the -variables included in the extract data
      • -
    • One or more data files, depending on the project -and specifications in the extract
      • -
    -

    Both of these files are necessary to properly load data into R. -Obviously, the data files contain the actual data values to be loaded. -But because these are often in fixed-width format, the metadata files -are required to correctly parse the data on load.

    -

    Even for .csv files, the metadata file allows for the addition of -contextual variable information to the loaded data. This makes it much -easier to interpret the values in the data variables and effectively use -them in your data processing pipeline. See the value labels vignette for more information -on working with these labels.

    -
    -
    -

    Reading microdata extracts -

    -

    Microdata extracts typically provide their metadata in a DDI (.xml) -file separate from the compressed data (.dat.gz) files.

    -

    Provide the path to the DDI file to read_ipums_micro() -to directly load its associated data file into R.

    -
    -library(ipumsr)
-library(dplyr)
-
-# Example data
-cps_ddi_file <- ipums_example("cps_00157.xml")
-
-cps_data <- read_ipums_micro(cps_ddi_file)
-
-head(cps_data)
-#> # A tibble: 6 × 8
-#>    YEAR SERIAL MONTH     ASECWTH STATEFIP       PERNUM ASECWT INCTOT            
-#>   <dbl>  <dbl> <int+lbl>   <dbl> <int+lbl>       <dbl>  <dbl> <dbl+lbl>         
-#> 1  1962     80 3 [March]   1476. 55 [Wisconsin]      1  1476.      4883         
-#> 2  1962     80 3 [March]   1476. 55 [Wisconsin]      2  1471.      5800         
-#> 3  1962     80 3 [March]   1476. 55 [Wisconsin]      3  1579. 999999998 [Missin…
-#> 4  1962     82 3 [March]   1598. 27 [Minnesota]      1  1598.     14015         
-#> 5  1962     83 3 [March]   1707. 27 [Minnesota]      1  1707.     16552         
-#> 6  1962     84 3 [March]   1790. 27 [Minnesota]      1  1790.      6375
    -

    Note that you provide the path to the DDI file, not the data -file. This is because ipumsr needs to find both the DDI and data files -to read in your data, and the DDI file includes the name of the data -file, whereas the data file contains only the raw data.

    -

    The loaded data have been parsed correctly and include variable -metadata in each column. For a summary of the column contents, use -ipums_var_info():

    -
    -ipums_var_info(cps_data)
-#> # A tibble: 8 × 4
-#>   var_name var_label                                         var_desc val_labels
-#>   <chr>    <chr>                                             <chr>    <list>    
-#> 1 YEAR     Survey year                                       "YEAR r… <tibble>  
-#> 2 SERIAL   Household serial number                           "SERIAL… <tibble>  
-#> 3 MONTH    Month                                             "MONTH … <tibble>  
-#> 4 ASECWTH  Annual Social and Economic Supplement Household … "ASECWT… <tibble>  
-#> 5 STATEFIP State (FIPS code)                                 "STATEF… <tibble>  
-#> 6 PERNUM   Person number in sample unit                      "PERNUM… <tibble>  
-#> 7 ASECWT   Annual Social and Economic Supplement Weight      "ASECWT… <tibble>  
-#> 8 INCTOT   Total personal income                             "INCTOT… <tibble>
    -

    This information is also attached to specific columns. You can obtain -it with attributes() or by using ipumsr helpers:

    -
    -attributes(cps_data$MONTH)
-#> $labels
-#>   January  February     March     April       May      June      July    August 
-#>         1         2         3         4         5         6         7         8 
-#> September   October  November  December 
-#>         9        10        11        12 
-#> 
-#> $class
-#> [1] "haven_labelled" "vctrs_vctr"     "integer"       
-#> 
-#> $label
-#> [1] "Month"
-#> 
-#> $var_desc
-#> [1] "MONTH indicates the calendar month of the CPS interview."
-
-ipums_val_labels(cps_data$MONTH)
-#> # A tibble: 12 × 2
-#>      val lbl      
-#>    <int> <chr>    
-#>  1     1 January  
-#>  2     2 February 
-#>  3     3 March    
-#>  4     4 April    
-#>  5     5 May      
-#>  6     6 June     
-#>  7     7 July     
-#>  8     8 August   
-#>  9     9 September
-#> 10    10 October  
-#> 11    11 November 
-#> 12    12 December
    -

    While this is the most straightforward way to load microdata, it’s -often advantageous to independently load the DDI file into an -ipums_ddi object containing the metadata:

    -
    -cps_ddi <- read_ipums_ddi(cps_ddi_file)
-
-cps_ddi
-#> An IPUMS DDI for IPUMS CPS with 8 variables
-#> Extract 'cps_00157.dat' created on 2023-07-10
-#> User notes:  User-provided description: Reproducing cps00006
    -

    This is because many common data processing functions have the -side-effect of removing these attributes:

    -
    -# This doesn't actually change the data...
-cps_data2 <- cps_data %>%
-  mutate(MONTH = ifelse(TRUE, MONTH, MONTH))
-
-# but removes attributes!
-ipums_val_labels(cps_data2$MONTH)
-#> # A tibble: 0 × 2
-#> # ℹ 2 variables: val <dbl>, lbl <chr>
    -

    In this case, you can always use the separate DDI as a metadata -reference:

    -
    -ipums_val_labels(cps_ddi, var = MONTH)
-#> # A tibble: 12 × 2
-#>      val lbl      
-#>    <dbl> <chr>    
-#>  1     1 January  
-#>  2     2 February 
-#>  3     3 March    
-#>  4     4 April    
-#>  5     5 May      
-#>  6     6 June     
-#>  7     7 July     
-#>  8     8 August   
-#>  9     9 September
-#> 10    10 October  
-#> 11    11 November 
-#> 12    12 December
    -

    Or even reattach the metadata, assuming the variable names still -match those in the DDI:

    -
    -cps_data2 <- set_ipums_var_attributes(cps_data2, cps_ddi)
-
-ipums_val_labels(cps_data2$MONTH)
-#> # A tibble: 12 × 2
-#>      val lbl      
-#>    <int> <chr>    
-#>  1     1 January  
-#>  2     2 February 
-#>  3     3 March    
-#>  4     4 April    
-#>  5     5 May      
-#>  6     6 June     
-#>  7     7 July     
-#>  8     8 August   
-#>  9     9 September
-#> 10    10 October  
-#> 11    11 November 
-#> 12    12 December
    -
    -

    Hierarchical extracts -

    -

    IPUMS microdata can come in either rectangular or -hierarchical format.

    -

    Rectangular data are transformed such that every row of data -represents the same type of record. For instance, each row will -represent a person record, and all household-level information for that -person will be included in the same row. (This is the case for -cps_data shown in the example above.)

    -

    Hierarchical data have records of different types interspersed in a -single file. For instance, a household record will be included in its -own row followed by the person records associated with that -household.

    -

    Hierarchical data can be loaded in list format or long format. -read_ipums_micro() will read in long format:

    -
    -cps_hier_ddi <- read_ipums_ddi(ipums_example("cps_00159.xml"))
-
-read_ipums_micro(cps_hier_ddi)
-#> Use of data from IPUMS CPS is subject to conditions including that users should cite the data appropriately. Use command `ipums_conditions()` for more details.
-#> # A tibble: 11,053 × 9
-#>    RECTYPE     YEAR SERIAL MONTH    ASECWTH STATEFIP PERNUM ASECWT INCTOT       
-#>    <chr+lbl>  <dbl>  <dbl> <int+lb>   <dbl> <int+lb>  <dbl>  <dbl> <dbl+lbl>    
-#>  1 H [Househ…  1962     80  3 [Mar…   1476. 55 [Wis…     NA    NA  NA           
-#>  2 P [Person…  1962     80 NA           NA  NA            1  1476.  4.88e3      
-#>  3 P [Person…  1962     80 NA           NA  NA            2  1471.  5.8 e3      
-#>  4 P [Person…  1962     80 NA           NA  NA            3  1579.  1.00e9 [Mis…
-#>  5 H [Househ…  1962     82  3 [Mar…   1598. 27 [Min…     NA    NA  NA           
-#>  6 P [Person…  1962     82 NA           NA  NA            1  1598.  1.40e4      
-#>  7 H [Househ…  1962     83  3 [Mar…   1707. 27 [Min…     NA    NA  NA           
-#>  8 P [Person…  1962     83 NA           NA  NA            1  1707.  1.66e4      
-#>  9 H [Househ…  1962     84  3 [Mar…   1790. 27 [Min…     NA    NA  NA           
-#> 10 P [Person…  1962     84 NA           NA  NA            1  1790.  6.38e3      
-#> # ℹ 11,043 more rows
    -

    The long format consists of a single tibble -that includes rows with varying record types. In this example, some rows -have a record type of “Household” and others have a record type of -“Person”. Variables that do not apply to a particular record type will -be filled with NA in rows of that record type.

    -

    To read data in list format, use -read_ipums_micro_list(). This function returns a list where -each element contains all the records for a given record type:

    -
    -read_ipums_micro_list(cps_hier_ddi)
-#> Use of data from IPUMS CPS is subject to conditions including that users should cite the data appropriately. Use command `ipums_conditions()` for more details.
-#> $HOUSEHOLD
-#> # A tibble: 3,385 × 6
-#>    RECTYPE               YEAR SERIAL MONTH     ASECWTH STATEFIP      
-#>    <chr+lbl>            <dbl>  <dbl> <int+lbl>   <dbl> <int+lbl>     
-#>  1 H [Household Record]  1962     80 3 [March]   1476. 55 [Wisconsin]
-#>  2 H [Household Record]  1962     82 3 [March]   1598. 27 [Minnesota]
-#>  3 H [Household Record]  1962     83 3 [March]   1707. 27 [Minnesota]
-#>  4 H [Household Record]  1962     84 3 [March]   1790. 27 [Minnesota]
-#>  5 H [Household Record]  1962    107 3 [March]   4355. 19 [Iowa]     
-#>  6 H [Household Record]  1962    108 3 [March]   1479. 19 [Iowa]     
-#>  7 H [Household Record]  1962    122 3 [March]   3603. 27 [Minnesota]
-#>  8 H [Household Record]  1962    124 3 [March]   4104. 55 [Wisconsin]
-#>  9 H [Household Record]  1962    125 3 [March]   2182. 55 [Wisconsin]
-#> 10 H [Household Record]  1962    126 3 [March]   1826. 55 [Wisconsin]
-#> # ℹ 3,375 more rows
-#> 
-#> $PERSON
-#> # A tibble: 7,668 × 6
-#>    RECTYPE            YEAR SERIAL PERNUM ASECWT INCTOT                          
-#>    <chr+lbl>         <dbl>  <dbl>  <dbl>  <dbl> <dbl+lbl>                       
-#>  1 P [Person Record]  1962     80      1  1476.      4883                       
-#>  2 P [Person Record]  1962     80      2  1471.      5800                       
-#>  3 P [Person Record]  1962     80      3  1579. 999999998 [Missing. (1962-1964 …
-#>  4 P [Person Record]  1962     82      1  1598.     14015                       
-#>  5 P [Person Record]  1962     83      1  1707.     16552                       
-#>  6 P [Person Record]  1962     84      1  1790.      6375                       
-#>  7 P [Person Record]  1962    107      1  4355. 999999999 [N.I.U.]              
-#>  8 P [Person Record]  1962    107      2  1386.         0                       
-#>  9 P [Person Record]  1962    107      3  1629.       600                       
-#> 10 P [Person Record]  1962    107      4  1432. 999999999 [N.I.U.]              
-#> # ℹ 7,658 more rows
    -

    read_ipums_micro() and -read_ipums_micro_list() also support partial loading by -selecting only a subset of columns or a limited number of rows. See the -documentation for more details about other options.

    -
    -
    -
    -

    Reading IPUMS NHGIS extracts -

    -

    Unlike microdata projects, NHGIS extracts provide their data and -metadata files bundled into a single .zip archive. -read_nhgis() anticipates this structure and can read data -files directly from this file without the need to manually extract the -files:

    -
    -nhgis_ex1 <- ipums_example("nhgis0972_csv.zip")
-
-nhgis_data <- read_nhgis(nhgis_ex1)
-#> Use of data from NHGIS is subject to conditions including that users should cite the data appropriately. Use command `ipums_conditions()` for more details.
-#> Rows: 71 Columns: 25
-#> ── Column specification ────────────────────────────────────────────────────────
-#> Delimiter: ","
-#> chr  (9): GISJOIN, STUSAB, CMSA, PMSA, PMSAA, AREALAND, AREAWAT, ANPSADPI, F...
-#> dbl (13): YEAR, MSA_CMSAA, INTPTLAT, INTPTLNG, PSADC, D6Z001, D6Z002, D6Z003...
-#> lgl  (3): DIVISIONA, REGIONA, STATEA
-#> 
-#> ℹ Use `spec()` to retrieve the full column specification for this data.
-#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
-
-nhgis_data
-#> # A tibble: 71 × 25
-#>    GISJOIN  YEAR STUSAB CMSA  DIVISIONA MSA_CMSAA PMSA      PMSAA REGIONA STATEA
-#>    <chr>   <dbl> <chr>  <chr> <lgl>         <dbl> <chr>     <chr> <lgl>   <lgl> 
-#>  1 G0080    1990 OH     28    NA             1692 Akron, O… 0080  NA      NA    
-#>  2 G0360    1990 CA     49    NA             4472 Anaheim-… 0360  NA      NA    
-#>  3 G0440    1990 MI     35    NA             2162 Ann Arbo… 0440  NA      NA    
-#>  4 G0620    1990 IL     14    NA             1602 Aurora--… 0620  NA      NA    
-#>  5 G0845    1990 PA     78    NA             6282 Beaver C… 0845  NA      NA    
-#>  6 G0875    1990 NJ     70    NA             5602 Bergen--… 0875  NA      NA    
-#>  7 G1120    1990 MA     07    NA             1122 Boston, … 1120  NA      NA    
-#>  8 G1125    1990 CO     34    NA             2082 Boulder-… 1125  NA      NA    
-#>  9 G1145    1990 TX     42    NA             3362 Brazoria… 1145  NA      NA    
-#> 10 G1160    1990 CT     70    NA             5602 Bridgepo… 1160  NA      NA    
-#> # ℹ 61 more rows
-#> # ℹ 15 more variables: AREALAND <chr>, AREAWAT <chr>, ANPSADPI <chr>,
-#> #   FUNCSTAT <chr>, INTPTLAT <dbl>, INTPTLNG <dbl>, PSADC <dbl>, D6Z001 <dbl>,
-#> #   D6Z002 <dbl>, D6Z003 <dbl>, D6Z004 <dbl>, D6Z005 <dbl>, D6Z006 <dbl>,
-#> #   D6Z007 <dbl>, D6Z008 <dbl>
    -

    Like microdata extracts, the data include variable-level metadata, -where available:

    -
    -attributes(nhgis_data$D6Z001)
-#> $label
-#> [1] "Total area: 1989 to March 1990"
-#> 
-#> $var_desc
-#> [1] "Table D6Z: Year Structure Built (Universe: Housing Units)"
    -

    However, variable metadata for NHGIS data are slightly different than -those provided by microdata products. First, they come from a .txt -codebook file rather than an .xml DDI file. Codebooks can still be -loaded into an ipums_ddi object, but fields that do not -apply to aggregate data will be empty. In general, NHGIS codebooks -provide only variable labels and descriptions, along with citation -information.

    -
    -nhgis_cb <- read_nhgis_codebook(nhgis_ex1)
-
-# Most useful metadata for NHGIS is for variable labels:
-ipums_var_info(nhgis_cb) %>%
-  select(var_name, var_label, var_desc)
-#> # A tibble: 25 × 3
-#>    var_name  var_label                                                  var_desc
-#>    <chr>     <chr>                                                      <chr>   
-#>  1 GISJOIN   GIS Join Match Code                                        ""      
-#>  2 YEAR      Data File Year                                             ""      
-#>  3 STUSAB    State/US Abbreviation                                      ""      
-#>  4 CMSA      Consolidated Metropolitan Statistical Area                 ""      
-#>  5 DIVISIONA Division Code                                              ""      
-#>  6 MSA_CMSAA Metropolitan Statistical Area/Consolidated Metropolitan S… ""      
-#>  7 PMSA      Primary Metropolitan Statistical Area Name                 ""      
-#>  8 PMSAA     Primary Metropolitan Statistical Area Code                 ""      
-#>  9 REGIONA   Region Code                                                ""      
-#> 10 STATEA    State Code                                                 ""      
-#> # ℹ 15 more rows
    -

    By design, NHGIS codebooks are human-readable, and it may be easier -to interpret their contents in raw format. To view the codebook itself -without converting to an ipums_ddi object, set -raw = TRUE.

    -
    -nhgis_cb <- read_nhgis_codebook(nhgis_ex1, raw = TRUE)
-
-cat(nhgis_cb[1:20], sep = "\n")
-#> --------------------------------------------------------------------------------
-#> Codebook for NHGIS data file 'nhgis0972_ds135_1990_pmsa'
-#> --------------------------------------------------------------------------------
-#>  
-#> Contents
-#>     - Data Summary
-#>     - Data Dictionary
-#>     - Citation and Use
-#>  
-#> Additional documentation on NHGIS data sources is available at: 
-#>     https://www.nhgis.org/documentation/tabular-data 
-#>  
-#> --------------------------------------------------------------------------------
-#> Data Summary
-#> --------------------------------------------------------------------------------
-#>  
-#> Year:             1990
-#> Geographic level: Consolidated Metropolitan Statistical Area--Primary Metropolitan Statistical Area
-#> Dataset:          1990 Census: SSTF 9 - Housing Characteristics of New Units
-#>    NHGIS code:    1990_SSTF09
    -
    -

    Handling multiple files -

    -

    For more complicated NHGIS extracts that include data from multiple -data sources, the provided .zip archive will contain multiple codebook -and data files.

    -

    You can view the files contained in an extract to determine if this -is the case:

    -
    -nhgis_ex2 <- ipums_example("nhgis0731_csv.zip")
-
-ipums_list_files(nhgis_ex2)
-#> # A tibble: 2 × 2
-#>   type  file                                          
-#>   <chr> <chr>                                         
-#> 1 data  nhgis0731_csv/nhgis0731_ds239_20185_nation.csv
-#> 2 data  nhgis0731_csv/nhgis0731_ts_nominal_state.csv
    -

    In these cases, you can use the file_select argument to -indicate which file to load. file_select supports most -features of the tidyselect -selection language. (See ?selection_language for -documentation of the features supported in ipumsr.)

    -
    -nhgis_data2 <- read_nhgis(nhgis_ex2, file_select = contains("nation"))
-nhgis_data3 <- read_nhgis(nhgis_ex2, file_select = contains("ts_nominal_state"))
    -

    The matching codebook should automatically be loaded and attached to -the data:

    -
    -attributes(nhgis_data2$AJWBE001)
-#> $label
-#> [1] "Estimates: Total"
-#> 
-#> $var_desc
-#> [1] "Table AJWB: Sex by Age (Universe: Total population)"
-
-attributes(nhgis_data3$A00AA1790)
-#> $label
-#> [1] "1790: Persons: Total"
-#> 
-#> $var_desc
-#> [1] "Table A00: Total Population"
    -

    (If for some reason the codebook is not loaded correctly, you can -load it separately with read_nhgis_codebook(), which also -accepts a file_select specification.)

    -

    file_select also accepts the full path or the index of -the file to load:

    -
    -# Match by file name
-read_nhgis(nhgis_ex2, file_select = "nhgis0731_csv/nhgis0731_ds239_20185_nation.csv")
-
-# Match first file in extract
-read_nhgis(nhgis_ex2, file_select = 1)
    -
    -
    -

    NHGIS data formats -

    -
    -

    CSV data -

    -

    NHGIS data are most easily handled in .csv format. -read_nhgis() uses readr::read_csv() to handle -the generation of column type specifications. If the guessed -specifications are incorrect, you can use the col_types -argument to adjust. This is most likely to occur for columns that -contain geographic codes that are stored as numeric values:

    -
    -# Convert MSA codes to character format
-read_nhgis(
-  nhgis_ex1,
-  col_types = c(MSA_CMSAA = "c"),
-  verbose = FALSE
-)
-#> # A tibble: 71 × 25
-#>    GISJOIN  YEAR STUSAB CMSA  DIVISIONA MSA_CMSAA PMSA      PMSAA REGIONA STATEA
-#>    <chr>   <dbl> <chr>  <chr> <lgl>     <chr>     <chr>     <chr> <lgl>   <lgl> 
-#>  1 G0080    1990 OH     28    NA        1692      Akron, O… 0080  NA      NA    
-#>  2 G0360    1990 CA     49    NA        4472      Anaheim-… 0360  NA      NA    
-#>  3 G0440    1990 MI     35    NA        2162      Ann Arbo… 0440  NA      NA    
-#>  4 G0620    1990 IL     14    NA        1602      Aurora--… 0620  NA      NA    
-#>  5 G0845    1990 PA     78    NA        6282      Beaver C… 0845  NA      NA    
-#>  6 G0875    1990 NJ     70    NA        5602      Bergen--… 0875  NA      NA    
-#>  7 G1120    1990 MA     07    NA        1122      Boston, … 1120  NA      NA    
-#>  8 G1125    1990 CO     34    NA        2082      Boulder-… 1125  NA      NA    
-#>  9 G1145    1990 TX     42    NA        3362      Brazoria… 1145  NA      NA    
-#> 10 G1160    1990 CT     70    NA        5602      Bridgepo… 1160  NA      NA    
-#> # ℹ 61 more rows
-#> # ℹ 15 more variables: AREALAND <chr>, AREAWAT <chr>, ANPSADPI <chr>,
-#> #   FUNCSTAT <chr>, INTPTLAT <dbl>, INTPTLNG <dbl>, PSADC <dbl>, D6Z001 <dbl>,
-#> #   D6Z002 <dbl>, D6Z003 <dbl>, D6Z004 <dbl>, D6Z005 <dbl>, D6Z006 <dbl>,
-#> #   D6Z007 <dbl>, D6Z008 <dbl>
    -
    -
    -

    Fixed-width data -

    -

    read_nhgis() also handles NHGIS files provided in -fixed-width format:

    -
    -nhgis_fwf <- ipums_example("nhgis0730_fixed.zip")
-
-nhgis_fwf_data <- read_nhgis(nhgis_fwf, file_select = matches("ts_nominal"))
-#> Use of data from NHGIS is subject to conditions including that users should cite the data appropriately. Use command `ipums_conditions()` for more details.
-#> Rows: 84 Columns: 28
-#> ── Column specification ────────────────────────────────────────────────────────
-#> 
-#> chr  (4): GISJOIN, STATE, STATEFP, STATENH
-#> dbl (24): A00AA1790, A00AA1800, A00AA1810, A00AA1820, A00AA1830, A00AA1840, ...
-#> 
-#> ℹ Use `spec()` to retrieve the full column specification for this data.
-#> ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
-
-nhgis_fwf_data
-#> # A tibble: 84 × 28
-#>    GISJOIN STATE         STATEFP STATENH A00AA1790 A00AA1800 A00AA1810 A00AA1820
-#>    <chr>   <chr>         <chr>   <chr>       <dbl>     <dbl>     <dbl>     <dbl>
-#>  1 G010    Alabama       01      010            NA        NA        NA    127901
-#>  2 G020    Alaska        02      020            NA        NA        NA        NA
-#>  3 G025    Alaska Terri… NA      025            NA        NA        NA        NA
-#>  4 G040    Arizona       04      040            NA        NA        NA        NA
-#>  5 G045    Arizona Terr… NA      045            NA        NA        NA        NA
-#>  6 G050    Arkansas      05      050            NA        NA        NA        NA
-#>  7 G055    Arkansas Ter… NA      055            NA        NA        NA     14273
-#>  8 G060    California    06      060            NA        NA        NA        NA
-#>  9 G080    Colorado      08      080            NA        NA        NA        NA
-#> 10 G085    Colorado Ter… NA      085            NA        NA        NA        NA
-#> # ℹ 74 more rows
-#> # ℹ 20 more variables: A00AA1830 <dbl>, A00AA1840 <dbl>, A00AA1850 <dbl>,
-#> #   A00AA1860 <dbl>, A00AA1870 <dbl>, A00AA1880 <dbl>, A00AA1890 <dbl>,
-#> #   A00AA1900 <dbl>, A00AA1910 <dbl>, A00AA1920 <dbl>, A00AA1930 <dbl>,
-#> #   A00AA1940 <dbl>, A00AA1950 <dbl>, A00AA1960 <dbl>, A00AA1970 <dbl>,
-#> #   A00AA1980 <dbl>, A00AA1990 <dbl>, A00AA2000 <dbl>, A00AA2010 <dbl>,
-#> #   A00AA2020 <dbl>
    -

    The correct parsing of NHGIS fixed-width files is driven by the -column parsing information contained in the .do file provided in the -.zip archive. This contains information not only about column positions -and data types, but also implicit decimals in the data.

    -

    If you no longer have access to the .do file, it is best to resubmit -and/or re-download the extract (you may also consider converting to .csv -format in the process). If you have moved the .do file, provide its file -path to the do_file argument to use its column parsing -information.

    -

    Note that unlike read_ipums_micro(), fixed-width files -for NHGIS are still handled by providing the path to the data -file, not the metadata file (i.e. you cannot provide an -ipums_ddi object to the data_file argument of -read_nhgis()). This is for syntactical consistency with the -loading of NHGIS .csv files.

    -
    -
    -
    -
    -

    Reading spatial data -

    -

    IPUMS distributes spatial data for several projects.

    -
      -
    • For microdata projects, spatial data are distributed in shapefiles -on dedicated geography pages separate from the standard extract system. -Look for a Geography and GIS link in the -Supplemental Data section of the project’s website to -find spatial data files and information.
      • -
    • For NHGIS, spatial data can be obtained within the extract system. -Shapefiles will be distributed in their own .zip archive alongside the -.zip archive containing the extract’s tabular data (if any tabular data -are requested).
      • -
    -

    Use read_ipums_sf() to load spatial data from any of -these sources as an sf object from sf.

    -

    read_ipums_sf() also supports the loading of spatial -files within .zip archives and the file_select syntax for -file selection when multiple internal files are present.

    -
    -nhgis_shp_file <- ipums_example("nhgis0972_shape_small.zip")
-
-shp_data <- read_ipums_sf(nhgis_shp_file)
-
-head(shp_data)
-#> Simple feature collection with 6 features and 8 fields
-#> Geometry type: MULTIPOLYGON
-#> Dimension:     XY
-#> Bounding box:  xmin: -129888.4 ymin: -967051.1 xmax: 1948770 ymax: 751282.5
-#> Projected CRS: USA_Contiguous_Albers_Equal_Area_Conic
-#> # A tibble: 6 × 9
-#>   PMSA  MSACMSA ALTCMSA GISJOIN GISJOIN2   SHAPE_AREA SHAPE_LEN GISJOIN3 
-#>   <chr> <chr>   <chr>   <chr>   <chr>           <dbl>     <dbl> <chr>    
-#> 1 3280  3282    41      G3280   3280      2840869482.   320921. G32823280
-#> 2 5760  5602    70      G5760   5760       237428573.   126226. G56025760
-#> 3 1145  3362    42      G1145   1145      3730749183.   489789. G33621145
-#> 4 1920  1922    31      G1920   1920     12068105590.   543164. G19221920
-#> 5 0080  1692    28      G0080   0080      2401347006.   218892. G16920080
-#> 6 1640  1642    21      G1640   1640      5608404797.   415671. G16421640
-#> # ℹ 1 more variable: geometry <MULTIPOLYGON [m]>
    -

    These data can then be joined to associated tabular data. To preserve -IPUMS attributes from the tabular data used in the join, use an -ipums_shape_*_join() function:

    -
    -joined_data <- ipums_shape_left_join(
-  nhgis_data,
-  shp_data,
-  by = "GISJOIN"
-)
-
-attributes(joined_data$MSA_CMSAA)
-#> $label
-#> [1] "Metropolitan Statistical Area/Consolidated Metropolitan Statistical Area Code"
-#> 
-#> $var_desc
-#> [1] ""
    -

    For NHGIS data, the join code typically corresponds to the -GISJOIN variable. However, for microdata projects, the -variable name used for a geographic level in the tabular data may differ -from that in the spatial data. Consult the documentation and metadata -for these files to identify the correct join columns and use the -by argument to join on these columns.

    -

    Once joined, data include both statistical and spatial information -along with the variable metadata.

    -
    -

    Harmonized vs. non-harmonized data -

    -

    Longitudinal analysis of geographic data is complicated by the fact -that geographic boundaries shift over time. IPUMS therefore provides -multiple types of spatial data:

    -
      -
    • Harmonized (also called “integrated” or “consistent”) files have -been made consistent over time by combining geographies that share area -for different time periods.
      • -
    • Non-harmonized, or year-specific, files represent geographies at a -specific point in time.
      • -
    -

    Furthermore, some NHGIS time series tables have been standardized -such that the statistics have been adjusted to apply to a year-specific -geographical boundary.

    -

    When using spatial data, it is important to consult the -project-specific documentation to ensure you are using the most -appropriate boundaries for your research question and the data included -in your analysis. As always, documentation for the IPUMS project you’re -working with should explain the different options available.

    -
    -
    -
    -
    - - - -
    -

    -

    Developed by IPUMS at the University of Minnesota.

    -
    - -
    -

    -

    Site built with pkgdown 2.0.7.

    -
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    - - - - - - - diff --git a/docs/articles/ipums.html b/docs/articles/ipums.html deleted file mode 100644 index ca80e422..00000000 --- a/docs/articles/ipums.html +++ /dev/null @@ -1,481 +0,0 @@ - - - - - - - - -IPUMS Data and R • ipumsr - - - - - - - - - - - - - - - - - - Skip to contents - - -
    - - - - -
    -
    -

    IPUMS Data and R

    - - - Source: vignettes/ipums.Rmd -
    ipums.Rmd
    -
    - - - -

    This article provides an overview of how to find, request, download, -and read IPUMS data into R. For a general introduction to IPUMS and -ipumsr, see the ipumsr home -page.

    -
    -

    Obtaining IPUMS data -

    -

    IPUMS data are free, but do require registration. New users can -register with a particular IPUMS project by clicking the -Register link at the top right of the project -website.

    -

    Users obtain IPUMS data by creating and submitting an extract -request. This specifies which data to include in the resulting -extract (or data extract). IPUMS servers process each -submitted extract request, and when complete, users can download the -extract containing the requested data.

    -

    Extracts typically contain both data and metadata files. Data files -typically come as fixed-width (.dat) files or comma-delimited (.csv) -files. Metadata files contain information about the data file and its -contents, including variable descriptions and parsing instructions for -fixed-width data files. IPUMS microdata projects provide metadata in DDI -(.xml) files. Aggregate data projects provide metadata in either .txt or -.csv formats.

    -

    Users can submit extract requests and download extracts via either -the IPUMS website or the IPUMS API. -ipumsr provides a set of client tools to interface with the API. Note -that only certain -IPUMS projects are currently supported by the IPUMS API.

    -
    -

    Obtaining data via an IPUMS project website -

    -

    To create a new extract request via an IPUMS project website (e.g. IPUMS CPS), navigate to the -extract interface for that project by clicking Select -Data in the heading of the project website.

    -

    -

    The project’s extract interface allows you to explore what’s -available, find documentation about data concepts and sources, and -specify the data you’d like to download. The data selection parameters -will differ across projects; see each project’s documentation for more -details on the available options.

    -

    If you’ve never created an extract for the project you’re interested -in, a good way to learn the basics is to watch a project-specific video -on creating extracts hosted on the IPUMS Tutorials -page.

    -
    -

    Downloading from microdata projects -

    -

    Once your extract is ready, click the green Download -button to download the data file. Then, right-click the -DDI link in the Codebook column, and select -Save Link As… (see below).

    -

    -

    Note that some browsers may display different text, but there should -be an option to download the DDI file as .xml. (For instance, on Safari, -select Download Linked File As….) For ipumsr to read -the metadata, you must save the file in .xml format, -not .html format.

    -
    -
    -

    Downloading from aggregate data projects -

    -

    Aggregate data projects include data and metadata together in a -single .zip archive. To download them, simply click on the green -Tables button (for tabular data) and/or GIS -Files button (for spatial boundary or location data) in the -Download Data column.

    -
    -
    -
    -

    Obtaining data via the IPUMS API -

    -

    Users can also create and submit extract requests within R by using -ipumsr functions that interface with the IPUMS API. The IPUMS API -currently supports access to the extract system for certain -IPUMS collections.

    -
    -

    Extract support -

    -

    ipumsr provides an interface to the IPUMS extract system via the -IPUMS API for the following collections:

    -
      -
    • IPUMS USA
      • -
    • IPUMS CPS
      • -
    • IPUMS International
      • -
    • IPUMS NHGIS
      • -
    -
    -
    -

    Metadata support -

    -

    ipumsr provides access to comprehensive metadata via the IPUMS API -for the following collections:

    -
      -
    • IPUMS NHGIS
      • -
    -

    Users can query NHGIS metadata to explore available data when -specifying NHGIS extract requests.

    -

    A listing of available samples is provided for the following -collections:

    -
      -
    • IPUMS USA
      • -
    • IPUMS CPS
      • -
    • IPUMS International
      • -
    -

    Increased access to metadata for these projects is in progress. -Currently, creating extract requests for these projects requires using -the corresponding project websites to find samples and variables of -interest and obtain their API identifiers for use in R extract -definitions.

    -
    -
    -

    Workflow -

    -

    Once you have identified the data you would like to request, the -workflow for requesting and downloading data via API is -straightforward.

    -

    First, define the parameters of your extract. The available extract -definition options will differ by IPUMS data collection. See the microdata API request and NHGIS API request vignettes for more -details on defining an extract.

    -
    -cps_extract_request <- define_extract_cps(
-  description = "2018-2019 CPS Data",
-  samples = c("cps2018_05s", "cps2019_05s"),
-  variables = c("SEX", "AGE", "YEAR")
-)
-
-nhgis_extract_request <- define_extract_nhgis(
-  description = "NHGIS Data via IPUMS API",
-  datasets = ds_spec(
-    "1990_STF1",
-    data_tables = c("NP1", "NP2", "NP3"),
-    geog_levels = "state"
-  )
-)
    -

    Next, submit your extract definition. After waiting for it to -complete, you can download the files directly to your local machine -without ever having to leave R:

    -
    -submitted_extract <- submit_extract(cps_extract_request)
-downloadable_extract <- wait_for_extract(submitted_extract)
-data_files <- download_extract(downloadable_extract)
    -

    You can also get the specifications of your previous extract -requests, even if they weren’t made with the API:

    -
    -past_extracts <- get_extract_history("nhgis")
    -

    See the introduction to the IPUMS API -for more details about how to use ipumsr to interact with the IPUMS -API.

    -
    -
    -
    -
    -

    Reading IPUMS data -

    -

    Once you have downloaded an extract, you can load the data into R -with the family of read_*() functions in ipumsr. These -functions expand on those provided in readr in two -ways:

    -
      -
    • ipumsr anticipates standard IPUMS file structures, limiting the need -for users to manually extract and organize their downloaded files before -reading.
      • -
    • ipumsr uses an extract’s metadata files to automatically attach -contextual information to the data. This allows users to easily identify -variable names, variable descriptions, and labeled data values (from -haven), which are common in IPUMS files.
      • -
    -

    File loading is covered in depth in the reading IPUMS data vignette.

    -
    -

    Microdata files -

    -

    For microdata files, use the read_ipums_micro_*() family -with the DDI (.xml) metadata file for your extract:

    -
    -cps_file <- ipums_example("cps_00157.xml")
-cps_data <- read_ipums_micro(cps_file)
-#> Use of data from IPUMS CPS is subject to conditions including that users should cite the data appropriately. Use command `ipums_conditions()` for more details.
-
-head(cps_data)
-#> # A tibble: 6 × 8
-#>    YEAR SERIAL MONTH     ASECWTH STATEFIP       PERNUM ASECWT INCTOT            
-#>   <dbl>  <dbl> <int+lbl>   <dbl> <int+lbl>       <dbl>  <dbl> <dbl+lbl>         
-#> 1  1962     80 3 [March]   1476. 55 [Wisconsin]      1  1476.      4883         
-#> 2  1962     80 3 [March]   1476. 55 [Wisconsin]      2  1471.      5800         
-#> 3  1962     80 3 [March]   1476. 55 [Wisconsin]      3  1579. 999999998 [Missin…
-#> 4  1962     82 3 [March]   1598. 27 [Minnesota]      1  1598.     14015         
-#> 5  1962     83 3 [March]   1707. 27 [Minnesota]      1  1707.     16552         
-#> 6  1962     84 3 [March]   1790. 27 [Minnesota]      1  1790.      6375
    -
    -
    -

    NHGIS files -

    -

    For NHGIS files, use read_nhgis():

    -
    -nhgis_file <- ipums_example("nhgis0972_csv.zip")
-nhgis_data <- read_nhgis(nhgis_file, verbose = FALSE)
-
-head(nhgis_data)
-#> # A tibble: 6 × 25
-#>   GISJOIN  YEAR STUSAB CMSA  DIVISIONA MSA_CMSAA PMSA       PMSAA REGIONA STATEA
-#>   <chr>   <dbl> <chr>  <chr> <lgl>         <dbl> <chr>      <chr> <lgl>   <lgl> 
-#> 1 G0080    1990 OH     28    NA             1692 Akron, OH… 0080  NA      NA    
-#> 2 G0360    1990 CA     49    NA             4472 Anaheim--… 0360  NA      NA    
-#> 3 G0440    1990 MI     35    NA             2162 Ann Arbor… 0440  NA      NA    
-#> 4 G0620    1990 IL     14    NA             1602 Aurora--E… 0620  NA      NA    
-#> 5 G0845    1990 PA     78    NA             6282 Beaver Co… 0845  NA      NA    
-#> 6 G0875    1990 NJ     70    NA             5602 Bergen--P… 0875  NA      NA    
-#> # ℹ 15 more variables: AREALAND <chr>, AREAWAT <chr>, ANPSADPI <chr>,
-#> #   FUNCSTAT <chr>, INTPTLAT <dbl>, INTPTLNG <dbl>, PSADC <dbl>, D6Z001 <dbl>,
-#> #   D6Z002 <dbl>, D6Z003 <dbl>, D6Z004 <dbl>, D6Z005 <dbl>, D6Z006 <dbl>,
-#> #   D6Z007 <dbl>, D6Z008 <dbl>
    -
    -
    -

    Spatial boundary files -

    -

    ipumsr also supports the reading of IPUMS shapefiles (spatial -boundary and location files) into the sf format provided by -the sf package:

    -
    -shp_file <- ipums_example("nhgis0972_shape_small.zip")
-nhgis_shp <- read_ipums_sf(shp_file)
-
-head(nhgis_shp)
-#> Simple feature collection with 6 features and 8 fields
-#> Geometry type: MULTIPOLYGON
-#> Dimension:     XY
-#> Bounding box:  xmin: -129888.4 ymin: -967051.1 xmax: 1948770 ymax: 751282.5
-#> Projected CRS: USA_Contiguous_Albers_Equal_Area_Conic
-#> # A tibble: 6 × 9
-#>   PMSA  MSACMSA ALTCMSA GISJOIN GISJOIN2   SHAPE_AREA SHAPE_LEN GISJOIN3 
-#>   <chr> <chr>   <chr>   <chr>   <chr>           <dbl>     <dbl> <chr>    
-#> 1 3280  3282    41      G3280   3280      2840869482.   320921. G32823280
-#> 2 5760  5602    70      G5760   5760       237428573.   126226. G56025760
-#> 3 1145  3362    42      G1145   1145      3730749183.   489789. G33621145
-#> 4 1920  1922    31      G1920   1920     12068105590.   543164. G19221920
-#> 5 0080  1692    28      G0080   0080      2401347006.   218892. G16920080
-#> 6 1640  1642    21      G1640   1640      5608404797.   415671. G16421640
-#> # ℹ 1 more variable: geometry <MULTIPOLYGON [m]>
    -
    -
    -

    Ancillary files -

    -

    ipumsr is primarily designed to read data produced by the IPUMS -extract system. However, IPUMS does distribute other files, often -available via direct download. In many cases, these can be loaded with -ipumsr. Otherwise, these files can likely be handled by existing data -reading packages like readr (for delimited files) or -haven (for Stata, SPSS, or SAS files).

    -
    -
    -

    Exploring file metadata -

    -

    Load a file’s metadata with read_ipums_ddi() (for -microdata projects) and read_nhgis_codebook() (for NHGIS). -These provide file- and variable-level metadata for a given data source, -which can be used to interpret the data contents.

    -
    -cps_meta <- read_ipums_ddi(cps_file)
-nhgis_meta <- read_nhgis_codebook(nhgis_file)
    -

    Summarize the variable metadata for a dataset using -ipums_var_info():

    -
    -ipums_var_info(cps_meta)
-#> # A tibble: 8 × 10
-#>   var_name var_label        var_desc val_labels code_instr start   end imp_decim
-#>   <chr>    <chr>            <chr>    <list>     <chr>      <dbl> <dbl>     <dbl>
-#> 1 YEAR     Survey year      "YEAR r… <tibble>   "YEAR is …     1     4         0
-#> 2 SERIAL   Household seria… "SERIAL… <tibble>   "SERIAL i…     5     9         0
-#> 3 MONTH    Month            "MONTH … <tibble>    NA           10    11         0
-#> 4 ASECWTH  Annual Social a… "ASECWT… <tibble>   "ASECWTH …    12    22         4
-#> 5 STATEFIP State (FIPS cod… "STATEF… <tibble>    NA           23    24         0
-#> 6 PERNUM   Person number i… "PERNUM… <tibble>   "PERNUM i…    25    26         0
-#> 7 ASECWT   Annual Social a… "ASECWT… <tibble>   "ASECWT i…    27    37         4
-#> 8 INCTOT   Total personal … "INCTOT… <tibble>   "99999999…    38    46         0
-#> # ℹ 2 more variables: var_type <chr>, rectypes <lgl>
    -

    You can also get contextual details for specific variables:

    -
    -ipums_var_desc(cps_data$INCTOT)
-#> [1] "INCTOT indicates each respondent's total pre-tax personal income or losses from all sources for the previous calendar year.  Amounts are expressed as they were reported to the interviewer; users must adjust for inflation using Consumer Price Index adjustment factors."
-
-ipums_val_labels(cps_data$STATEFIP)
-#> # A tibble: 75 × 2
-#>      val lbl                 
-#>    <int> <chr>               
-#>  1     1 Alabama             
-#>  2     2 Alaska              
-#>  3     4 Arizona             
-#>  4     5 Arkansas            
-#>  5     6 California          
-#>  6     8 Colorado            
-#>  7     9 Connecticut         
-#>  8    10 Delaware            
-#>  9    11 District of Columbia
-#> 10    12 Florida             
-#> # ℹ 65 more rows
    -
    -

    Labelled values -

    -

    ipumsr also provides a family of lbl_*() functions to -assist in accessing and manipulating the value-level metadata included -in IPUMS data. This allows for value labels to be incorporated into the -data processing pipeline. For instance:

    -
    -# Remove labels for values that do not appear in the data
-cps_data$STATEFIP <- lbl_clean(cps_data$STATEFIP)
-
-ipums_val_labels(cps_data$STATEFIP)
-#> # A tibble: 5 × 2
-#>     val lbl         
-#>   <int> <chr>       
-#> 1    19 Iowa        
-#> 2    27 Minnesota   
-#> 3    38 North Dakota
-#> 4    46 South Dakota
-#> 5    55 Wisconsin
    -
    -# Combine North and South Dakota into a single value/label pair
-cps_data$STATEFIP <- lbl_relabel(
-  cps_data$STATEFIP,
-  lbl("38_46", "Dakotas") ~ grepl("Dakota", .lbl)
-)
-
-ipums_val_labels(cps_data$STATEFIP)
-#> # A tibble: 4 × 2
-#>   val   lbl      
-#>   <chr> <chr>    
-#> 1 19    Iowa     
-#> 2 27    Minnesota
-#> 3 38_46 Dakotas  
-#> 4 55    Wisconsin
    -

    See the value labels vignette for -more details.

    -
    -
    -
    -
    -
    - - - -
    -

    -

    Developed by IPUMS at the University of Minnesota.

    -
    - -
    -

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    Value Labels in IPUMS data

    - - - Source: vignettes/value-labels.Rmd -
    value-labels.Rmd
    -
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    IPUMS variable metadata -

    -

    IPUMS data come with three primary types of variable-level -metadata:

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    • Variable labels are succinct labels -that serve as human-readable variable names (in contrast to more -esoteric column names).

      • -

    • Variable descriptions are extended text -descriptions of the contents of a variable. These provide more -information about what a given variable measures.

      • -

    • Value labels link particular data -values to more meaningful text labels. For instance, the -HEALTH variable may have data values including -1 and 2, but these are actually stand-ins for -“Excellent” and “Very good” health. This mapping would be contained in a -value-label pair that includes a value and its associated -label.

      • -
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    The rest of this article will focus on value labels; for more about -variable labels and descriptions, see ?ipums_var_info.

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    Value labels -

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    ipumsr uses the labelled -class from the haven package to handle value labels.

    -

    You can see this in the column data types when loading IPUMS data. -Note that <int+lbl> appears below MONTH -and ASECFLAG:

    -
    -library(ipumsr)
-
-ddi <- read_ipums_ddi(ipums_example("cps_00160.xml"))
-cps <- read_ipums_micro(ddi, verbose = FALSE)
-
-cps[, 1:5]
-#> # A tibble: 10,883 × 5
-#>     YEAR SERIAL MONTH       CPSID ASECFLAG 
-#>    <dbl>  <dbl> <int+lbl>   <dbl> <int+lbl>
-#>  1  2016  24138 3 [March] 2.02e13 1 [ASEC] 
-#>  2  2016  24139 3 [March] 2.02e13 1 [ASEC] 
-#>  3  2016  24139 3 [March] 2.02e13 1 [ASEC] 
-#>  4  2016  24140 3 [March] 2.02e13 1 [ASEC] 
-#>  5  2016  24140 3 [March] 2.02e13 1 [ASEC] 
-#>  6  2016  24140 3 [March] 2.02e13 1 [ASEC] 
-#>  7  2016  24141 3 [March] 2.02e13 1 [ASEC] 
-#>  8  2016  24142 3 [March] 2.02e13 1 [ASEC] 
-#>  9  2016  24142 3 [March] 2.02e13 1 [ASEC] 
-#> 10  2016  24142 3 [March] 2.02e13 1 [ASEC] 
-#> # ℹ 10,873 more rows
    -

    This indicates that the data contained in these columns are integers -but include value labels. You can use the function -is.labelled() to determine if a variable is indeed -labelled:

    -
    -is.labelled(cps$STATEFIP)
-#> [1] TRUE
    -

    Some of the labels are actually printed inline alongside their data -values, but it can be easier to see them by isolating them:

    -
    -# Labels print when accessing the column
-head(cps$MONTH)
-#> <labelled<integer>[6]>: Month
-#> [1] 3 3 3 3 3 3
-#> 
-#> Labels:
-#>  value     label
-#>      1   January
-#>      2  February
-#>      3     March
-#>      4     April
-#>      5       May
-#>      6      June
-#>      7      July
-#>      8    August
-#>      9 September
-#>     10   October
-#>     11  November
-#>     12  December
-
-# Get labels alone
-ipums_val_labels(cps$MONTH)
-#> # A tibble: 12 × 2
-#>      val lbl      
-#>    <int> <chr>    
-#>  1     1 January  
-#>  2     2 February 
-#>  3     3 March    
-#>  4     4 April    
-#>  5     5 May      
-#>  6     6 June     
-#>  7     7 July     
-#>  8     8 August   
-#>  9     9 September
-#> 10    10 October  
-#> 11    11 November 
-#> 12    12 December
    -
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    -labelled vs. factor -

    -

    Base R already supports the linking of numeric data to categories -using its factor data type. While factors may be more -familiar, they were designed to support efficient calculations in linear -models, not as a human-readable labeling system for interpreting and -processing data.

    -

    Compared to factors, labelled vectors have two main -properties that make them more suitable for working with IPUMS data:

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    • They don’t require that all values be labelled
      • -
    • They don’t require values to be assigned to increasing integers -starting at 1
      • -
    -

    Consider the case of the AGE variable. For many IPUMS -products, AGE provides a person’s age in years, but certain -special values have other interpretations:

    -
    -head(cps$AGE)
-#> <labelled<integer>[6]>: Age
-#> [1] 54 54 52 38 15 38
-#> 
-#> Labels:
-#>  value               label
-#>      0        Under 1 year
-#>     90 90 (90+, 1988-2002)
-#>     99                 99+
    -

    As you can see, the 0 value represents all ages less than 1, and the -90 and 99 values actually represent ranges of ages. Coercing -AGE to a factor would convert all values of 0 to 1, because -factors always assign values starting at 1:

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    -cps$AGE_FACTOR <- as_factor(cps$AGE)
-
-age0_factor <- cps[cps$AGE == 0, ]$AGE_FACTOR
-
-# The levels look the same
-unique(age0_factor)
-#> [1] Under 1 year
-#> 84 Levels: Under 1 year 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ... 99+
-
-# But the values have changed
-unique(as.numeric(age0_factor))
-#> [1] 1
    -

    Additionally, because not all values exist in the data, high values, -like 85, 90, and 99 have been mapped to lower values:

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    -age85_factor <- cps[cps$AGE == 85, ]$AGE_FACTOR
-
-unique(as.numeric(age85_factor))
-#> [1] 82
    -

    These different representations lead to inconsistencies in calculated -values:

    -
    -mean(cps$AGE)
-#> [1] 35.0226
-
-mean(as.numeric(cps$AGE_FACTOR))
-#> [1] 35.94836
    -
    -

    Cautions regarding labelled variables -

    -

    While labelled variables provide the benefits described -above, they also present challenges.

    -

    For example, you may have noticed that both of the means -calculated above are suspect:

    -
      -
    • In the case of AGE_FACTOR, the values have been -remapped during conversion and several are inconsistent with the -original data.
      • -
    • In the case of AGE, we have considered all people over -90 to be exactly 90, and all people over 99 to be exactly -99—labelled variables don’t ensure that calculations are -correct any more than factors do!
      • -
    -

    Furthermore, many R functions ignore value labels or even actively -remove them from the data:

    -
    -ipums_val_labels(cps$HEALTH)
-#> # A tibble: 5 × 2
-#>     val lbl      
-#>   <int> <chr>    
-#> 1     1 Excellent
-#> 2     2 Very good
-#> 3     3 Good     
-#> 4     4 Fair     
-#> 5     5 Poor
-
-HEALTH2 <- ifelse(cps$HEALTH > 3, 3, cps$HEALTH)
-ipums_val_labels(HEALTH2)
-#> # A tibble: 0 × 2
-#> # ℹ 2 variables: val <dbl>, lbl <chr>
    -

    So, labelled vectors are not intended for use throughout -the entire analysis process. Instead, they should be used during the -initial data preparation process to convert raw data into values that -are more meaningful. These can then be converted to other variable types -(often factors) for analysis.

    -

    Unfortunately, this isn’t a process that can typically be automated, -as it depends primarily on the research questions the data will be used -to address. However, ipumsr provides several functions to manipulate -value labels to make this process easier.

    -
    -
    -
    -

    Prepping data with value labels -

    -
    -

    Convert labelled values to other data types -

    -

    Use as_factor() once labels have the correct categories -and need no further manipulation. For instance, MONTH -already has sensible categories, so we can convert it to a factor right -away:

    -
    -ipums_val_labels(cps$MONTH)
-#> # A tibble: 12 × 2
-#>      val lbl      
-#>    <int> <chr>    
-#>  1     1 January  
-#>  2     2 February 
-#>  3     3 March    
-#>  4     4 April    
-#>  5     5 May      
-#>  6     6 June     
-#>  7     7 July     
-#>  8     8 August   
-#>  9     9 September
-#> 10    10 October  
-#> 11    11 November 
-#> 12    12 December
-
-cps$MONTH <- as_factor(cps$MONTH)
    -

    as_factor() can also convert all labelled -variables in a data frame to factors at once. If you prefer to work with -factors, you can do this conversion immediately after loading data, and -then prepare these variables using techniques you would use for -factors.

    -
    -cps <- as_factor(cps)
-
-# ... further preparation of variables as factors
    -

    If you prefer to handle these variables in labelled -format, you can use the lbl_* helpers first, then call -as_factor() on the entire data frame.

    -

    Some variables may be more appropriate to use as numeric values -rather than factors. In these cases, you can simply remove the labels -with zap_labels().

    -

    INCTOT, which measures personal income, fits this -description:

    -
    -inctot_num <- zap_labels(cps$INCTOT)
-
-typeof(inctot_num)
-#> [1] "double"
-
-ipums_val_labels(inctot_num)
-#> # A tibble: 0 × 2
-#> # ℹ 2 variables: val <dbl>, lbl <chr>
    -

    Note that labelled values are not generally intended to be -interpreted as numeric values, so zap_labels() should only -be used after labels have been properly handled. For example, in -INCTOT, labelled values used to identify missing values are -encoded with large numbers:

    -
    -ipums_val_labels(cps$INCTOT)
-#> # A tibble: 2 × 2
-#>         val lbl                      
-#>       <dbl> <chr>                    
-#> 1 999999998 Missing. (1962-1964 only)
-#> 2 999999999 N.I.U.
    -

    Treating these as legitimate observations will significantly skew any -calculations with this variable if not first converted to -NA.

    -
    -
    -

    Create missing values based on value labels -

    -

    Many IPUMS variables use labelled values to identify missing data. -This allows for more detail about why certain observations were missing -than would be available were values loaded as NA.

    -

    As we saw with INCTOT, value labels were used to -identify two types of missing data: those that are legitimately missing -and those that are not in the universe of observations.

    -
    -ipums_val_labels(cps$INCTOT)
-#> # A tibble: 2 × 2
-#>         val lbl                      
-#>       <dbl> <chr>                    
-#> 1 999999998 Missing. (1962-1964 only)
-#> 2 999999999 N.I.U.
    -

    To convert one or both of these labelled values to NA, -use lbl_na_if(). To use lbl_na_if(), you must -supply a function to handle the conversion. The function should take a -value-label pair as its input and output TRUE for those -pairs whose values should be converted to NA.

    -
    -

    Syntax for value label functions -

    -

    Several lbl_* helper functions, including -lbl_na_if(), require a user-defined function to handle -recoding of value-label pairs. ipumsr provides a syntax to easily -reference the values and labels in this user-defined function:

    -
      -
    • The .val argument references the values -
      • -
    • The .lbl argument references the labels -
      • -
    -

    For instance, to convert all values equal to 999999999 -to NA, we can provide a function that uses the -.val argument:

    -
    -# Convert to NA using function that returns TRUE for all labelled values equal to 99999999
-inctot_na <- lbl_na_if(
-  cps$INCTOT,
-  function(.val, .lbl) .val == 999999999
-)
-
-# All 99999999 values have been converted to NA
-any(inctot_na == 999999999, na.rm = TRUE)
-#> [1] FALSE
-
-# And the label has been removed:
-ipums_val_labels(inctot_na)
-#> # A tibble: 1 × 2
-#>         val lbl                      
-#>       <dbl> <chr>                    
-#> 1 999999998 Missing. (1962-1964 only)
    -

    We could achieve the same result by referencing the labels -themselves:

    -
    -# Convert to NA for labels that contain "N.I.U."
-inctot_na2 <- lbl_na_if(
-  cps$INCTOT,
-  function(.val, .lbl) grepl("N.I.U.", .lbl)
-)
-
-# Same result
-all(inctot_na2 == inctot_na, na.rm = TRUE)
-#> [1] TRUE
    -

    You can also specify the function using a one-sided formula:

    -
    -lbl_na_if(cps$INCTOT, ~ .val == 999999999)
    -

    Note that .val only refers to labelled -values—unlabelled values are not affected:

    -
    -x <- lbl_na_if(cps$INCTOT, ~ .val >= 0)
-
-# Unlabelled values greater than the cutoff are still present:
-length(which(x > 0))
-#> [1] 7501
    -

    To convert unlabelled values to NA, use -dplyr::na_if() instead.

    -
    -
    -
    -

    Relabel values -

    -

    lbl_relabel() can be used to create new value-label -pairs, often to recombine existing labels into more general categories. -It takes a two-sided formula to handle the relabeling:

    -
      -
    • On the left-hand side, use the lbl() helper to define a -new value-label pair.
      • -
    • On the right-hand side, provide a function that returns -TRUE for those value-label pairs that should be relabelled -with the new value-label pair from the left-hand side.
      • -
    -

    The function again uses the .val and .lbl -syntax mentioned above to refer to values and -labels, respectively.

    -

    For instance, we could reclassify the categories in -MIGRATE1 such that all migration within a state is captured -in a single category:

    -
    -ipums_val_labels(cps$MIGRATE1)
-#> # A tibble: 8 × 2
-#>     val lbl                                 
-#>   <int> <chr>                               
-#> 1     0 NIU                                 
-#> 2     1 Same house                          
-#> 3     2 Different house, place not reported 
-#> 4     3 Moved within county                 
-#> 5     4 Moved within state, different county
-#> 6     5 Moved between states                
-#> 7     6 Abroad                              
-#> 8     9 Unknown
-
-cps$MIGRATE1 <- lbl_relabel(
-  cps$MIGRATE1,
-  lbl(0, "NIU / Missing / Unknown") ~ .val %in% c(0, 2, 9),
-  lbl(1, "Stayed in state") ~ .val %in% c(1, 3, 4)
-)
-
-ipums_val_labels(cps$MIGRATE1)
-#> # A tibble: 4 × 2
-#>     val lbl                    
-#>   <dbl> <chr>                  
-#> 1     0 NIU / Missing / Unknown
-#> 2     1 Stayed in state        
-#> 3     5 Moved between states   
-#> 4     6 Abroad
    -

    Many IPUMS variables include detailed labels that are grouped -together into more general categories. These are often encoded with -multi-digit values, where the starting digit refers to the larger -category.

    -

    For instance, the EDUC variable contains categories for -individual grades as well as categories for multiple grade groups:

    -
    -head(ipums_val_labels(cps$EDUC), 15)
-#> # A tibble: 15 × 2
-#>      val lbl                 
-#>    <int> <chr>               
-#>  1     0 NIU or no schooling 
-#>  2     1 NIU or blank        
-#>  3     2 None or preschool   
-#>  4    10 Grades 1, 2, 3, or 4
-#>  5    11 Grade 1             
-#>  6    12 Grade 2             
-#>  7    13 Grade 3             
-#>  8    14 Grade 4             
-#>  9    20 Grades 5 or 6       
-#> 10    21 Grade 5             
-#> 11    22 Grade 6             
-#> 12    30 Grades 7 or 8       
-#> 13    31 Grade 7             
-#> 14    32 Grade 8             
-#> 15    40 Grade 9
    -

    You could use lbl_relabel() to collapse the detailed -categories into the more general ones, but you would have to define new -value labels for all the categories. Instead, you could use -lbl_collapse().

    -

    lbl_collapse() uses a function that takes -.val and .lbl arguments -and returns the new value each input value should be assigned to. The -label of the lowest original value is used for each collapsed group. To -group by the tens digit, use the integer division operator -%/%:

    -
    -# %/% refers to integer division, which divides but discards the remainder
-10 %/% 10
-#> [1] 1
-11 %/% 10
-#> [1] 1
-
-# Convert to groups by tens digit
-cps$EDUC2 <- lbl_collapse(cps$EDUC, ~ .val %/% 10)
-
-ipums_val_labels(cps$EDUC2)
-#> # A tibble: 14 × 2
-#>      val lbl                 
-#>    <dbl> <chr>               
-#>  1     0 NIU or no schooling 
-#>  2     1 Grades 1, 2, 3, or 4
-#>  3     2 Grades 5 or 6       
-#>  4     3 Grades 7 or 8       
-#>  5     4 Grade 9             
-#>  6     5 Grade 10            
-#>  7     6 Grade 11            
-#>  8     7 Grade 12            
-#>  9     8 1 year of college   
-#> 10     9 2 years of college  
-#> 11    10 3 years of college  
-#> 12    11 4 years of college  
-#> 13    12 5+ years of college 
-#> 14    99 Missing/Unknown
    -
    -

    Relabeling caveats -

    -

    It is always worth checking that the new labels make sense based on -your research question. For instance, in the above example, both -"12th grade, no diploma" and -"High school diploma or equivalent" are collapsed to a -single group as they both have values in the 70s. This may be suitable -for your purposes, but for more control, it is best to use -lbl_relabel().

    -

    Note that lbl_relabel() and lbl_collapse() -only operate on labelled values, and are therefore designed for -use with fully labelled vectors. That is, if you attempt to -relabel a vector that has some unlabelled values, they will be converted -to NA.

    -

    To avoid this, you can add labels for all values using -lbl_add_vals() before relabeling (see below). In general, this shouldn’t be necessary, as -most partially-labelled vectors only include labels with ancillary -information, like missing value indicators. These can typically be -handled by other helpers, like lbl_na_if(), without -requiring relabeling.

    -
    -
    -
    -

    Remove unused value labels -

    -

    Some variables may contain labels for values that don’t appear in the -data. Unused levels still appear in factor representations of these -variables, so it is often beneficial to remove them with -lbl_clean():

    -
    -ipums_val_labels(cps$STATEFIP)
-#> # A tibble: 75 × 2
-#>      val lbl                 
-#>    <int> <chr>               
-#>  1     1 Alabama             
-#>  2     2 Alaska              
-#>  3     4 Arizona             
-#>  4     5 Arkansas            
-#>  5     6 California          
-#>  6     8 Colorado            
-#>  7     9 Connecticut         
-#>  8    10 Delaware            
-#>  9    11 District of Columbia
-#> 10    12 Florida             
-#> # ℹ 65 more rows
-
-ipums_val_labels(lbl_clean(cps$STATEFIP))
-#> # A tibble: 5 × 2
-#>     val lbl         
-#>   <int> <chr>       
-#> 1    19 Iowa        
-#> 2    27 Minnesota   
-#> 3    38 North Dakota
-#> 4    46 South Dakota
-#> 5    55 Wisconsin
    -
    -
    -

    Add new labels -

    -

    As mentioned above, value labels are intended to be used as an -intermediate data structure for preparing newly-imported data. As such, -you’re not likely to need to add new labels, but if you do, use -lbl_add(), lbl_add_vals(), or -lbl_define().

    -

    lbl_add() takes an arbitrary number of -lbl() placeholders that will be added to a given -labelled vector:

    -
    -x <- haven::labelled(
-  c(100, 200, 105, 990, 999, 230),
-  c(`Unknown` = 990, NIU = 999)
-)
-
-lbl_add(
-  x,
-  lbl(100, "$100"),
-  lbl(105, "$105"),
-  lbl(200, "$200"),
-  lbl(230, "$230")
-)
-#> <labelled<double>[6]>
-#> [1] 100 200 105 990 999 230
-#> 
-#> Labels:
-#>  value   label
-#>    100    $100
-#>    105    $105
-#>    200    $200
-#>    230    $230
-#>    990 Unknown
-#>    999     NIU
    -

    lbl_add_vals() adds labels for all unlabelled values in -a labelled vector with an optional labeller function. (This -can be useful if you wish to operate on a partially labelled vector with -a function that requires labelled input, like -lbl_relabel().)

    -
    -# `.` refers to each label value
-lbl_add_vals(x, ~ paste0("$", .))
-#> <labelled<double>[6]>
-#> [1] 100 200 105 990 999 230
-#> 
-#> Labels:
-#>  value   label
-#>    100    $100
-#>    105    $105
-#>    200    $200
-#>    230    $230
-#>    990 Unknown
-#>    999     NIU
    -

    lbl_define() makes a labelled vector out of -an unlabelled one. Use the same syntax as is used for -lbl_relabel() to define new labels based on the unlabelled -values:

    -
    -age <- c(10, 12, 16, 18, 20, 22, 25, 27)
-
-# Group age values into two label groups.
-# Values not captured by the right hand side functions remain unlabelled
-lbl_define(
-  age,
-  lbl(1, "Pre-college age") ~ .val < 18,
-  lbl(2, "College age") ~ .val >= 18 & .val <= 22
-)
-#> <labelled<double>[8]>
-#> [1]  1  1  1  2  2  2 25 27
-#> 
-#> Labels:
-#>  value           label
-#>      1 Pre-college age
-#>      2     College age
    -

    Once all labelled variables have been appropriately converted to -factors or numeric values, the data can move forward in the processing -pipeline.

    -
    -
    -
    -

    Other resources -

    -

    The haven package, which underlies ipumsr’s handling -of value labels, provides more details on the labelled -class. See vignette("semantics", package = "haven").

    -

    The labelled package provides other methods for -manipulating value labels, some of which overlap those provided by -ipumsr.

    -

    The questionr package includes functions for exploring -labelled variables. In particular, the functions -describe, freq and lookfor all -print out to console information about the variable using the value -labels.

    -

    Finally, the foreign and prettyR packages -don’t use the labelled class, but provide similar -functionality for handling value labels, which could be adapted for use -with labelled vectors.

    -
    -
    -
    - - - -
    -

    -

    Developed by IPUMS at the University of Minnesota.

    -
    - -
    -

    -

    Site built with pkgdown 2.0.7.

    -
    - -
    -
    - - - - - - - diff --git a/docs/authors.html b/docs/authors.html deleted file mode 100644 index 0a871aae..00000000 --- a/docs/authors.html +++ /dev/null @@ -1,150 +0,0 @@ - -Authors and Citation • ipumsr - Skip to contents - - -
    -
    -
    -

    Authors and Citation

    -
    - -
    -

    Authors

    - -
    • -

      Greg Freedman Ellis. Author. -

      -
      • -
    • -

      Derek Burk. Author, maintainer. -

      -
      • -
    • -

      Finn Roberts. Author. -

      -
      • -
    • -

      Joe Grover. Contributor. -

      -
      • -
    • -

      Dan Ehrlich. Contributor. -

      -
      • -
    • -

      Renae Rodgers. Contributor. -

      -
      • -
    • -

      Institute for Social Research and Data Innovation. Copyright holder. -

      -
      • -
    - -
    -

    Citation

    -

    Source: DESCRIPTION

    - -

    Greg Freedman Ellis, Derek Burk, Finn Roberts (2024). -ipumsr: An R Interface for Downloading, Reading, and Handling IPUMS Data. -https://tech.popdata.org/ipumsr/, https://github.com/ipums/ipumsr, https://www.ipums.org. -

    - 
    @Manual{,
-  title = {ipumsr: An R Interface for Downloading, Reading, and Handling IPUMS Data},
-  author = {{Greg Freedman Ellis} and {Derek Burk} and {Finn Roberts}},
-  year = {2024},
-  note = {https://tech.popdata.org/ipumsr/, https://github.com/ipums/ipumsr, https://www.ipums.org},
-}
    -
    -
    - - -
    -

    Developed by IPUMS at the University of Minnesota.

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    - -
    -

    Site built with pkgdown 2.0.7.

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s(t){i.add(t.name),[].concat(t.requires||[],t.requiresIfExists||[]).forEach((function(t){if(!i.has(t)){var n=e.get(t);n&&s(n)}})),n.push(t)}return t.forEach((function(t){e.set(t.name,t)})),t.forEach((function(t){i.has(t.name)||s(t)})),n}var Be={placement:"bottom",modifiers:[],strategy:"absolute"};function Fe(){for(var t=arguments.length,e=new Array(t),i=0;iNumber.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(B.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=Q.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter((t=>a(t)));i.length&&b(i,e,t===Ye,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(2===t.button||"keyup"===t.type&&"Tab"!==t.key)return;const e=Q.find(ti);for(const i of e){const e=hi.getInstance(i);if(!e||!1===e._config.autoClose)continue;const n=t.composedPath(),s=n.includes(e._menu);if(n.includes(e._element)||"inside"===e._config.autoClose&&!s||"outside"===e._config.autoClose&&s)continue;if(e._menu.contains(t.target)&&("keyup"===t.type&&"Tab"===t.key||/input|select|option|textarea|form/i.test(t.target.tagName)))continue;const o={relatedTarget:e._element};"click"===t.type&&(o.clickEvent=t),e._completeHide(o)}}static dataApiKeydownHandler(t){const e=/input|textarea/i.test(t.target.tagName),i="Escape"===t.key,n=[Xe,Ye].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Ze)?this:Q.prev(this,Ze)[0]||Q.next(this,Ze)[0]||Q.findOne(Ze,t.delegateTarget.parentNode),o=hi.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}P.on(document,Ge,Ze,hi.dataApiKeydownHandler),P.on(document,Ge,ei,hi.dataApiKeydownHandler),P.on(document,Ue,hi.clearMenus),P.on(document,"keyup.bs.dropdown.data-api",hi.clearMenus),P.on(document,Ue,Ze,(function(t){t.preventDefault(),hi.getOrCreateInstance(this).toggle()})),g(hi);const di=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",ui=".sticky-top",fi="padding-right",pi="margin-right";class gi{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,fi,(e=>e+t)),this._setElementAttributes(di,fi,(e=>e+t)),this._setElementAttributes(ui,pi,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,fi),this._resetElementAttributes(di,fi),this._resetElementAttributes(ui,pi)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&B.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=B.getDataAttribute(t,e);null!==i?(B.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(o(t))e(t);else for(const i of Q.find(t,this._element))e(i)}}const mi="show",_i="mousedown.bs.backdrop",bi={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},vi={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class yi extends F{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return bi}static get DefaultType(){return vi}static get NAME(){return"backdrop"}show(t){if(!this._config.isVisible)return void m(t);this._append();const e=this._getElement();this._config.isAnimated&&d(e),e.classList.add(mi),this._emulateAnimation((()=>{m(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(mi),this._emulateAnimation((()=>{this.dispose(),m(t)}))):m(t)}dispose(){this._isAppended&&(P.off(this._element,_i),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=r(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),P.on(t,_i,(()=>{m(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){_(t,this._getElement(),this._config.isAnimated)}}const wi=".bs.focustrap",Ai="backward",Ei={autofocus:!0,trapElement:null},Ti={autofocus:"boolean",trapElement:"element"};class Ci extends F{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return Ei}static get DefaultType(){return Ti}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),P.off(document,wi),P.on(document,"focusin.bs.focustrap",(t=>this._handleFocusin(t))),P.on(document,"keydown.tab.bs.focustrap",(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,P.off(document,wi))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=Q.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===Ai?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?Ai:"forward")}}const Oi="hidden.bs.modal",xi="show.bs.modal",ki="modal-open",Li="show",Di="modal-static",Si={backdrop:!0,focus:!0,keyboard:!0},Ii={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class Ni extends z{constructor(t,e){super(t,e),this._dialog=Q.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new gi,this._addEventListeners()}static get Default(){return Si}static get DefaultType(){return Ii}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||P.trigger(this._element,xi,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(ki),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(P.trigger(this._element,"hide.bs.modal").defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(Li),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){for(const t of[window,this._dialog])P.off(t,".bs.modal");this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new yi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new Ci({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=Q.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),d(this._element),this._element.classList.add(Li),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,P.trigger(this._element,"shown.bs.modal",{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){P.on(this._element,"keydown.dismiss.bs.modal",(t=>{if("Escape"===t.key)return this._config.keyboard?(t.preventDefault(),void this.hide()):void this._triggerBackdropTransition()})),P.on(window,"resize.bs.modal",(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),P.on(this._element,"mousedown.dismiss.bs.modal",(t=>{P.one(this._element,"click.dismiss.bs.modal",(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(ki),this._resetAdjustments(),this._scrollBar.reset(),P.trigger(this._element,Oi)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(P.trigger(this._element,"hidePrevented.bs.modal").defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(Di)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(Di),this._queueCallback((()=>{this._element.classList.remove(Di),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=p()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=p()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Ni.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}P.on(document,"click.bs.modal.data-api",'[data-bs-toggle="modal"]',(function(t){const e=n(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),P.one(e,xi,(t=>{t.defaultPrevented||P.one(e,Oi,(()=>{a(this)&&this.focus()}))}));const i=Q.findOne(".modal.show");i&&Ni.getInstance(i).hide(),Ni.getOrCreateInstance(e).toggle(this)})),q(Ni),g(Ni);const Pi="show",ji="showing",Mi="hiding",Hi=".offcanvas.show",$i="hidePrevented.bs.offcanvas",Wi="hidden.bs.offcanvas",Bi={backdrop:!0,keyboard:!0,scroll:!1},Fi={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class zi extends z{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return Bi}static get DefaultType(){return Fi}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||P.trigger(this._element,"show.bs.offcanvas",{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new gi).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(ji),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(Pi),this._element.classList.remove(ji),P.trigger(this._element,"shown.bs.offcanvas",{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(P.trigger(this._element,"hide.bs.offcanvas").defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add(Mi),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(Pi,Mi),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new gi).reset(),P.trigger(this._element,Wi)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new yi({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():P.trigger(this._element,$i)}:null})}_initializeFocusTrap(){return new Ci({trapElement:this._element})}_addEventListeners(){P.on(this._element,"keydown.dismiss.bs.offcanvas",(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():P.trigger(this._element,$i))}))}static jQueryInterface(t){return this.each((function(){const e=zi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}P.on(document,"click.bs.offcanvas.data-api",'[data-bs-toggle="offcanvas"]',(function(t){const e=n(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this))return;P.one(e,Wi,(()=>{a(this)&&this.focus()}));const i=Q.findOne(Hi);i&&i!==e&&zi.getInstance(i).hide(),zi.getOrCreateInstance(e).toggle(this)})),P.on(window,"load.bs.offcanvas.data-api",(()=>{for(const t of Q.find(Hi))zi.getOrCreateInstance(t).show()})),P.on(window,"resize.bs.offcanvas",(()=>{for(const t of Q.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&zi.getOrCreateInstance(t).hide()})),q(zi),g(zi);const qi=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Ri=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Vi=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Ki=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!qi.has(i)||Boolean(Ri.test(t.nodeValue)||Vi.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Qi={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Xi={allowList:Qi,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"
    "},Yi={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},Ui={entry:"(string|element|function|null)",selector:"(string|element)"};class Gi extends F{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Xi}static get DefaultType(){return Yi}static get NAME(){return"TemplateFactory"}getContent(){return Object.values(this._config.content).map((t=>this._resolvePossibleFunction(t))).filter(Boolean)}hasContent(){return this.getContent().length>0}changeContent(t){return this._checkContent(t),this._config.content={...this._config.content,...t},this}toHtml(){const t=document.createElement("div");t.innerHTML=this._maybeSanitize(this._config.template);for(const[e,i]of Object.entries(this._config.content))this._setContent(t,i,e);const e=t.children[0],i=this._resolvePossibleFunction(this._config.extraClass);return i&&e.classList.add(...i.split(" ")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Ui)}_setContent(t,e,i){const n=Q.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?o(e)?this._putElementInTemplate(r(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Ki(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return"function"==typeof t?t(this):t}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const Ji=new Set(["sanitize","allowList","sanitizeFn"]),Zi="fade",tn="show",en=".modal",nn="hide.bs.modal",sn="hover",on="focus",rn={AUTO:"auto",TOP:"top",RIGHT:p()?"left":"right",BOTTOM:"bottom",LEFT:p()?"right":"left"},an={allowList:Qi,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,0],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'',title:"",trigger:"hover focus"},ln={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class cn extends z{constructor(t,e){if(void 0===Ke)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,e),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return an}static get DefaultType(){return ln}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),P.off(this._element.closest(en),nn,this._hideModalHandler),this.tip&&this.tip.remove(),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=P.trigger(this._element,this.constructor.eventName("show")),e=(c(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this.tip&&(this.tip.remove(),this.tip=null);const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),P.trigger(this._element,this.constructor.eventName("inserted"))),this._popper?this._popper.update():this._popper=this._createPopper(i),i.classList.add(tn),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))P.on(t,"mouseover",h);this._queueCallback((()=>{P.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(!this._isShown())return;if(P.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented)return;const t=this._getTipElement();if(t.classList.remove(tn),"ontouchstart"in document.documentElement)for(const t 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object[0] : object\n }\n\n if (typeof object === 'string' && object.length > 0) {\n return document.querySelector(object)\n }\n\n return null\n}\n\nconst isVisible = element => {\n if (!isElement(element) || element.getClientRects().length === 0) {\n return false\n }\n\n const elementIsVisible = getComputedStyle(element).getPropertyValue('visibility') === 'visible'\n // Handle `details` element as its content may falsie appear visible when it is closed\n const closedDetails = element.closest('details:not([open])')\n\n if (!closedDetails) {\n return elementIsVisible\n }\n\n if (closedDetails !== element) {\n const summary = element.closest('summary')\n if (summary && summary.parentNode !== closedDetails) {\n return false\n }\n\n if (summary === null) {\n return false\n }\n }\n\n return elementIsVisible\n}\n\nconst isDisabled = element => {\n if (!element || element.nodeType !== Node.ELEMENT_NODE) {\n return true\n }\n\n if (element.classList.contains('disabled')) {\n return true\n }\n\n if (typeof element.disabled !== 'undefined') {\n return element.disabled\n }\n\n return element.hasAttribute('disabled') && element.getAttribute('disabled') !== 'false'\n}\n\nconst findShadowRoot = element => {\n if (!document.documentElement.attachShadow) {\n return null\n }\n\n // Can find the shadow root otherwise it'll return the document\n if (typeof element.getRootNode === 'function') {\n const root = element.getRootNode()\n return root instanceof ShadowRoot ? root : null\n }\n\n if (element instanceof ShadowRoot) {\n return element\n }\n\n // when we don't find a shadow root\n if (!element.parentNode) {\n return null\n }\n\n return findShadowRoot(element.parentNode)\n}\n\nconst noop = () => {}\n\n/**\n * Trick to restart an element's animation\n *\n * @param {HTMLElement} element\n * @return void\n *\n * @see https://www.charistheo.io/blog/2021/02/restart-a-css-animation-with-javascript/#restarting-a-css-animation\n */\nconst reflow = element => {\n element.offsetHeight // eslint-disable-line no-unused-expressions\n}\n\nconst getjQuery = () => {\n if (window.jQuery && !document.body.hasAttribute('data-bs-no-jquery')) {\n return window.jQuery\n }\n\n return null\n}\n\nconst DOMContentLoadedCallbacks = []\n\nconst onDOMContentLoaded = callback => {\n if (document.readyState === 'loading') {\n // add listener on the first call when the document is in loading state\n if (!DOMContentLoadedCallbacks.length) {\n document.addEventListener('DOMContentLoaded', () => {\n for (const callback of DOMContentLoadedCallbacks) {\n callback()\n }\n })\n }\n\n DOMContentLoadedCallbacks.push(callback)\n } else {\n callback()\n }\n}\n\nconst isRTL = () => document.documentElement.dir === 'rtl'\n\nconst defineJQueryPlugin = plugin => {\n onDOMContentLoaded(() => {\n const $ = getjQuery()\n /* istanbul ignore if */\n if ($) {\n const name = plugin.NAME\n const JQUERY_NO_CONFLICT = $.fn[name]\n $.fn[name] = plugin.jQueryInterface\n $.fn[name].Constructor = plugin\n $.fn[name].noConflict = () => {\n $.fn[name] = JQUERY_NO_CONFLICT\n return plugin.jQueryInterface\n }\n }\n })\n}\n\nconst execute = callback => {\n if (typeof callback === 'function') {\n callback()\n }\n}\n\nconst executeAfterTransition = (callback, transitionElement, waitForTransition = true) => {\n if (!waitForTransition) {\n execute(callback)\n return\n }\n\n const durationPadding = 5\n const emulatedDuration = getTransitionDurationFromElement(transitionElement) + durationPadding\n\n let called = false\n\n const handler = ({ target }) => {\n if (target !== transitionElement) {\n return\n }\n\n called = true\n transitionElement.removeEventListener(TRANSITION_END, handler)\n execute(callback)\n }\n\n transitionElement.addEventListener(TRANSITION_END, handler)\n setTimeout(() => {\n if (!called) {\n triggerTransitionEnd(transitionElement)\n }\n }, emulatedDuration)\n}\n\n/**\n * Return the previous/next element of a list.\n *\n * @param {array} list The list of elements\n * @param activeElement The active element\n * @param shouldGetNext Choose to get next or previous element\n * @param isCycleAllowed\n * @return {Element|elem} The proper element\n */\nconst getNextActiveElement = (list, activeElement, shouldGetNext, isCycleAllowed) => {\n const listLength = list.length\n let index = list.indexOf(activeElement)\n\n // if the element does not exist in the list return an element\n // depending on the direction and if cycle is allowed\n if (index === -1) {\n return !shouldGetNext && isCycleAllowed ? list[listLength - 1] : list[0]\n }\n\n index += shouldGetNext ? 1 : -1\n\n if (isCycleAllowed) {\n index = (index + listLength) % listLength\n }\n\n return list[Math.max(0, Math.min(index, listLength - 1))]\n}\n\nexport {\n defineJQueryPlugin,\n execute,\n executeAfterTransition,\n findShadowRoot,\n getElement,\n getElementFromSelector,\n getjQuery,\n getNextActiveElement,\n getSelectorFromElement,\n getTransitionDurationFromElement,\n getUID,\n isDisabled,\n isElement,\n isRTL,\n isVisible,\n noop,\n onDOMContentLoaded,\n reflow,\n triggerTransitionEnd,\n toType\n}\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): dom/event-handler.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport { getjQuery } from '../util/index'\n\n/**\n * Constants\n */\n\nconst namespaceRegex = /[^.]*(?=\\..*)\\.|.*/\nconst stripNameRegex = /\\..*/\nconst stripUidRegex = /::\\d+$/\nconst eventRegistry = {} // Events storage\nlet uidEvent = 1\nconst customEvents = {\n mouseenter: 'mouseover',\n mouseleave: 'mouseout'\n}\n\nconst nativeEvents = new Set([\n 'click',\n 'dblclick',\n 'mouseup',\n 'mousedown',\n 'contextmenu',\n 'mousewheel',\n 'DOMMouseScroll',\n 'mouseover',\n 'mouseout',\n 'mousemove',\n 'selectstart',\n 'selectend',\n 'keydown',\n 'keypress',\n 'keyup',\n 'orientationchange',\n 'touchstart',\n 'touchmove',\n 'touchend',\n 'touchcancel',\n 'pointerdown',\n 'pointermove',\n 'pointerup',\n 'pointerleave',\n 'pointercancel',\n 'gesturestart',\n 'gesturechange',\n 'gestureend',\n 'focus',\n 'blur',\n 'change',\n 'reset',\n 'select',\n 'submit',\n 'focusin',\n 'focusout',\n 'load',\n 'unload',\n 'beforeunload',\n 'resize',\n 'move',\n 'DOMContentLoaded',\n 'readystatechange',\n 'error',\n 'abort',\n 'scroll'\n])\n\n/**\n * Private methods\n */\n\nfunction makeEventUid(element, uid) {\n return (uid && `${uid}::${uidEvent++}`) || element.uidEvent || uidEvent++\n}\n\nfunction getElementEvents(element) {\n const uid = makeEventUid(element)\n\n element.uidEvent = uid\n eventRegistry[uid] = eventRegistry[uid] || {}\n\n return eventRegistry[uid]\n}\n\nfunction bootstrapHandler(element, fn) {\n return function handler(event) {\n hydrateObj(event, { delegateTarget: element })\n\n if (handler.oneOff) {\n EventHandler.off(element, event.type, fn)\n }\n\n return fn.apply(element, [event])\n }\n}\n\nfunction bootstrapDelegationHandler(element, selector, fn) {\n return function handler(event) {\n const domElements = element.querySelectorAll(selector)\n\n for (let { target } = event; target && target !== this; target = target.parentNode) {\n for (const domElement of domElements) {\n if (domElement !== target) {\n continue\n }\n\n hydrateObj(event, { delegateTarget: target })\n\n if (handler.oneOff) {\n EventHandler.off(element, event.type, selector, fn)\n }\n\n return fn.apply(target, [event])\n }\n }\n }\n}\n\nfunction findHandler(events, callable, delegationSelector = null) {\n return Object.values(events)\n .find(event => event.callable === callable && event.delegationSelector === delegationSelector)\n}\n\nfunction normalizeParameters(originalTypeEvent, handler, delegationFunction) {\n const isDelegated = typeof handler === 'string'\n // todo: tooltip passes `false` instead of selector, so we need to check\n const callable = isDelegated ? delegationFunction : (handler || delegationFunction)\n let typeEvent = getTypeEvent(originalTypeEvent)\n\n if (!nativeEvents.has(typeEvent)) {\n typeEvent = originalTypeEvent\n }\n\n return [isDelegated, callable, typeEvent]\n}\n\nfunction addHandler(element, originalTypeEvent, handler, delegationFunction, oneOff) {\n if (typeof originalTypeEvent !== 'string' || !element) {\n return\n }\n\n let [isDelegated, callable, typeEvent] = normalizeParameters(originalTypeEvent, handler, delegationFunction)\n\n // in case of mouseenter or mouseleave wrap the handler within a function that checks for its DOM position\n // this prevents the handler from being dispatched the same way as mouseover or mouseout does\n if (originalTypeEvent in customEvents) {\n const wrapFunction = fn => {\n return function (event) {\n if (!event.relatedTarget || (event.relatedTarget !== event.delegateTarget && !event.delegateTarget.contains(event.relatedTarget))) {\n return fn.call(this, event)\n }\n }\n }\n\n callable = wrapFunction(callable)\n }\n\n const events = getElementEvents(element)\n const handlers = events[typeEvent] || (events[typeEvent] = {})\n const previousFunction = findHandler(handlers, callable, isDelegated ? handler : null)\n\n if (previousFunction) {\n previousFunction.oneOff = previousFunction.oneOff && oneOff\n\n return\n }\n\n const uid = makeEventUid(callable, originalTypeEvent.replace(namespaceRegex, ''))\n const fn = isDelegated ?\n bootstrapDelegationHandler(element, handler, callable) :\n bootstrapHandler(element, callable)\n\n fn.delegationSelector = isDelegated ? handler : null\n fn.callable = callable\n fn.oneOff = oneOff\n fn.uidEvent = uid\n handlers[uid] = fn\n\n element.addEventListener(typeEvent, fn, isDelegated)\n}\n\nfunction removeHandler(element, events, typeEvent, handler, delegationSelector) {\n const fn = findHandler(events[typeEvent], handler, delegationSelector)\n\n if (!fn) {\n return\n }\n\n element.removeEventListener(typeEvent, fn, Boolean(delegationSelector))\n delete events[typeEvent][fn.uidEvent]\n}\n\nfunction removeNamespacedHandlers(element, events, typeEvent, namespace) {\n const storeElementEvent = events[typeEvent] || {}\n\n for (const handlerKey of Object.keys(storeElementEvent)) {\n if (handlerKey.includes(namespace)) {\n const event = storeElementEvent[handlerKey]\n removeHandler(element, events, typeEvent, event.callable, event.delegationSelector)\n }\n }\n}\n\nfunction getTypeEvent(event) {\n // allow to get the native events from namespaced events ('click.bs.button' --> 'click')\n event = event.replace(stripNameRegex, '')\n return customEvents[event] || event\n}\n\nconst EventHandler = {\n on(element, event, handler, delegationFunction) {\n addHandler(element, event, handler, delegationFunction, false)\n },\n\n one(element, event, handler, delegationFunction) {\n addHandler(element, event, handler, delegationFunction, true)\n },\n\n off(element, originalTypeEvent, handler, delegationFunction) {\n if (typeof originalTypeEvent !== 'string' || !element) {\n return\n }\n\n const [isDelegated, callable, typeEvent] = normalizeParameters(originalTypeEvent, handler, delegationFunction)\n const inNamespace = typeEvent !== originalTypeEvent\n const events = getElementEvents(element)\n const storeElementEvent = events[typeEvent] || {}\n const isNamespace = originalTypeEvent.startsWith('.')\n\n if (typeof callable !== 'undefined') {\n // Simplest case: handler is passed, remove that listener ONLY.\n if (!Object.keys(storeElementEvent).length) {\n return\n }\n\n removeHandler(element, events, typeEvent, callable, isDelegated ? handler : null)\n return\n }\n\n if (isNamespace) {\n for (const elementEvent of Object.keys(events)) {\n removeNamespacedHandlers(element, events, elementEvent, originalTypeEvent.slice(1))\n }\n }\n\n for (const keyHandlers of Object.keys(storeElementEvent)) {\n const handlerKey = keyHandlers.replace(stripUidRegex, '')\n\n if (!inNamespace || originalTypeEvent.includes(handlerKey)) {\n const event = storeElementEvent[keyHandlers]\n removeHandler(element, events, typeEvent, event.callable, event.delegationSelector)\n }\n }\n },\n\n trigger(element, event, args) {\n if (typeof event !== 'string' || !element) {\n return null\n }\n\n const $ = getjQuery()\n const typeEvent = getTypeEvent(event)\n const inNamespace = event !== typeEvent\n\n let jQueryEvent = null\n let bubbles = true\n let nativeDispatch = true\n let defaultPrevented = false\n\n if (inNamespace && $) {\n jQueryEvent = $.Event(event, args)\n\n $(element).trigger(jQueryEvent)\n bubbles = !jQueryEvent.isPropagationStopped()\n nativeDispatch = !jQueryEvent.isImmediatePropagationStopped()\n defaultPrevented = jQueryEvent.isDefaultPrevented()\n }\n\n let evt = new Event(event, { bubbles, cancelable: true })\n evt = hydrateObj(evt, args)\n\n if (defaultPrevented) {\n evt.preventDefault()\n }\n\n if (nativeDispatch) {\n element.dispatchEvent(evt)\n }\n\n if (evt.defaultPrevented && jQueryEvent) {\n jQueryEvent.preventDefault()\n }\n\n return evt\n }\n}\n\nfunction hydrateObj(obj, meta) {\n for (const [key, value] of Object.entries(meta || {})) {\n try {\n obj[key] = value\n } catch {\n Object.defineProperty(obj, key, {\n configurable: true,\n get() {\n return value\n }\n })\n }\n }\n\n return obj\n}\n\nexport default EventHandler\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): dom/data.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n/**\n * Constants\n */\n\nconst elementMap = new Map()\n\nexport default {\n set(element, key, instance) {\n if (!elementMap.has(element)) {\n elementMap.set(element, new Map())\n }\n\n const instanceMap = elementMap.get(element)\n\n // make it clear we only want one instance per element\n // can be removed later when multiple key/instances are fine to be used\n if (!instanceMap.has(key) && instanceMap.size !== 0) {\n // eslint-disable-next-line no-console\n console.error(`Bootstrap doesn't allow more than one instance per element. Bound instance: ${Array.from(instanceMap.keys())[0]}.`)\n return\n }\n\n instanceMap.set(key, instance)\n },\n\n get(element, key) {\n if (elementMap.has(element)) {\n return elementMap.get(element).get(key) || null\n }\n\n return null\n },\n\n remove(element, key) {\n if (!elementMap.has(element)) {\n return\n }\n\n const instanceMap = elementMap.get(element)\n\n instanceMap.delete(key)\n\n // free up element references if there are no instances left for an element\n if (instanceMap.size === 0) {\n elementMap.delete(element)\n }\n }\n}\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): dom/manipulator.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nfunction normalizeData(value) {\n if (value === 'true') {\n return true\n }\n\n if (value === 'false') {\n return false\n }\n\n if (value === Number(value).toString()) {\n return Number(value)\n }\n\n if (value === '' || value === 'null') {\n return null\n }\n\n if (typeof value !== 'string') {\n return value\n }\n\n try {\n return JSON.parse(decodeURIComponent(value))\n } catch {\n return value\n }\n}\n\nfunction normalizeDataKey(key) {\n return key.replace(/[A-Z]/g, chr => `-${chr.toLowerCase()}`)\n}\n\nconst Manipulator = {\n setDataAttribute(element, key, value) {\n element.setAttribute(`data-bs-${normalizeDataKey(key)}`, value)\n },\n\n removeDataAttribute(element, key) {\n element.removeAttribute(`data-bs-${normalizeDataKey(key)}`)\n },\n\n getDataAttributes(element) {\n if (!element) {\n return {}\n }\n\n const attributes = {}\n const bsKeys = Object.keys(element.dataset).filter(key => key.startsWith('bs') && !key.startsWith('bsConfig'))\n\n for (const key of bsKeys) {\n let pureKey = key.replace(/^bs/, '')\n pureKey = pureKey.charAt(0).toLowerCase() + pureKey.slice(1, pureKey.length)\n attributes[pureKey] = normalizeData(element.dataset[key])\n }\n\n return attributes\n },\n\n getDataAttribute(element, key) {\n return normalizeData(element.getAttribute(`data-bs-${normalizeDataKey(key)}`))\n }\n}\n\nexport default Manipulator\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): util/config.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport { isElement, toType } from './index'\nimport Manipulator from '../dom/manipulator'\n\n/**\n * Class definition\n */\n\nclass Config {\n // Getters\n static get Default() {\n return {}\n }\n\n static get DefaultType() {\n return {}\n }\n\n static get NAME() {\n throw new Error('You have to implement the static method \"NAME\", for each component!')\n }\n\n _getConfig(config) {\n config = this._mergeConfigObj(config)\n config = this._configAfterMerge(config)\n this._typeCheckConfig(config)\n return config\n }\n\n _configAfterMerge(config) {\n return config\n }\n\n _mergeConfigObj(config, element) {\n const jsonConfig = isElement(element) ? Manipulator.getDataAttribute(element, 'config') : {} // try to parse\n\n return {\n ...this.constructor.Default,\n ...(typeof jsonConfig === 'object' ? jsonConfig : {}),\n ...(isElement(element) ? Manipulator.getDataAttributes(element) : {}),\n ...(typeof config === 'object' ? config : {})\n }\n }\n\n _typeCheckConfig(config, configTypes = this.constructor.DefaultType) {\n for (const property of Object.keys(configTypes)) {\n const expectedTypes = configTypes[property]\n const value = config[property]\n const valueType = isElement(value) ? 'element' : toType(value)\n\n if (!new RegExp(expectedTypes).test(valueType)) {\n throw new TypeError(\n `${this.constructor.NAME.toUpperCase()}: Option \"${property}\" provided type \"${valueType}\" but expected type \"${expectedTypes}\".`\n )\n }\n }\n }\n}\n\nexport default Config\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): base-component.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport Data from './dom/data'\nimport { executeAfterTransition, getElement } from './util/index'\nimport EventHandler from './dom/event-handler'\nimport Config from './util/config'\n\n/**\n * Constants\n */\n\nconst VERSION = '5.2.2'\n\n/**\n * Class definition\n */\n\nclass BaseComponent extends Config {\n constructor(element, config) {\n super()\n\n element = getElement(element)\n if (!element) {\n return\n }\n\n this._element = element\n this._config = this._getConfig(config)\n\n Data.set(this._element, this.constructor.DATA_KEY, this)\n }\n\n // Public\n dispose() {\n Data.remove(this._element, this.constructor.DATA_KEY)\n EventHandler.off(this._element, this.constructor.EVENT_KEY)\n\n for (const propertyName of Object.getOwnPropertyNames(this)) {\n this[propertyName] = null\n }\n }\n\n _queueCallback(callback, element, isAnimated = true) {\n executeAfterTransition(callback, element, isAnimated)\n }\n\n _getConfig(config) {\n config = this._mergeConfigObj(config, this._element)\n config = this._configAfterMerge(config)\n this._typeCheckConfig(config)\n return config\n }\n\n // Static\n static getInstance(element) {\n return Data.get(getElement(element), this.DATA_KEY)\n }\n\n static getOrCreateInstance(element, config = {}) {\n return this.getInstance(element) || new this(element, typeof config === 'object' ? config : null)\n }\n\n static get VERSION() {\n return VERSION\n }\n\n static get DATA_KEY() {\n return `bs.${this.NAME}`\n }\n\n static get EVENT_KEY() {\n return `.${this.DATA_KEY}`\n }\n\n static eventName(name) {\n return `${name}${this.EVENT_KEY}`\n }\n}\n\nexport default BaseComponent\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): util/component-functions.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport EventHandler from '../dom/event-handler'\nimport { getElementFromSelector, isDisabled } from './index'\n\nconst enableDismissTrigger = (component, method = 'hide') => {\n const clickEvent = `click.dismiss${component.EVENT_KEY}`\n const name = component.NAME\n\n EventHandler.on(document, clickEvent, `[data-bs-dismiss=\"${name}\"]`, function (event) {\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault()\n }\n\n if (isDisabled(this)) {\n return\n }\n\n const target = getElementFromSelector(this) || this.closest(`.${name}`)\n const instance = component.getOrCreateInstance(target)\n\n // Method argument is left, for Alert and only, as it doesn't implement the 'hide' method\n instance[method]()\n })\n}\n\nexport {\n enableDismissTrigger\n}\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): alert.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport { defineJQueryPlugin } from './util/index'\nimport EventHandler from './dom/event-handler'\nimport BaseComponent from './base-component'\nimport { enableDismissTrigger } from './util/component-functions'\n\n/**\n * Constants\n */\n\nconst NAME = 'alert'\nconst DATA_KEY = 'bs.alert'\nconst EVENT_KEY = `.${DATA_KEY}`\n\nconst EVENT_CLOSE = `close${EVENT_KEY}`\nconst EVENT_CLOSED = `closed${EVENT_KEY}`\nconst CLASS_NAME_FADE = 'fade'\nconst CLASS_NAME_SHOW = 'show'\n\n/**\n * Class definition\n */\n\nclass Alert extends BaseComponent {\n // Getters\n static get NAME() {\n return NAME\n }\n\n // Public\n close() {\n const closeEvent = EventHandler.trigger(this._element, EVENT_CLOSE)\n\n if (closeEvent.defaultPrevented) {\n return\n }\n\n this._element.classList.remove(CLASS_NAME_SHOW)\n\n const isAnimated = this._element.classList.contains(CLASS_NAME_FADE)\n this._queueCallback(() => this._destroyElement(), this._element, isAnimated)\n }\n\n // Private\n _destroyElement() {\n this._element.remove()\n EventHandler.trigger(this._element, EVENT_CLOSED)\n this.dispose()\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Alert.getOrCreateInstance(this)\n\n if (typeof config !== 'string') {\n return\n }\n\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`)\n }\n\n data[config](this)\n })\n }\n}\n\n/**\n * Data API implementation\n */\n\nenableDismissTrigger(Alert, 'close')\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Alert)\n\nexport default Alert\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): button.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport { defineJQueryPlugin } from './util/index'\nimport EventHandler from './dom/event-handler'\nimport BaseComponent from './base-component'\n\n/**\n * Constants\n */\n\nconst NAME = 'button'\nconst DATA_KEY = 'bs.button'\nconst EVENT_KEY = `.${DATA_KEY}`\nconst DATA_API_KEY = '.data-api'\n\nconst CLASS_NAME_ACTIVE = 'active'\nconst SELECTOR_DATA_TOGGLE = '[data-bs-toggle=\"button\"]'\nconst EVENT_CLICK_DATA_API = `click${EVENT_KEY}${DATA_API_KEY}`\n\n/**\n * Class definition\n */\n\nclass Button extends BaseComponent {\n // Getters\n static get NAME() {\n return NAME\n }\n\n // Public\n toggle() {\n // Toggle class and sync the `aria-pressed` attribute with the return value of the `.toggle()` method\n this._element.setAttribute('aria-pressed', this._element.classList.toggle(CLASS_NAME_ACTIVE))\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Button.getOrCreateInstance(this)\n\n if (config === 'toggle') {\n data[config]()\n }\n })\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API, SELECTOR_DATA_TOGGLE, event => {\n event.preventDefault()\n\n const button = event.target.closest(SELECTOR_DATA_TOGGLE)\n const data = Button.getOrCreateInstance(button)\n\n data.toggle()\n})\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Button)\n\nexport default Button\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): dom/selector-engine.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport { isDisabled, isVisible } from '../util/index'\n\n/**\n * Constants\n */\n\nconst SelectorEngine = {\n find(selector, element = document.documentElement) {\n return [].concat(...Element.prototype.querySelectorAll.call(element, selector))\n },\n\n findOne(selector, element = document.documentElement) {\n return Element.prototype.querySelector.call(element, selector)\n },\n\n children(element, selector) {\n return [].concat(...element.children).filter(child => child.matches(selector))\n },\n\n parents(element, selector) {\n const parents = []\n let ancestor = element.parentNode.closest(selector)\n\n while (ancestor) {\n parents.push(ancestor)\n ancestor = ancestor.parentNode.closest(selector)\n }\n\n return parents\n },\n\n prev(element, selector) {\n let previous = element.previousElementSibling\n\n while (previous) {\n if (previous.matches(selector)) {\n return [previous]\n }\n\n previous = previous.previousElementSibling\n }\n\n return []\n },\n // TODO: this is now unused; remove later along with prev()\n next(element, selector) {\n let next = element.nextElementSibling\n\n while (next) {\n if (next.matches(selector)) {\n return [next]\n }\n\n next = next.nextElementSibling\n }\n\n return []\n },\n\n focusableChildren(element) {\n const focusables = [\n 'a',\n 'button',\n 'input',\n 'textarea',\n 'select',\n 'details',\n '[tabindex]',\n '[contenteditable=\"true\"]'\n ].map(selector => `${selector}:not([tabindex^=\"-\"])`).join(',')\n\n return this.find(focusables, element).filter(el => !isDisabled(el) && isVisible(el))\n }\n}\n\nexport default SelectorEngine\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): util/swipe.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport Config from './config'\nimport EventHandler from '../dom/event-handler'\nimport { execute } from './index'\n\n/**\n * Constants\n */\n\nconst NAME = 'swipe'\nconst EVENT_KEY = '.bs.swipe'\nconst EVENT_TOUCHSTART = `touchstart${EVENT_KEY}`\nconst EVENT_TOUCHMOVE = `touchmove${EVENT_KEY}`\nconst EVENT_TOUCHEND = `touchend${EVENT_KEY}`\nconst EVENT_POINTERDOWN = `pointerdown${EVENT_KEY}`\nconst EVENT_POINTERUP = `pointerup${EVENT_KEY}`\nconst POINTER_TYPE_TOUCH = 'touch'\nconst POINTER_TYPE_PEN = 'pen'\nconst CLASS_NAME_POINTER_EVENT = 'pointer-event'\nconst SWIPE_THRESHOLD = 40\n\nconst Default = {\n endCallback: null,\n leftCallback: null,\n rightCallback: null\n}\n\nconst DefaultType = {\n endCallback: '(function|null)',\n leftCallback: '(function|null)',\n rightCallback: '(function|null)'\n}\n\n/**\n * Class definition\n */\n\nclass Swipe extends Config {\n constructor(element, config) {\n super()\n this._element = element\n\n if (!element || !Swipe.isSupported()) {\n return\n }\n\n this._config = this._getConfig(config)\n this._deltaX = 0\n this._supportPointerEvents = Boolean(window.PointerEvent)\n this._initEvents()\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n dispose() {\n EventHandler.off(this._element, EVENT_KEY)\n }\n\n // Private\n _start(event) {\n if (!this._supportPointerEvents) {\n this._deltaX = event.touches[0].clientX\n\n return\n }\n\n if (this._eventIsPointerPenTouch(event)) {\n this._deltaX = event.clientX\n }\n }\n\n _end(event) {\n if (this._eventIsPointerPenTouch(event)) {\n this._deltaX = event.clientX - this._deltaX\n }\n\n this._handleSwipe()\n execute(this._config.endCallback)\n }\n\n _move(event) {\n this._deltaX = event.touches && event.touches.length > 1 ?\n 0 :\n event.touches[0].clientX - this._deltaX\n }\n\n _handleSwipe() {\n const absDeltaX = Math.abs(this._deltaX)\n\n if (absDeltaX <= SWIPE_THRESHOLD) {\n return\n }\n\n const direction = absDeltaX / this._deltaX\n\n this._deltaX = 0\n\n if (!direction) {\n return\n }\n\n execute(direction > 0 ? this._config.rightCallback : this._config.leftCallback)\n }\n\n _initEvents() {\n if (this._supportPointerEvents) {\n EventHandler.on(this._element, EVENT_POINTERDOWN, event => this._start(event))\n EventHandler.on(this._element, EVENT_POINTERUP, event => this._end(event))\n\n this._element.classList.add(CLASS_NAME_POINTER_EVENT)\n } else {\n EventHandler.on(this._element, EVENT_TOUCHSTART, event => this._start(event))\n EventHandler.on(this._element, EVENT_TOUCHMOVE, event => this._move(event))\n EventHandler.on(this._element, EVENT_TOUCHEND, event => this._end(event))\n }\n }\n\n _eventIsPointerPenTouch(event) {\n return this._supportPointerEvents && (event.pointerType === POINTER_TYPE_PEN || event.pointerType === POINTER_TYPE_TOUCH)\n }\n\n // Static\n static isSupported() {\n return 'ontouchstart' in document.documentElement || navigator.maxTouchPoints > 0\n }\n}\n\nexport default Swipe\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): carousel.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport {\n defineJQueryPlugin,\n getElementFromSelector,\n getNextActiveElement,\n isRTL,\n isVisible,\n reflow,\n triggerTransitionEnd\n} from './util/index'\nimport EventHandler from './dom/event-handler'\nimport Manipulator from './dom/manipulator'\nimport SelectorEngine from './dom/selector-engine'\nimport Swipe from './util/swipe'\nimport BaseComponent from './base-component'\n\n/**\n * Constants\n */\n\nconst NAME = 'carousel'\nconst DATA_KEY = 'bs.carousel'\nconst EVENT_KEY = `.${DATA_KEY}`\nconst DATA_API_KEY = '.data-api'\n\nconst ARROW_LEFT_KEY = 'ArrowLeft'\nconst ARROW_RIGHT_KEY = 'ArrowRight'\nconst TOUCHEVENT_COMPAT_WAIT = 500 // Time for mouse compat events to fire after touch\n\nconst ORDER_NEXT = 'next'\nconst ORDER_PREV = 'prev'\nconst DIRECTION_LEFT = 'left'\nconst DIRECTION_RIGHT = 'right'\n\nconst EVENT_SLIDE = `slide${EVENT_KEY}`\nconst EVENT_SLID = `slid${EVENT_KEY}`\nconst EVENT_KEYDOWN = `keydown${EVENT_KEY}`\nconst EVENT_MOUSEENTER = `mouseenter${EVENT_KEY}`\nconst EVENT_MOUSELEAVE = `mouseleave${EVENT_KEY}`\nconst EVENT_DRAG_START = `dragstart${EVENT_KEY}`\nconst EVENT_LOAD_DATA_API = `load${EVENT_KEY}${DATA_API_KEY}`\nconst EVENT_CLICK_DATA_API = `click${EVENT_KEY}${DATA_API_KEY}`\n\nconst CLASS_NAME_CAROUSEL = 'carousel'\nconst CLASS_NAME_ACTIVE = 'active'\nconst CLASS_NAME_SLIDE = 'slide'\nconst CLASS_NAME_END = 'carousel-item-end'\nconst CLASS_NAME_START = 'carousel-item-start'\nconst CLASS_NAME_NEXT = 'carousel-item-next'\nconst CLASS_NAME_PREV = 'carousel-item-prev'\n\nconst SELECTOR_ACTIVE = '.active'\nconst SELECTOR_ITEM = '.carousel-item'\nconst SELECTOR_ACTIVE_ITEM = SELECTOR_ACTIVE + SELECTOR_ITEM\nconst SELECTOR_ITEM_IMG = '.carousel-item img'\nconst SELECTOR_INDICATORS = '.carousel-indicators'\nconst SELECTOR_DATA_SLIDE = '[data-bs-slide], [data-bs-slide-to]'\nconst SELECTOR_DATA_RIDE = '[data-bs-ride=\"carousel\"]'\n\nconst KEY_TO_DIRECTION = {\n [ARROW_LEFT_KEY]: DIRECTION_RIGHT,\n [ARROW_RIGHT_KEY]: DIRECTION_LEFT\n}\n\nconst Default = {\n interval: 5000,\n keyboard: true,\n pause: 'hover',\n ride: false,\n touch: true,\n wrap: true\n}\n\nconst DefaultType = {\n interval: '(number|boolean)', // TODO:v6 remove boolean support\n keyboard: 'boolean',\n pause: '(string|boolean)',\n ride: '(boolean|string)',\n touch: 'boolean',\n wrap: 'boolean'\n}\n\n/**\n * Class definition\n */\n\nclass Carousel extends BaseComponent {\n constructor(element, config) {\n super(element, config)\n\n this._interval = null\n this._activeElement = null\n this._isSliding = false\n this.touchTimeout = null\n this._swipeHelper = null\n\n this._indicatorsElement = SelectorEngine.findOne(SELECTOR_INDICATORS, this._element)\n this._addEventListeners()\n\n if (this._config.ride === CLASS_NAME_CAROUSEL) {\n this.cycle()\n }\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n next() {\n this._slide(ORDER_NEXT)\n }\n\n nextWhenVisible() {\n // FIXME TODO use `document.visibilityState`\n // Don't call next when the page isn't visible\n // or the carousel or its parent isn't visible\n if (!document.hidden && isVisible(this._element)) {\n this.next()\n }\n }\n\n prev() {\n this._slide(ORDER_PREV)\n }\n\n pause() {\n if (this._isSliding) {\n triggerTransitionEnd(this._element)\n }\n\n this._clearInterval()\n }\n\n cycle() {\n this._clearInterval()\n this._updateInterval()\n\n this._interval = setInterval(() => this.nextWhenVisible(), this._config.interval)\n }\n\n _maybeEnableCycle() {\n if (!this._config.ride) {\n return\n }\n\n if (this._isSliding) {\n EventHandler.one(this._element, EVENT_SLID, () => this.cycle())\n return\n }\n\n this.cycle()\n }\n\n to(index) {\n const items = this._getItems()\n if (index > items.length - 1 || index < 0) {\n return\n }\n\n if (this._isSliding) {\n EventHandler.one(this._element, EVENT_SLID, () => this.to(index))\n return\n }\n\n const activeIndex = this._getItemIndex(this._getActive())\n if (activeIndex === index) {\n return\n }\n\n const order = index > activeIndex ? ORDER_NEXT : ORDER_PREV\n\n this._slide(order, items[index])\n }\n\n dispose() {\n if (this._swipeHelper) {\n this._swipeHelper.dispose()\n }\n\n super.dispose()\n }\n\n // Private\n _configAfterMerge(config) {\n config.defaultInterval = config.interval\n return config\n }\n\n _addEventListeners() {\n if (this._config.keyboard) {\n EventHandler.on(this._element, EVENT_KEYDOWN, event => this._keydown(event))\n }\n\n if (this._config.pause === 'hover') {\n EventHandler.on(this._element, EVENT_MOUSEENTER, () => this.pause())\n EventHandler.on(this._element, EVENT_MOUSELEAVE, () => this._maybeEnableCycle())\n }\n\n if (this._config.touch && Swipe.isSupported()) {\n this._addTouchEventListeners()\n }\n }\n\n _addTouchEventListeners() {\n for (const img of SelectorEngine.find(SELECTOR_ITEM_IMG, this._element)) {\n EventHandler.on(img, EVENT_DRAG_START, event => event.preventDefault())\n }\n\n const endCallBack = () => {\n if (this._config.pause !== 'hover') {\n return\n }\n\n // If it's a touch-enabled device, mouseenter/leave are fired as\n // part of the mouse compatibility events on first tap - the carousel\n // would stop cycling until user tapped out of it;\n // here, we listen for touchend, explicitly pause the carousel\n // (as if it's the second time we tap on it, mouseenter compat event\n // is NOT fired) and after a timeout (to allow for mouse compatibility\n // events to fire) we explicitly restart cycling\n\n this.pause()\n if (this.touchTimeout) {\n clearTimeout(this.touchTimeout)\n }\n\n this.touchTimeout = setTimeout(() => this._maybeEnableCycle(), TOUCHEVENT_COMPAT_WAIT + this._config.interval)\n }\n\n const swipeConfig = {\n leftCallback: () => this._slide(this._directionToOrder(DIRECTION_LEFT)),\n rightCallback: () => this._slide(this._directionToOrder(DIRECTION_RIGHT)),\n endCallback: endCallBack\n }\n\n this._swipeHelper = new Swipe(this._element, swipeConfig)\n }\n\n _keydown(event) {\n if (/input|textarea/i.test(event.target.tagName)) {\n return\n }\n\n const direction = KEY_TO_DIRECTION[event.key]\n if (direction) {\n event.preventDefault()\n this._slide(this._directionToOrder(direction))\n }\n }\n\n _getItemIndex(element) {\n return this._getItems().indexOf(element)\n }\n\n _setActiveIndicatorElement(index) {\n if (!this._indicatorsElement) {\n return\n }\n\n const activeIndicator = SelectorEngine.findOne(SELECTOR_ACTIVE, this._indicatorsElement)\n\n activeIndicator.classList.remove(CLASS_NAME_ACTIVE)\n activeIndicator.removeAttribute('aria-current')\n\n const newActiveIndicator = SelectorEngine.findOne(`[data-bs-slide-to=\"${index}\"]`, this._indicatorsElement)\n\n if (newActiveIndicator) {\n newActiveIndicator.classList.add(CLASS_NAME_ACTIVE)\n newActiveIndicator.setAttribute('aria-current', 'true')\n }\n }\n\n _updateInterval() {\n const element = this._activeElement || this._getActive()\n\n if (!element) {\n return\n }\n\n const elementInterval = Number.parseInt(element.getAttribute('data-bs-interval'), 10)\n\n this._config.interval = elementInterval || this._config.defaultInterval\n }\n\n _slide(order, element = null) {\n if (this._isSliding) {\n return\n }\n\n const activeElement = this._getActive()\n const isNext = order === ORDER_NEXT\n const nextElement = element || getNextActiveElement(this._getItems(), activeElement, isNext, this._config.wrap)\n\n if (nextElement === activeElement) {\n return\n }\n\n const nextElementIndex = this._getItemIndex(nextElement)\n\n const triggerEvent = eventName => {\n return EventHandler.trigger(this._element, eventName, {\n relatedTarget: nextElement,\n direction: this._orderToDirection(order),\n from: this._getItemIndex(activeElement),\n to: nextElementIndex\n })\n }\n\n const slideEvent = triggerEvent(EVENT_SLIDE)\n\n if (slideEvent.defaultPrevented) {\n return\n }\n\n if (!activeElement || !nextElement) {\n // Some weirdness is happening, so we bail\n // todo: change tests that use empty divs to avoid this check\n return\n }\n\n const isCycling = Boolean(this._interval)\n this.pause()\n\n this._isSliding = true\n\n this._setActiveIndicatorElement(nextElementIndex)\n this._activeElement = nextElement\n\n const directionalClassName = isNext ? CLASS_NAME_START : CLASS_NAME_END\n const orderClassName = isNext ? CLASS_NAME_NEXT : CLASS_NAME_PREV\n\n nextElement.classList.add(orderClassName)\n\n reflow(nextElement)\n\n activeElement.classList.add(directionalClassName)\n nextElement.classList.add(directionalClassName)\n\n const completeCallBack = () => {\n nextElement.classList.remove(directionalClassName, orderClassName)\n nextElement.classList.add(CLASS_NAME_ACTIVE)\n\n activeElement.classList.remove(CLASS_NAME_ACTIVE, orderClassName, directionalClassName)\n\n this._isSliding = false\n\n triggerEvent(EVENT_SLID)\n }\n\n this._queueCallback(completeCallBack, activeElement, this._isAnimated())\n\n if (isCycling) {\n this.cycle()\n }\n }\n\n _isAnimated() {\n return this._element.classList.contains(CLASS_NAME_SLIDE)\n }\n\n _getActive() {\n return SelectorEngine.findOne(SELECTOR_ACTIVE_ITEM, this._element)\n }\n\n _getItems() {\n return SelectorEngine.find(SELECTOR_ITEM, this._element)\n }\n\n _clearInterval() {\n if (this._interval) {\n clearInterval(this._interval)\n this._interval = null\n }\n }\n\n _directionToOrder(direction) {\n if (isRTL()) {\n return direction === DIRECTION_LEFT ? ORDER_PREV : ORDER_NEXT\n }\n\n return direction === DIRECTION_LEFT ? ORDER_NEXT : ORDER_PREV\n }\n\n _orderToDirection(order) {\n if (isRTL()) {\n return order === ORDER_PREV ? DIRECTION_LEFT : DIRECTION_RIGHT\n }\n\n return order === ORDER_PREV ? DIRECTION_RIGHT : DIRECTION_LEFT\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Carousel.getOrCreateInstance(this, config)\n\n if (typeof config === 'number') {\n data.to(config)\n return\n }\n\n if (typeof config === 'string') {\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`)\n }\n\n data[config]()\n }\n })\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API, SELECTOR_DATA_SLIDE, function (event) {\n const target = getElementFromSelector(this)\n\n if (!target || !target.classList.contains(CLASS_NAME_CAROUSEL)) {\n return\n }\n\n event.preventDefault()\n\n const carousel = Carousel.getOrCreateInstance(target)\n const slideIndex = this.getAttribute('data-bs-slide-to')\n\n if (slideIndex) {\n carousel.to(slideIndex)\n carousel._maybeEnableCycle()\n return\n }\n\n if (Manipulator.getDataAttribute(this, 'slide') === 'next') {\n carousel.next()\n carousel._maybeEnableCycle()\n return\n }\n\n carousel.prev()\n carousel._maybeEnableCycle()\n})\n\nEventHandler.on(window, EVENT_LOAD_DATA_API, () => {\n const carousels = SelectorEngine.find(SELECTOR_DATA_RIDE)\n\n for (const carousel of carousels) {\n Carousel.getOrCreateInstance(carousel)\n }\n})\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Carousel)\n\nexport default Carousel\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): collapse.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport {\n defineJQueryPlugin,\n getElement,\n getElementFromSelector,\n getSelectorFromElement,\n reflow\n} from './util/index'\nimport EventHandler from './dom/event-handler'\nimport SelectorEngine from './dom/selector-engine'\nimport BaseComponent from './base-component'\n\n/**\n * Constants\n */\n\nconst NAME = 'collapse'\nconst DATA_KEY = 'bs.collapse'\nconst EVENT_KEY = `.${DATA_KEY}`\nconst DATA_API_KEY = '.data-api'\n\nconst EVENT_SHOW = `show${EVENT_KEY}`\nconst EVENT_SHOWN = `shown${EVENT_KEY}`\nconst EVENT_HIDE = `hide${EVENT_KEY}`\nconst EVENT_HIDDEN = `hidden${EVENT_KEY}`\nconst EVENT_CLICK_DATA_API = `click${EVENT_KEY}${DATA_API_KEY}`\n\nconst CLASS_NAME_SHOW = 'show'\nconst CLASS_NAME_COLLAPSE = 'collapse'\nconst CLASS_NAME_COLLAPSING = 'collapsing'\nconst CLASS_NAME_COLLAPSED = 'collapsed'\nconst CLASS_NAME_DEEPER_CHILDREN = `:scope .${CLASS_NAME_COLLAPSE} .${CLASS_NAME_COLLAPSE}`\nconst CLASS_NAME_HORIZONTAL = 'collapse-horizontal'\n\nconst WIDTH = 'width'\nconst HEIGHT = 'height'\n\nconst SELECTOR_ACTIVES = '.collapse.show, .collapse.collapsing'\nconst SELECTOR_DATA_TOGGLE = '[data-bs-toggle=\"collapse\"]'\n\nconst Default = {\n parent: null,\n toggle: true\n}\n\nconst DefaultType = {\n parent: '(null|element)',\n toggle: 'boolean'\n}\n\n/**\n * Class definition\n */\n\nclass Collapse extends BaseComponent {\n constructor(element, config) {\n super(element, config)\n\n this._isTransitioning = false\n this._triggerArray = []\n\n const toggleList = SelectorEngine.find(SELECTOR_DATA_TOGGLE)\n\n for (const elem of toggleList) {\n const selector = getSelectorFromElement(elem)\n const filterElement = SelectorEngine.find(selector)\n .filter(foundElement => foundElement === this._element)\n\n if (selector !== null && filterElement.length) {\n this._triggerArray.push(elem)\n }\n }\n\n this._initializeChildren()\n\n if (!this._config.parent) {\n this._addAriaAndCollapsedClass(this._triggerArray, this._isShown())\n }\n\n if (this._config.toggle) {\n this.toggle()\n }\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n toggle() {\n if (this._isShown()) {\n this.hide()\n } else {\n this.show()\n }\n }\n\n show() {\n if (this._isTransitioning || this._isShown()) {\n return\n }\n\n let activeChildren = []\n\n // find active children\n if (this._config.parent) {\n activeChildren = this._getFirstLevelChildren(SELECTOR_ACTIVES)\n .filter(element => element !== this._element)\n .map(element => Collapse.getOrCreateInstance(element, { toggle: false }))\n }\n\n if (activeChildren.length && activeChildren[0]._isTransitioning) {\n return\n }\n\n const startEvent = EventHandler.trigger(this._element, EVENT_SHOW)\n if (startEvent.defaultPrevented) {\n return\n }\n\n for (const activeInstance of activeChildren) {\n activeInstance.hide()\n }\n\n const dimension = this._getDimension()\n\n this._element.classList.remove(CLASS_NAME_COLLAPSE)\n this._element.classList.add(CLASS_NAME_COLLAPSING)\n\n this._element.style[dimension] = 0\n\n this._addAriaAndCollapsedClass(this._triggerArray, true)\n this._isTransitioning = true\n\n const complete = () => {\n this._isTransitioning = false\n\n this._element.classList.remove(CLASS_NAME_COLLAPSING)\n this._element.classList.add(CLASS_NAME_COLLAPSE, CLASS_NAME_SHOW)\n\n this._element.style[dimension] = ''\n\n EventHandler.trigger(this._element, EVENT_SHOWN)\n }\n\n const capitalizedDimension = dimension[0].toUpperCase() + dimension.slice(1)\n const scrollSize = `scroll${capitalizedDimension}`\n\n this._queueCallback(complete, this._element, true)\n this._element.style[dimension] = `${this._element[scrollSize]}px`\n }\n\n hide() {\n if (this._isTransitioning || !this._isShown()) {\n return\n }\n\n const startEvent = EventHandler.trigger(this._element, EVENT_HIDE)\n if (startEvent.defaultPrevented) {\n return\n }\n\n const dimension = this._getDimension()\n\n this._element.style[dimension] = `${this._element.getBoundingClientRect()[dimension]}px`\n\n reflow(this._element)\n\n this._element.classList.add(CLASS_NAME_COLLAPSING)\n this._element.classList.remove(CLASS_NAME_COLLAPSE, CLASS_NAME_SHOW)\n\n for (const trigger of this._triggerArray) {\n const element = getElementFromSelector(trigger)\n\n if (element && !this._isShown(element)) {\n this._addAriaAndCollapsedClass([trigger], false)\n }\n }\n\n this._isTransitioning = true\n\n const complete = () => {\n this._isTransitioning = false\n this._element.classList.remove(CLASS_NAME_COLLAPSING)\n this._element.classList.add(CLASS_NAME_COLLAPSE)\n EventHandler.trigger(this._element, EVENT_HIDDEN)\n }\n\n this._element.style[dimension] = ''\n\n this._queueCallback(complete, this._element, true)\n }\n\n _isShown(element = this._element) {\n return element.classList.contains(CLASS_NAME_SHOW)\n }\n\n // Private\n _configAfterMerge(config) {\n config.toggle = Boolean(config.toggle) // Coerce string values\n config.parent = getElement(config.parent)\n return config\n }\n\n _getDimension() {\n return this._element.classList.contains(CLASS_NAME_HORIZONTAL) ? WIDTH : HEIGHT\n }\n\n _initializeChildren() {\n if (!this._config.parent) {\n return\n }\n\n const children = this._getFirstLevelChildren(SELECTOR_DATA_TOGGLE)\n\n for (const element of children) {\n const selected = getElementFromSelector(element)\n\n if (selected) {\n this._addAriaAndCollapsedClass([element], this._isShown(selected))\n }\n }\n }\n\n _getFirstLevelChildren(selector) {\n const children = SelectorEngine.find(CLASS_NAME_DEEPER_CHILDREN, this._config.parent)\n // remove children if greater depth\n return SelectorEngine.find(selector, this._config.parent).filter(element => !children.includes(element))\n }\n\n _addAriaAndCollapsedClass(triggerArray, isOpen) {\n if (!triggerArray.length) {\n return\n }\n\n for (const element of triggerArray) {\n element.classList.toggle(CLASS_NAME_COLLAPSED, !isOpen)\n element.setAttribute('aria-expanded', isOpen)\n }\n }\n\n // Static\n static jQueryInterface(config) {\n const _config = {}\n if (typeof config === 'string' && /show|hide/.test(config)) {\n _config.toggle = false\n }\n\n return this.each(function () {\n const data = Collapse.getOrCreateInstance(this, _config)\n\n if (typeof config === 'string') {\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`)\n }\n\n data[config]()\n }\n })\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API, SELECTOR_DATA_TOGGLE, function (event) {\n // preventDefault only for elements (which change the URL) not inside the collapsible element\n if (event.target.tagName === 'A' || (event.delegateTarget && event.delegateTarget.tagName === 'A')) {\n event.preventDefault()\n }\n\n const selector = getSelectorFromElement(this)\n const selectorElements = SelectorEngine.find(selector)\n\n for (const element of selectorElements) {\n Collapse.getOrCreateInstance(element, { toggle: false }).toggle()\n }\n})\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Collapse)\n\nexport default Collapse\n","export var top = 'top';\nexport var bottom = 'bottom';\nexport var right = 'right';\nexport var left = 'left';\nexport var auto = 'auto';\nexport var basePlacements = [top, bottom, right, left];\nexport var start = 'start';\nexport var end = 'end';\nexport var clippingParents = 'clippingParents';\nexport var viewport = 'viewport';\nexport var popper = 'popper';\nexport var reference = 'reference';\nexport var variationPlacements = /*#__PURE__*/basePlacements.reduce(function (acc, placement) {\n return acc.concat([placement + \"-\" + start, placement + \"-\" + end]);\n}, []);\nexport var placements = /*#__PURE__*/[].concat(basePlacements, [auto]).reduce(function (acc, placement) {\n return acc.concat([placement, placement + \"-\" + start, placement + \"-\" + end]);\n}, []); // modifiers that need to read the DOM\n\nexport var beforeRead = 'beforeRead';\nexport var read = 'read';\nexport var afterRead = 'afterRead'; // pure-logic modifiers\n\nexport var beforeMain = 'beforeMain';\nexport var main = 'main';\nexport var afterMain = 'afterMain'; // modifier with the purpose to write to the DOM (or write into a framework state)\n\nexport var beforeWrite = 'beforeWrite';\nexport var write = 'write';\nexport var afterWrite = 'afterWrite';\nexport var modifierPhases = [beforeRead, read, afterRead, beforeMain, main, afterMain, beforeWrite, write, afterWrite];","export default function getNodeName(element) {\n return element ? (element.nodeName || '').toLowerCase() : null;\n}","export default function getWindow(node) {\n if (node == null) {\n return window;\n }\n\n if (node.toString() !== '[object Window]') {\n var ownerDocument = node.ownerDocument;\n return ownerDocument ? ownerDocument.defaultView || window : window;\n }\n\n return node;\n}","import getWindow from \"./getWindow.js\";\n\nfunction isElement(node) {\n var OwnElement = getWindow(node).Element;\n return node instanceof OwnElement || node instanceof Element;\n}\n\nfunction isHTMLElement(node) {\n var OwnElement = getWindow(node).HTMLElement;\n return node instanceof OwnElement || node instanceof HTMLElement;\n}\n\nfunction isShadowRoot(node) {\n // IE 11 has no ShadowRoot\n if (typeof ShadowRoot === 'undefined') {\n return false;\n }\n\n var OwnElement = getWindow(node).ShadowRoot;\n return node instanceof OwnElement || node instanceof ShadowRoot;\n}\n\nexport { isElement, isHTMLElement, isShadowRoot };","import getNodeName from \"../dom-utils/getNodeName.js\";\nimport { isHTMLElement } from \"../dom-utils/instanceOf.js\"; // This modifier takes the styles prepared by the `computeStyles` modifier\n// and applies them to the HTMLElements such as popper and arrow\n\nfunction applyStyles(_ref) {\n var state = _ref.state;\n Object.keys(state.elements).forEach(function (name) {\n var style = state.styles[name] || {};\n var attributes = state.attributes[name] || {};\n var element = state.elements[name]; // arrow is optional + virtual elements\n\n if (!isHTMLElement(element) || !getNodeName(element)) {\n return;\n } // Flow doesn't support to extend this property, but it's the most\n // effective way to apply styles to an HTMLElement\n // $FlowFixMe[cannot-write]\n\n\n Object.assign(element.style, style);\n Object.keys(attributes).forEach(function (name) {\n var value = attributes[name];\n\n if (value === false) {\n element.removeAttribute(name);\n } else {\n element.setAttribute(name, value === true ? '' : value);\n }\n });\n });\n}\n\nfunction effect(_ref2) {\n var state = _ref2.state;\n var initialStyles = {\n popper: {\n position: state.options.strategy,\n left: '0',\n top: '0',\n margin: '0'\n },\n arrow: {\n position: 'absolute'\n },\n reference: {}\n };\n Object.assign(state.elements.popper.style, initialStyles.popper);\n state.styles = initialStyles;\n\n if (state.elements.arrow) {\n Object.assign(state.elements.arrow.style, initialStyles.arrow);\n }\n\n return function () {\n Object.keys(state.elements).forEach(function (name) {\n var element = state.elements[name];\n var attributes = state.attributes[name] || {};\n var styleProperties = Object.keys(state.styles.hasOwnProperty(name) ? state.styles[name] : initialStyles[name]); // Set all values to an empty string to unset them\n\n var style = styleProperties.reduce(function (style, property) {\n style[property] = '';\n return style;\n }, {}); // arrow is optional + virtual elements\n\n if (!isHTMLElement(element) || !getNodeName(element)) {\n return;\n }\n\n Object.assign(element.style, style);\n Object.keys(attributes).forEach(function (attribute) {\n element.removeAttribute(attribute);\n });\n });\n };\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'applyStyles',\n enabled: true,\n phase: 'write',\n fn: applyStyles,\n effect: effect,\n requires: ['computeStyles']\n};","import { auto } from \"../enums.js\";\nexport default function getBasePlacement(placement) {\n return placement.split('-')[0];\n}","export var max = Math.max;\nexport var min = Math.min;\nexport var round = Math.round;","export default function getUAString() {\n var uaData = navigator.userAgentData;\n\n if (uaData != null && uaData.brands) {\n return uaData.brands.map(function (item) {\n return item.brand + \"/\" + item.version;\n }).join(' ');\n }\n\n return navigator.userAgent;\n}","import getUAString from \"../utils/userAgent.js\";\nexport default function isLayoutViewport() {\n return !/^((?!chrome|android).)*safari/i.test(getUAString());\n}","import { isElement, isHTMLElement } from \"./instanceOf.js\";\nimport { round } from \"../utils/math.js\";\nimport getWindow from \"./getWindow.js\";\nimport isLayoutViewport from \"./isLayoutViewport.js\";\nexport default function getBoundingClientRect(element, includeScale, isFixedStrategy) {\n if (includeScale === void 0) {\n includeScale = false;\n }\n\n if (isFixedStrategy === void 0) {\n isFixedStrategy = false;\n }\n\n var clientRect = element.getBoundingClientRect();\n var scaleX = 1;\n var scaleY = 1;\n\n if (includeScale && isHTMLElement(element)) {\n scaleX = element.offsetWidth > 0 ? round(clientRect.width) / element.offsetWidth || 1 : 1;\n scaleY = element.offsetHeight > 0 ? round(clientRect.height) / element.offsetHeight || 1 : 1;\n }\n\n var _ref = isElement(element) ? getWindow(element) : window,\n visualViewport = _ref.visualViewport;\n\n var addVisualOffsets = !isLayoutViewport() && isFixedStrategy;\n var x = (clientRect.left + (addVisualOffsets && visualViewport ? visualViewport.offsetLeft : 0)) / scaleX;\n var y = (clientRect.top + (addVisualOffsets && visualViewport ? visualViewport.offsetTop : 0)) / scaleY;\n var width = clientRect.width / scaleX;\n var height = clientRect.height / scaleY;\n return {\n width: width,\n height: height,\n top: y,\n right: x + width,\n bottom: y + height,\n left: x,\n x: x,\n y: y\n };\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\"; // Returns the layout rect of an element relative to its offsetParent. Layout\n// means it doesn't take into account transforms.\n\nexport default function getLayoutRect(element) {\n var clientRect = getBoundingClientRect(element); // Use the clientRect sizes if it's not been transformed.\n // Fixes https://github.com/popperjs/popper-core/issues/1223\n\n var width = element.offsetWidth;\n var height = element.offsetHeight;\n\n if (Math.abs(clientRect.width - width) <= 1) {\n width = clientRect.width;\n }\n\n if (Math.abs(clientRect.height - height) <= 1) {\n height = clientRect.height;\n }\n\n return {\n x: element.offsetLeft,\n y: element.offsetTop,\n width: width,\n height: height\n };\n}","import { isShadowRoot } from \"./instanceOf.js\";\nexport default function contains(parent, child) {\n var rootNode = child.getRootNode && child.getRootNode(); // First, attempt with faster native method\n\n if (parent.contains(child)) {\n return true;\n } // then fallback to custom implementation with Shadow DOM support\n else if (rootNode && isShadowRoot(rootNode)) {\n var next = child;\n\n do {\n if (next && parent.isSameNode(next)) {\n return true;\n } // $FlowFixMe[prop-missing]: need a better way to handle this...\n\n\n next = next.parentNode || next.host;\n } while (next);\n } // Give up, the result is false\n\n\n return false;\n}","import getWindow from \"./getWindow.js\";\nexport default function getComputedStyle(element) {\n return getWindow(element).getComputedStyle(element);\n}","import getNodeName from \"./getNodeName.js\";\nexport default function isTableElement(element) {\n return ['table', 'td', 'th'].indexOf(getNodeName(element)) >= 0;\n}","import { isElement } from \"./instanceOf.js\";\nexport default function getDocumentElement(element) {\n // $FlowFixMe[incompatible-return]: assume body is always available\n return ((isElement(element) ? element.ownerDocument : // $FlowFixMe[prop-missing]\n element.document) || window.document).documentElement;\n}","import getNodeName from \"./getNodeName.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport { isShadowRoot } from \"./instanceOf.js\";\nexport default function getParentNode(element) {\n if (getNodeName(element) === 'html') {\n return element;\n }\n\n return (// this is a quicker (but less type safe) way to save quite some bytes from the bundle\n // $FlowFixMe[incompatible-return]\n // $FlowFixMe[prop-missing]\n element.assignedSlot || // step into the shadow DOM of the parent of a slotted node\n element.parentNode || ( // DOM Element detected\n isShadowRoot(element) ? element.host : null) || // ShadowRoot detected\n // $FlowFixMe[incompatible-call]: HTMLElement is a Node\n getDocumentElement(element) // fallback\n\n );\n}","import getWindow from \"./getWindow.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport { isHTMLElement, isShadowRoot } from \"./instanceOf.js\";\nimport isTableElement from \"./isTableElement.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport getUAString from \"../utils/userAgent.js\";\n\nfunction getTrueOffsetParent(element) {\n if (!isHTMLElement(element) || // https://github.com/popperjs/popper-core/issues/837\n getComputedStyle(element).position === 'fixed') {\n return null;\n }\n\n return element.offsetParent;\n} // `.offsetParent` reports `null` for fixed elements, while absolute elements\n// return the containing block\n\n\nfunction getContainingBlock(element) {\n var isFirefox = /firefox/i.test(getUAString());\n var isIE = /Trident/i.test(getUAString());\n\n if (isIE && isHTMLElement(element)) {\n // In IE 9, 10 and 11 fixed elements containing block is always established by the viewport\n var elementCss = getComputedStyle(element);\n\n if (elementCss.position === 'fixed') {\n return null;\n }\n }\n\n var currentNode = getParentNode(element);\n\n if (isShadowRoot(currentNode)) {\n currentNode = currentNode.host;\n }\n\n while (isHTMLElement(currentNode) && ['html', 'body'].indexOf(getNodeName(currentNode)) < 0) {\n var css = getComputedStyle(currentNode); // This is non-exhaustive but covers the most common CSS properties that\n // create a containing block.\n // https://developer.mozilla.org/en-US/docs/Web/CSS/Containing_block#identifying_the_containing_block\n\n if (css.transform !== 'none' || css.perspective !== 'none' || css.contain === 'paint' || ['transform', 'perspective'].indexOf(css.willChange) !== -1 || isFirefox && css.willChange === 'filter' || isFirefox && css.filter && css.filter !== 'none') {\n return currentNode;\n } else {\n currentNode = currentNode.parentNode;\n }\n }\n\n return null;\n} // Gets the closest ancestor positioned element. Handles some edge cases,\n// such as table ancestors and cross browser bugs.\n\n\nexport default function getOffsetParent(element) {\n var window = getWindow(element);\n var offsetParent = getTrueOffsetParent(element);\n\n while (offsetParent && isTableElement(offsetParent) && getComputedStyle(offsetParent).position === 'static') {\n offsetParent = getTrueOffsetParent(offsetParent);\n }\n\n if (offsetParent && (getNodeName(offsetParent) === 'html' || getNodeName(offsetParent) === 'body' && getComputedStyle(offsetParent).position === 'static')) {\n return window;\n }\n\n return offsetParent || getContainingBlock(element) || window;\n}","export default function getMainAxisFromPlacement(placement) {\n return ['top', 'bottom'].indexOf(placement) >= 0 ? 'x' : 'y';\n}","import { max as mathMax, min as mathMin } from \"./math.js\";\nexport function within(min, value, max) {\n return mathMax(min, mathMin(value, max));\n}\nexport function withinMaxClamp(min, value, max) {\n var v = within(min, value, max);\n return v > max ? max : v;\n}","import getFreshSideObject from \"./getFreshSideObject.js\";\nexport default function mergePaddingObject(paddingObject) {\n return Object.assign({}, getFreshSideObject(), paddingObject);\n}","export default function getFreshSideObject() {\n return {\n top: 0,\n right: 0,\n bottom: 0,\n left: 0\n };\n}","export default function expandToHashMap(value, keys) {\n return keys.reduce(function (hashMap, key) {\n hashMap[key] = value;\n return hashMap;\n }, {});\n}","import getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getLayoutRect from \"../dom-utils/getLayoutRect.js\";\nimport contains from \"../dom-utils/contains.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport getMainAxisFromPlacement from \"../utils/getMainAxisFromPlacement.js\";\nimport { within } from \"../utils/within.js\";\nimport mergePaddingObject from \"../utils/mergePaddingObject.js\";\nimport expandToHashMap from \"../utils/expandToHashMap.js\";\nimport { left, right, basePlacements, top, bottom } from \"../enums.js\";\nimport { isHTMLElement } from \"../dom-utils/instanceOf.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar toPaddingObject = function toPaddingObject(padding, state) {\n padding = typeof padding === 'function' ? padding(Object.assign({}, state.rects, {\n placement: state.placement\n })) : padding;\n return mergePaddingObject(typeof padding !== 'number' ? padding : expandToHashMap(padding, basePlacements));\n};\n\nfunction arrow(_ref) {\n var _state$modifiersData$;\n\n var state = _ref.state,\n name = _ref.name,\n options = _ref.options;\n var arrowElement = state.elements.arrow;\n var popperOffsets = state.modifiersData.popperOffsets;\n var basePlacement = getBasePlacement(state.placement);\n var axis = getMainAxisFromPlacement(basePlacement);\n var isVertical = [left, right].indexOf(basePlacement) >= 0;\n var len = isVertical ? 'height' : 'width';\n\n if (!arrowElement || !popperOffsets) {\n return;\n }\n\n var paddingObject = toPaddingObject(options.padding, state);\n var arrowRect = getLayoutRect(arrowElement);\n var minProp = axis === 'y' ? top : left;\n var maxProp = axis === 'y' ? bottom : right;\n var endDiff = state.rects.reference[len] + state.rects.reference[axis] - popperOffsets[axis] - state.rects.popper[len];\n var startDiff = popperOffsets[axis] - state.rects.reference[axis];\n var arrowOffsetParent = getOffsetParent(arrowElement);\n var clientSize = arrowOffsetParent ? axis === 'y' ? arrowOffsetParent.clientHeight || 0 : arrowOffsetParent.clientWidth || 0 : 0;\n var centerToReference = endDiff / 2 - startDiff / 2; // Make sure the arrow doesn't overflow the popper if the center point is\n // outside of the popper bounds\n\n var min = paddingObject[minProp];\n var max = clientSize - arrowRect[len] - paddingObject[maxProp];\n var center = clientSize / 2 - arrowRect[len] / 2 + centerToReference;\n var offset = within(min, center, max); // Prevents breaking syntax highlighting...\n\n var axisProp = axis;\n state.modifiersData[name] = (_state$modifiersData$ = {}, _state$modifiersData$[axisProp] = offset, _state$modifiersData$.centerOffset = offset - center, _state$modifiersData$);\n}\n\nfunction effect(_ref2) {\n var state = _ref2.state,\n options = _ref2.options;\n var _options$element = options.element,\n arrowElement = _options$element === void 0 ? '[data-popper-arrow]' : _options$element;\n\n if (arrowElement == null) {\n return;\n } // CSS selector\n\n\n if (typeof arrowElement === 'string') {\n arrowElement = state.elements.popper.querySelector(arrowElement);\n\n if (!arrowElement) {\n return;\n }\n }\n\n if (process.env.NODE_ENV !== \"production\") {\n if (!isHTMLElement(arrowElement)) {\n console.error(['Popper: \"arrow\" element must be an HTMLElement (not an SVGElement).', 'To use an SVG arrow, wrap it in an HTMLElement that will be used as', 'the arrow.'].join(' '));\n }\n }\n\n if (!contains(state.elements.popper, arrowElement)) {\n if (process.env.NODE_ENV !== \"production\") {\n console.error(['Popper: \"arrow\" modifier\\'s `element` must be a child of the popper', 'element.'].join(' '));\n }\n\n return;\n }\n\n state.elements.arrow = arrowElement;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'arrow',\n enabled: true,\n phase: 'main',\n fn: arrow,\n effect: effect,\n requires: ['popperOffsets'],\n requiresIfExists: ['preventOverflow']\n};","export default function getVariation(placement) {\n return placement.split('-')[1];\n}","import { top, left, right, bottom, end } from \"../enums.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport getWindow from \"../dom-utils/getWindow.js\";\nimport getDocumentElement from \"../dom-utils/getDocumentElement.js\";\nimport getComputedStyle from \"../dom-utils/getComputedStyle.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getVariation from \"../utils/getVariation.js\";\nimport { round } from \"../utils/math.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar unsetSides = {\n top: 'auto',\n right: 'auto',\n bottom: 'auto',\n left: 'auto'\n}; // Round the offsets to the nearest suitable subpixel based on the DPR.\n// Zooming can change the DPR, but it seems to report a value that will\n// cleanly divide the values into the appropriate subpixels.\n\nfunction roundOffsetsByDPR(_ref) {\n var x = _ref.x,\n y = _ref.y;\n var win = window;\n var dpr = win.devicePixelRatio || 1;\n return {\n x: round(x * dpr) / dpr || 0,\n y: round(y * dpr) / dpr || 0\n };\n}\n\nexport function mapToStyles(_ref2) {\n var _Object$assign2;\n\n var popper = _ref2.popper,\n popperRect = _ref2.popperRect,\n placement = _ref2.placement,\n variation = _ref2.variation,\n offsets = _ref2.offsets,\n position = _ref2.position,\n gpuAcceleration = _ref2.gpuAcceleration,\n adaptive = _ref2.adaptive,\n roundOffsets = _ref2.roundOffsets,\n isFixed = _ref2.isFixed;\n var _offsets$x = offsets.x,\n x = _offsets$x === void 0 ? 0 : _offsets$x,\n _offsets$y = offsets.y,\n y = _offsets$y === void 0 ? 0 : _offsets$y;\n\n var _ref3 = typeof roundOffsets === 'function' ? roundOffsets({\n x: x,\n y: y\n }) : {\n x: x,\n y: y\n };\n\n x = _ref3.x;\n y = _ref3.y;\n var hasX = offsets.hasOwnProperty('x');\n var hasY = offsets.hasOwnProperty('y');\n var sideX = left;\n var sideY = top;\n var win = window;\n\n if (adaptive) {\n var offsetParent = getOffsetParent(popper);\n var heightProp = 'clientHeight';\n var widthProp = 'clientWidth';\n\n if (offsetParent === getWindow(popper)) {\n offsetParent = getDocumentElement(popper);\n\n if (getComputedStyle(offsetParent).position !== 'static' && position === 'absolute') {\n heightProp = 'scrollHeight';\n widthProp = 'scrollWidth';\n }\n } // $FlowFixMe[incompatible-cast]: force type refinement, we compare offsetParent with window above, but Flow doesn't detect it\n\n\n offsetParent = offsetParent;\n\n if (placement === top || (placement === left || placement === right) && variation === end) {\n sideY = bottom;\n var offsetY = isFixed && offsetParent === win && win.visualViewport ? win.visualViewport.height : // $FlowFixMe[prop-missing]\n offsetParent[heightProp];\n y -= offsetY - popperRect.height;\n y *= gpuAcceleration ? 1 : -1;\n }\n\n if (placement === left || (placement === top || placement === bottom) && variation === end) {\n sideX = right;\n var offsetX = isFixed && offsetParent === win && win.visualViewport ? win.visualViewport.width : // $FlowFixMe[prop-missing]\n offsetParent[widthProp];\n x -= offsetX - popperRect.width;\n x *= gpuAcceleration ? 1 : -1;\n }\n }\n\n var commonStyles = Object.assign({\n position: position\n }, adaptive && unsetSides);\n\n var _ref4 = roundOffsets === true ? roundOffsetsByDPR({\n x: x,\n y: y\n }) : {\n x: x,\n y: y\n };\n\n x = _ref4.x;\n y = _ref4.y;\n\n if (gpuAcceleration) {\n var _Object$assign;\n\n return Object.assign({}, commonStyles, (_Object$assign = {}, _Object$assign[sideY] = hasY ? '0' : '', _Object$assign[sideX] = hasX ? '0' : '', _Object$assign.transform = (win.devicePixelRatio || 1) <= 1 ? \"translate(\" + x + \"px, \" + y + \"px)\" : \"translate3d(\" + x + \"px, \" + y + \"px, 0)\", _Object$assign));\n }\n\n return Object.assign({}, commonStyles, (_Object$assign2 = {}, _Object$assign2[sideY] = hasY ? y + \"px\" : '', _Object$assign2[sideX] = hasX ? x + \"px\" : '', _Object$assign2.transform = '', _Object$assign2));\n}\n\nfunction computeStyles(_ref5) {\n var state = _ref5.state,\n options = _ref5.options;\n var _options$gpuAccelerat = options.gpuAcceleration,\n gpuAcceleration = _options$gpuAccelerat === void 0 ? true : _options$gpuAccelerat,\n _options$adaptive = options.adaptive,\n adaptive = _options$adaptive === void 0 ? true : _options$adaptive,\n _options$roundOffsets = options.roundOffsets,\n roundOffsets = _options$roundOffsets === void 0 ? true : _options$roundOffsets;\n\n if (process.env.NODE_ENV !== \"production\") {\n var transitionProperty = getComputedStyle(state.elements.popper).transitionProperty || '';\n\n if (adaptive && ['transform', 'top', 'right', 'bottom', 'left'].some(function (property) {\n return transitionProperty.indexOf(property) >= 0;\n })) {\n console.warn(['Popper: Detected CSS transitions on at least one of the following', 'CSS properties: \"transform\", \"top\", \"right\", \"bottom\", \"left\".', '\\n\\n', 'Disable the \"computeStyles\" modifier\\'s `adaptive` option to allow', 'for smooth transitions, or remove these properties from the CSS', 'transition declaration on the popper element if only transitioning', 'opacity or background-color for example.', '\\n\\n', 'We recommend using the popper element as a wrapper around an inner', 'element that can have any CSS property transitioned for animations.'].join(' '));\n }\n }\n\n var commonStyles = {\n placement: getBasePlacement(state.placement),\n variation: getVariation(state.placement),\n popper: state.elements.popper,\n popperRect: state.rects.popper,\n gpuAcceleration: gpuAcceleration,\n isFixed: state.options.strategy === 'fixed'\n };\n\n if (state.modifiersData.popperOffsets != null) {\n state.styles.popper = Object.assign({}, state.styles.popper, mapToStyles(Object.assign({}, commonStyles, {\n offsets: state.modifiersData.popperOffsets,\n position: state.options.strategy,\n adaptive: adaptive,\n roundOffsets: roundOffsets\n })));\n }\n\n if (state.modifiersData.arrow != null) {\n state.styles.arrow = Object.assign({}, state.styles.arrow, mapToStyles(Object.assign({}, commonStyles, {\n offsets: state.modifiersData.arrow,\n position: 'absolute',\n adaptive: false,\n roundOffsets: roundOffsets\n })));\n }\n\n state.attributes.popper = Object.assign({}, state.attributes.popper, {\n 'data-popper-placement': state.placement\n });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'computeStyles',\n enabled: true,\n phase: 'beforeWrite',\n fn: computeStyles,\n data: {}\n};","import getWindow from \"../dom-utils/getWindow.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar passive = {\n passive: true\n};\n\nfunction effect(_ref) {\n var state = _ref.state,\n instance = _ref.instance,\n options = _ref.options;\n var _options$scroll = options.scroll,\n scroll = _options$scroll === void 0 ? true : _options$scroll,\n _options$resize = options.resize,\n resize = _options$resize === void 0 ? true : _options$resize;\n var window = getWindow(state.elements.popper);\n var scrollParents = [].concat(state.scrollParents.reference, state.scrollParents.popper);\n\n if (scroll) {\n scrollParents.forEach(function (scrollParent) {\n scrollParent.addEventListener('scroll', instance.update, passive);\n });\n }\n\n if (resize) {\n window.addEventListener('resize', instance.update, passive);\n }\n\n return function () {\n if (scroll) {\n scrollParents.forEach(function (scrollParent) {\n scrollParent.removeEventListener('scroll', instance.update, passive);\n });\n }\n\n if (resize) {\n window.removeEventListener('resize', instance.update, passive);\n }\n };\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'eventListeners',\n enabled: true,\n phase: 'write',\n fn: function fn() {},\n effect: effect,\n data: {}\n};","var hash = {\n left: 'right',\n right: 'left',\n bottom: 'top',\n top: 'bottom'\n};\nexport default function getOppositePlacement(placement) {\n return placement.replace(/left|right|bottom|top/g, function (matched) {\n return hash[matched];\n });\n}","var hash = {\n start: 'end',\n end: 'start'\n};\nexport default function getOppositeVariationPlacement(placement) {\n return placement.replace(/start|end/g, function (matched) {\n return hash[matched];\n });\n}","import getWindow from \"./getWindow.js\";\nexport default function getWindowScroll(node) {\n var win = getWindow(node);\n var scrollLeft = win.pageXOffset;\n var scrollTop = win.pageYOffset;\n return {\n scrollLeft: scrollLeft,\n scrollTop: scrollTop\n };\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getWindowScroll from \"./getWindowScroll.js\";\nexport default function getWindowScrollBarX(element) {\n // If has a CSS width greater than the viewport, then this will be\n // incorrect for RTL.\n // Popper 1 is broken in this case and never had a bug report so let's assume\n // it's not an issue. I don't think anyone ever specifies width on \n // anyway.\n // Browsers where the left scrollbar doesn't cause an issue report `0` for\n // this (e.g. Edge 2019, IE11, Safari)\n return getBoundingClientRect(getDocumentElement(element)).left + getWindowScroll(element).scrollLeft;\n}","import getComputedStyle from \"./getComputedStyle.js\";\nexport default function isScrollParent(element) {\n // Firefox wants us to check `-x` and `-y` variations as well\n var _getComputedStyle = getComputedStyle(element),\n overflow = _getComputedStyle.overflow,\n overflowX = _getComputedStyle.overflowX,\n overflowY = _getComputedStyle.overflowY;\n\n return /auto|scroll|overlay|hidden/.test(overflow + overflowY + overflowX);\n}","import getParentNode from \"./getParentNode.js\";\nimport isScrollParent from \"./isScrollParent.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nexport default function getScrollParent(node) {\n if (['html', 'body', '#document'].indexOf(getNodeName(node)) >= 0) {\n // $FlowFixMe[incompatible-return]: assume body is always available\n return node.ownerDocument.body;\n }\n\n if (isHTMLElement(node) && isScrollParent(node)) {\n return node;\n }\n\n return getScrollParent(getParentNode(node));\n}","import getScrollParent from \"./getScrollParent.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport getWindow from \"./getWindow.js\";\nimport isScrollParent from \"./isScrollParent.js\";\n/*\ngiven a DOM element, return the list of all scroll parents, up the list of ancesors\nuntil we get to the top window object. This list is what we attach scroll listeners\nto, because if any of these parent elements scroll, we'll need to re-calculate the\nreference element's position.\n*/\n\nexport default function listScrollParents(element, list) {\n var _element$ownerDocumen;\n\n if (list === void 0) {\n list = [];\n }\n\n var scrollParent = getScrollParent(element);\n var isBody = scrollParent === ((_element$ownerDocumen = element.ownerDocument) == null ? void 0 : _element$ownerDocumen.body);\n var win = getWindow(scrollParent);\n var target = isBody ? [win].concat(win.visualViewport || [], isScrollParent(scrollParent) ? scrollParent : []) : scrollParent;\n var updatedList = list.concat(target);\n return isBody ? updatedList : // $FlowFixMe[incompatible-call]: isBody tells us target will be an HTMLElement here\n updatedList.concat(listScrollParents(getParentNode(target)));\n}","export default function rectToClientRect(rect) {\n return Object.assign({}, rect, {\n left: rect.x,\n top: rect.y,\n right: rect.x + rect.width,\n bottom: rect.y + rect.height\n });\n}","import { viewport } from \"../enums.js\";\nimport getViewportRect from \"./getViewportRect.js\";\nimport getDocumentRect from \"./getDocumentRect.js\";\nimport listScrollParents from \"./listScrollParents.js\";\nimport getOffsetParent from \"./getOffsetParent.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport { isElement, isHTMLElement } from \"./instanceOf.js\";\nimport getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport contains from \"./contains.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport rectToClientRect from \"../utils/rectToClientRect.js\";\nimport { max, min } from \"../utils/math.js\";\n\nfunction getInnerBoundingClientRect(element, strategy) {\n var rect = getBoundingClientRect(element, false, strategy === 'fixed');\n rect.top = rect.top + element.clientTop;\n rect.left = rect.left + element.clientLeft;\n rect.bottom = rect.top + element.clientHeight;\n rect.right = rect.left + element.clientWidth;\n rect.width = element.clientWidth;\n rect.height = element.clientHeight;\n rect.x = rect.left;\n rect.y = rect.top;\n return rect;\n}\n\nfunction getClientRectFromMixedType(element, clippingParent, strategy) {\n return clippingParent === viewport ? rectToClientRect(getViewportRect(element, strategy)) : isElement(clippingParent) ? getInnerBoundingClientRect(clippingParent, strategy) : rectToClientRect(getDocumentRect(getDocumentElement(element)));\n} // A \"clipping parent\" is an overflowable container with the characteristic of\n// clipping (or hiding) overflowing elements with a position different from\n// `initial`\n\n\nfunction getClippingParents(element) {\n var clippingParents = listScrollParents(getParentNode(element));\n var canEscapeClipping = ['absolute', 'fixed'].indexOf(getComputedStyle(element).position) >= 0;\n var clipperElement = canEscapeClipping && isHTMLElement(element) ? getOffsetParent(element) : element;\n\n if (!isElement(clipperElement)) {\n return [];\n } // $FlowFixMe[incompatible-return]: https://github.com/facebook/flow/issues/1414\n\n\n return clippingParents.filter(function (clippingParent) {\n return isElement(clippingParent) && contains(clippingParent, clipperElement) && getNodeName(clippingParent) !== 'body';\n });\n} // Gets the maximum area that the element is visible in due to any number of\n// clipping parents\n\n\nexport default function getClippingRect(element, boundary, rootBoundary, strategy) {\n var mainClippingParents = boundary === 'clippingParents' ? getClippingParents(element) : [].concat(boundary);\n var clippingParents = [].concat(mainClippingParents, [rootBoundary]);\n var firstClippingParent = clippingParents[0];\n var clippingRect = clippingParents.reduce(function (accRect, clippingParent) {\n var rect = getClientRectFromMixedType(element, clippingParent, strategy);\n accRect.top = max(rect.top, accRect.top);\n accRect.right = min(rect.right, accRect.right);\n accRect.bottom = min(rect.bottom, accRect.bottom);\n accRect.left = max(rect.left, accRect.left);\n return accRect;\n }, getClientRectFromMixedType(element, firstClippingParent, strategy));\n clippingRect.width = clippingRect.right - clippingRect.left;\n clippingRect.height = clippingRect.bottom - clippingRect.top;\n clippingRect.x = clippingRect.left;\n clippingRect.y = clippingRect.top;\n return clippingRect;\n}","import getWindow from \"./getWindow.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport isLayoutViewport from \"./isLayoutViewport.js\";\nexport default function getViewportRect(element, strategy) {\n var win = getWindow(element);\n var html = getDocumentElement(element);\n var visualViewport = win.visualViewport;\n var width = html.clientWidth;\n var height = html.clientHeight;\n var x = 0;\n var y = 0;\n\n if (visualViewport) {\n width = visualViewport.width;\n height = visualViewport.height;\n var layoutViewport = isLayoutViewport();\n\n if (layoutViewport || !layoutViewport && strategy === 'fixed') {\n x = visualViewport.offsetLeft;\n y = visualViewport.offsetTop;\n }\n }\n\n return {\n width: width,\n height: height,\n x: x + getWindowScrollBarX(element),\n y: y\n };\n}","import getDocumentElement from \"./getDocumentElement.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport getWindowScroll from \"./getWindowScroll.js\";\nimport { max } from \"../utils/math.js\"; // Gets the entire size of the scrollable document area, even extending outside\n// of the `` and `` rect bounds if horizontally scrollable\n\nexport default function getDocumentRect(element) {\n var _element$ownerDocumen;\n\n var html = getDocumentElement(element);\n var winScroll = getWindowScroll(element);\n var body = (_element$ownerDocumen = element.ownerDocument) == null ? void 0 : _element$ownerDocumen.body;\n var width = max(html.scrollWidth, html.clientWidth, body ? body.scrollWidth : 0, body ? body.clientWidth : 0);\n var height = max(html.scrollHeight, html.clientHeight, body ? body.scrollHeight : 0, body ? body.clientHeight : 0);\n var x = -winScroll.scrollLeft + getWindowScrollBarX(element);\n var y = -winScroll.scrollTop;\n\n if (getComputedStyle(body || html).direction === 'rtl') {\n x += max(html.clientWidth, body ? body.clientWidth : 0) - width;\n }\n\n return {\n width: width,\n height: height,\n x: x,\n y: y\n };\n}","import getBasePlacement from \"./getBasePlacement.js\";\nimport getVariation from \"./getVariation.js\";\nimport getMainAxisFromPlacement from \"./getMainAxisFromPlacement.js\";\nimport { top, right, bottom, left, start, end } from \"../enums.js\";\nexport default function computeOffsets(_ref) {\n var reference = _ref.reference,\n element = _ref.element,\n placement = _ref.placement;\n var basePlacement = placement ? getBasePlacement(placement) : null;\n var variation = placement ? getVariation(placement) : null;\n var commonX = reference.x + reference.width / 2 - element.width / 2;\n var commonY = reference.y + reference.height / 2 - element.height / 2;\n var offsets;\n\n switch (basePlacement) {\n case top:\n offsets = {\n x: commonX,\n y: reference.y - element.height\n };\n break;\n\n case bottom:\n offsets = {\n x: commonX,\n y: reference.y + reference.height\n };\n break;\n\n case right:\n offsets = {\n x: reference.x + reference.width,\n y: commonY\n };\n break;\n\n case left:\n offsets = {\n x: reference.x - element.width,\n y: commonY\n };\n break;\n\n default:\n offsets = {\n x: reference.x,\n y: reference.y\n };\n }\n\n var mainAxis = basePlacement ? getMainAxisFromPlacement(basePlacement) : null;\n\n if (mainAxis != null) {\n var len = mainAxis === 'y' ? 'height' : 'width';\n\n switch (variation) {\n case start:\n offsets[mainAxis] = offsets[mainAxis] - (reference[len] / 2 - element[len] / 2);\n break;\n\n case end:\n offsets[mainAxis] = offsets[mainAxis] + (reference[len] / 2 - element[len] / 2);\n break;\n\n default:\n }\n }\n\n return offsets;\n}","import getClippingRect from \"../dom-utils/getClippingRect.js\";\nimport getDocumentElement from \"../dom-utils/getDocumentElement.js\";\nimport getBoundingClientRect from \"../dom-utils/getBoundingClientRect.js\";\nimport computeOffsets from \"./computeOffsets.js\";\nimport rectToClientRect from \"./rectToClientRect.js\";\nimport { clippingParents, reference, popper, bottom, top, right, basePlacements, viewport } from \"../enums.js\";\nimport { isElement } from \"../dom-utils/instanceOf.js\";\nimport mergePaddingObject from \"./mergePaddingObject.js\";\nimport expandToHashMap from \"./expandToHashMap.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport default function detectOverflow(state, options) {\n if (options === void 0) {\n options = {};\n }\n\n var _options = options,\n _options$placement = _options.placement,\n placement = _options$placement === void 0 ? state.placement : _options$placement,\n _options$strategy = _options.strategy,\n strategy = _options$strategy === void 0 ? state.strategy : _options$strategy,\n _options$boundary = _options.boundary,\n boundary = _options$boundary === void 0 ? clippingParents : _options$boundary,\n _options$rootBoundary = _options.rootBoundary,\n rootBoundary = _options$rootBoundary === void 0 ? viewport : _options$rootBoundary,\n _options$elementConte = _options.elementContext,\n elementContext = _options$elementConte === void 0 ? popper : _options$elementConte,\n _options$altBoundary = _options.altBoundary,\n altBoundary = _options$altBoundary === void 0 ? false : _options$altBoundary,\n _options$padding = _options.padding,\n padding = _options$padding === void 0 ? 0 : _options$padding;\n var paddingObject = mergePaddingObject(typeof padding !== 'number' ? padding : expandToHashMap(padding, basePlacements));\n var altContext = elementContext === popper ? reference : popper;\n var popperRect = state.rects.popper;\n var element = state.elements[altBoundary ? altContext : elementContext];\n var clippingClientRect = getClippingRect(isElement(element) ? element : element.contextElement || getDocumentElement(state.elements.popper), boundary, rootBoundary, strategy);\n var referenceClientRect = getBoundingClientRect(state.elements.reference);\n var popperOffsets = computeOffsets({\n reference: referenceClientRect,\n element: popperRect,\n strategy: 'absolute',\n placement: placement\n });\n var popperClientRect = rectToClientRect(Object.assign({}, popperRect, popperOffsets));\n var elementClientRect = elementContext === popper ? popperClientRect : referenceClientRect; // positive = overflowing the clipping rect\n // 0 or negative = within the clipping rect\n\n var overflowOffsets = {\n top: clippingClientRect.top - elementClientRect.top + paddingObject.top,\n bottom: elementClientRect.bottom - clippingClientRect.bottom + paddingObject.bottom,\n left: clippingClientRect.left - elementClientRect.left + paddingObject.left,\n right: elementClientRect.right - clippingClientRect.right + paddingObject.right\n };\n var offsetData = state.modifiersData.offset; // Offsets can be applied only to the popper element\n\n if (elementContext === popper && offsetData) {\n var offset = offsetData[placement];\n Object.keys(overflowOffsets).forEach(function (key) {\n var multiply = [right, bottom].indexOf(key) >= 0 ? 1 : -1;\n var axis = [top, bottom].indexOf(key) >= 0 ? 'y' : 'x';\n overflowOffsets[key] += offset[axis] * multiply;\n });\n }\n\n return overflowOffsets;\n}","import getVariation from \"./getVariation.js\";\nimport { variationPlacements, basePlacements, placements as allPlacements } from \"../enums.js\";\nimport detectOverflow from \"./detectOverflow.js\";\nimport getBasePlacement from \"./getBasePlacement.js\";\nexport default function computeAutoPlacement(state, options) {\n if (options === void 0) {\n options = {};\n }\n\n var _options = options,\n placement = _options.placement,\n boundary = _options.boundary,\n rootBoundary = _options.rootBoundary,\n padding = _options.padding,\n flipVariations = _options.flipVariations,\n _options$allowedAutoP = _options.allowedAutoPlacements,\n allowedAutoPlacements = _options$allowedAutoP === void 0 ? allPlacements : _options$allowedAutoP;\n var variation = getVariation(placement);\n var placements = variation ? flipVariations ? variationPlacements : variationPlacements.filter(function (placement) {\n return getVariation(placement) === variation;\n }) : basePlacements;\n var allowedPlacements = placements.filter(function (placement) {\n return allowedAutoPlacements.indexOf(placement) >= 0;\n });\n\n if (allowedPlacements.length === 0) {\n allowedPlacements = placements;\n\n if (process.env.NODE_ENV !== \"production\") {\n console.error(['Popper: The `allowedAutoPlacements` option did not allow any', 'placements. Ensure the `placement` option matches the variation', 'of the allowed placements.', 'For example, \"auto\" cannot be used to allow \"bottom-start\".', 'Use \"auto-start\" instead.'].join(' '));\n }\n } // $FlowFixMe[incompatible-type]: Flow seems to have problems with two array unions...\n\n\n var overflows = allowedPlacements.reduce(function (acc, placement) {\n acc[placement] = detectOverflow(state, {\n placement: placement,\n boundary: boundary,\n rootBoundary: rootBoundary,\n padding: padding\n })[getBasePlacement(placement)];\n return acc;\n }, {});\n return Object.keys(overflows).sort(function (a, b) {\n return overflows[a] - overflows[b];\n });\n}","import getOppositePlacement from \"../utils/getOppositePlacement.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getOppositeVariationPlacement from \"../utils/getOppositeVariationPlacement.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\nimport computeAutoPlacement from \"../utils/computeAutoPlacement.js\";\nimport { bottom, top, start, right, left, auto } from \"../enums.js\";\nimport getVariation from \"../utils/getVariation.js\"; // eslint-disable-next-line import/no-unused-modules\n\nfunction getExpandedFallbackPlacements(placement) {\n if (getBasePlacement(placement) === auto) {\n return [];\n }\n\n var oppositePlacement = getOppositePlacement(placement);\n return [getOppositeVariationPlacement(placement), oppositePlacement, getOppositeVariationPlacement(oppositePlacement)];\n}\n\nfunction flip(_ref) {\n var state = _ref.state,\n options = _ref.options,\n name = _ref.name;\n\n if (state.modifiersData[name]._skip) {\n return;\n }\n\n var _options$mainAxis = options.mainAxis,\n checkMainAxis = _options$mainAxis === void 0 ? true : _options$mainAxis,\n _options$altAxis = options.altAxis,\n checkAltAxis = _options$altAxis === void 0 ? true : _options$altAxis,\n specifiedFallbackPlacements = options.fallbackPlacements,\n padding = options.padding,\n boundary = options.boundary,\n rootBoundary = options.rootBoundary,\n altBoundary = options.altBoundary,\n _options$flipVariatio = options.flipVariations,\n flipVariations = _options$flipVariatio === void 0 ? true : _options$flipVariatio,\n allowedAutoPlacements = options.allowedAutoPlacements;\n var preferredPlacement = state.options.placement;\n var basePlacement = getBasePlacement(preferredPlacement);\n var isBasePlacement = basePlacement === preferredPlacement;\n var fallbackPlacements = specifiedFallbackPlacements || (isBasePlacement || !flipVariations ? [getOppositePlacement(preferredPlacement)] : getExpandedFallbackPlacements(preferredPlacement));\n var placements = [preferredPlacement].concat(fallbackPlacements).reduce(function (acc, placement) {\n return acc.concat(getBasePlacement(placement) === auto ? computeAutoPlacement(state, {\n placement: placement,\n boundary: boundary,\n rootBoundary: rootBoundary,\n padding: padding,\n flipVariations: flipVariations,\n allowedAutoPlacements: allowedAutoPlacements\n }) : placement);\n }, []);\n var referenceRect = state.rects.reference;\n var popperRect = state.rects.popper;\n var checksMap = new Map();\n var makeFallbackChecks = true;\n var firstFittingPlacement = placements[0];\n\n for (var i = 0; i < placements.length; i++) {\n var placement = placements[i];\n\n var _basePlacement = getBasePlacement(placement);\n\n var isStartVariation = getVariation(placement) === start;\n var isVertical = [top, bottom].indexOf(_basePlacement) >= 0;\n var len = isVertical ? 'width' : 'height';\n var overflow = detectOverflow(state, {\n placement: placement,\n boundary: boundary,\n rootBoundary: rootBoundary,\n altBoundary: altBoundary,\n padding: padding\n });\n var mainVariationSide = isVertical ? isStartVariation ? right : left : isStartVariation ? bottom : top;\n\n if (referenceRect[len] > popperRect[len]) {\n mainVariationSide = getOppositePlacement(mainVariationSide);\n }\n\n var altVariationSide = getOppositePlacement(mainVariationSide);\n var checks = [];\n\n if (checkMainAxis) {\n checks.push(overflow[_basePlacement] <= 0);\n }\n\n if (checkAltAxis) {\n checks.push(overflow[mainVariationSide] <= 0, overflow[altVariationSide] <= 0);\n }\n\n if (checks.every(function (check) {\n return check;\n })) {\n firstFittingPlacement = placement;\n makeFallbackChecks = false;\n break;\n }\n\n checksMap.set(placement, checks);\n }\n\n if (makeFallbackChecks) {\n // `2` may be desired in some cases – research later\n var numberOfChecks = flipVariations ? 3 : 1;\n\n var _loop = function _loop(_i) {\n var fittingPlacement = placements.find(function (placement) {\n var checks = checksMap.get(placement);\n\n if (checks) {\n return checks.slice(0, _i).every(function (check) {\n return check;\n });\n }\n });\n\n if (fittingPlacement) {\n firstFittingPlacement = fittingPlacement;\n return \"break\";\n }\n };\n\n for (var _i = numberOfChecks; _i > 0; _i--) {\n var _ret = _loop(_i);\n\n if (_ret === \"break\") break;\n }\n }\n\n if (state.placement !== firstFittingPlacement) {\n state.modifiersData[name]._skip = true;\n state.placement = firstFittingPlacement;\n state.reset = true;\n }\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'flip',\n enabled: true,\n phase: 'main',\n fn: flip,\n requiresIfExists: ['offset'],\n data: {\n _skip: false\n }\n};","import { top, bottom, left, right } from \"../enums.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\n\nfunction getSideOffsets(overflow, rect, preventedOffsets) {\n if (preventedOffsets === void 0) {\n preventedOffsets = {\n x: 0,\n y: 0\n };\n }\n\n return {\n top: overflow.top - rect.height - preventedOffsets.y,\n right: overflow.right - rect.width + preventedOffsets.x,\n bottom: overflow.bottom - rect.height + preventedOffsets.y,\n left: overflow.left - rect.width - preventedOffsets.x\n };\n}\n\nfunction isAnySideFullyClipped(overflow) {\n return [top, right, bottom, left].some(function (side) {\n return overflow[side] >= 0;\n });\n}\n\nfunction hide(_ref) {\n var state = _ref.state,\n name = _ref.name;\n var referenceRect = state.rects.reference;\n var popperRect = state.rects.popper;\n var preventedOffsets = state.modifiersData.preventOverflow;\n var referenceOverflow = detectOverflow(state, {\n elementContext: 'reference'\n });\n var popperAltOverflow = detectOverflow(state, {\n altBoundary: true\n });\n var referenceClippingOffsets = getSideOffsets(referenceOverflow, referenceRect);\n var popperEscapeOffsets = getSideOffsets(popperAltOverflow, popperRect, preventedOffsets);\n var isReferenceHidden = isAnySideFullyClipped(referenceClippingOffsets);\n var hasPopperEscaped = isAnySideFullyClipped(popperEscapeOffsets);\n state.modifiersData[name] = {\n referenceClippingOffsets: referenceClippingOffsets,\n popperEscapeOffsets: popperEscapeOffsets,\n isReferenceHidden: isReferenceHidden,\n hasPopperEscaped: hasPopperEscaped\n };\n state.attributes.popper = Object.assign({}, state.attributes.popper, {\n 'data-popper-reference-hidden': isReferenceHidden,\n 'data-popper-escaped': hasPopperEscaped\n });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'hide',\n enabled: true,\n phase: 'main',\n requiresIfExists: ['preventOverflow'],\n fn: hide\n};","import getBasePlacement from \"../utils/getBasePlacement.js\";\nimport { top, left, right, placements } from \"../enums.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport function distanceAndSkiddingToXY(placement, rects, offset) {\n var basePlacement = getBasePlacement(placement);\n var invertDistance = [left, top].indexOf(basePlacement) >= 0 ? -1 : 1;\n\n var _ref = typeof offset === 'function' ? offset(Object.assign({}, rects, {\n placement: placement\n })) : offset,\n skidding = _ref[0],\n distance = _ref[1];\n\n skidding = skidding || 0;\n distance = (distance || 0) * invertDistance;\n return [left, right].indexOf(basePlacement) >= 0 ? {\n x: distance,\n y: skidding\n } : {\n x: skidding,\n y: distance\n };\n}\n\nfunction offset(_ref2) {\n var state = _ref2.state,\n options = _ref2.options,\n name = _ref2.name;\n var _options$offset = options.offset,\n offset = _options$offset === void 0 ? [0, 0] : _options$offset;\n var data = placements.reduce(function (acc, placement) {\n acc[placement] = distanceAndSkiddingToXY(placement, state.rects, offset);\n return acc;\n }, {});\n var _data$state$placement = data[state.placement],\n x = _data$state$placement.x,\n y = _data$state$placement.y;\n\n if (state.modifiersData.popperOffsets != null) {\n state.modifiersData.popperOffsets.x += x;\n state.modifiersData.popperOffsets.y += y;\n }\n\n state.modifiersData[name] = data;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'offset',\n enabled: true,\n phase: 'main',\n requires: ['popperOffsets'],\n fn: offset\n};","import computeOffsets from \"../utils/computeOffsets.js\";\n\nfunction popperOffsets(_ref) {\n var state = _ref.state,\n name = _ref.name;\n // Offsets are the actual position the popper needs to have to be\n // properly positioned near its reference element\n // This is the most basic placement, and will be adjusted by\n // the modifiers in the next step\n state.modifiersData[name] = computeOffsets({\n reference: state.rects.reference,\n element: state.rects.popper,\n strategy: 'absolute',\n placement: state.placement\n });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'popperOffsets',\n enabled: true,\n phase: 'read',\n fn: popperOffsets,\n data: {}\n};","import { top, left, right, bottom, start } from \"../enums.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getMainAxisFromPlacement from \"../utils/getMainAxisFromPlacement.js\";\nimport getAltAxis from \"../utils/getAltAxis.js\";\nimport { within, withinMaxClamp } from \"../utils/within.js\";\nimport getLayoutRect from \"../dom-utils/getLayoutRect.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\nimport getVariation from \"../utils/getVariation.js\";\nimport getFreshSideObject from \"../utils/getFreshSideObject.js\";\nimport { min as mathMin, max as mathMax } from \"../utils/math.js\";\n\nfunction preventOverflow(_ref) {\n var state = _ref.state,\n options = _ref.options,\n name = _ref.name;\n var _options$mainAxis = options.mainAxis,\n checkMainAxis = _options$mainAxis === void 0 ? true : _options$mainAxis,\n _options$altAxis = options.altAxis,\n checkAltAxis = _options$altAxis === void 0 ? false : _options$altAxis,\n boundary = options.boundary,\n rootBoundary = options.rootBoundary,\n altBoundary = options.altBoundary,\n padding = options.padding,\n _options$tether = options.tether,\n tether = _options$tether === void 0 ? true : _options$tether,\n _options$tetherOffset = options.tetherOffset,\n tetherOffset = _options$tetherOffset === void 0 ? 0 : _options$tetherOffset;\n var overflow = detectOverflow(state, {\n boundary: boundary,\n rootBoundary: rootBoundary,\n padding: padding,\n altBoundary: altBoundary\n });\n var basePlacement = getBasePlacement(state.placement);\n var variation = getVariation(state.placement);\n var isBasePlacement = !variation;\n var mainAxis = getMainAxisFromPlacement(basePlacement);\n var altAxis = getAltAxis(mainAxis);\n var popperOffsets = state.modifiersData.popperOffsets;\n var referenceRect = state.rects.reference;\n var popperRect = state.rects.popper;\n var tetherOffsetValue = typeof tetherOffset === 'function' ? tetherOffset(Object.assign({}, state.rects, {\n placement: state.placement\n })) : tetherOffset;\n var normalizedTetherOffsetValue = typeof tetherOffsetValue === 'number' ? {\n mainAxis: tetherOffsetValue,\n altAxis: tetherOffsetValue\n } : Object.assign({\n mainAxis: 0,\n altAxis: 0\n }, tetherOffsetValue);\n var offsetModifierState = state.modifiersData.offset ? state.modifiersData.offset[state.placement] : null;\n var data = {\n x: 0,\n y: 0\n };\n\n if (!popperOffsets) {\n return;\n }\n\n if (checkMainAxis) {\n var _offsetModifierState$;\n\n var mainSide = mainAxis === 'y' ? top : left;\n var altSide = mainAxis === 'y' ? bottom : right;\n var len = mainAxis === 'y' ? 'height' : 'width';\n var offset = popperOffsets[mainAxis];\n var min = offset + overflow[mainSide];\n var max = offset - overflow[altSide];\n var additive = tether ? -popperRect[len] / 2 : 0;\n var minLen = variation === start ? referenceRect[len] : popperRect[len];\n var maxLen = variation === start ? -popperRect[len] : -referenceRect[len]; // We need to include the arrow in the calculation so the arrow doesn't go\n // outside the reference bounds\n\n var arrowElement = state.elements.arrow;\n var arrowRect = tether && arrowElement ? getLayoutRect(arrowElement) : {\n width: 0,\n height: 0\n };\n var arrowPaddingObject = state.modifiersData['arrow#persistent'] ? state.modifiersData['arrow#persistent'].padding : getFreshSideObject();\n var arrowPaddingMin = arrowPaddingObject[mainSide];\n var arrowPaddingMax = arrowPaddingObject[altSide]; // If the reference length is smaller than the arrow length, we don't want\n // to include its full size in the calculation. If the reference is small\n // and near the edge of a boundary, the popper can overflow even if the\n // reference is not overflowing as well (e.g. virtual elements with no\n // width or height)\n\n var arrowLen = within(0, referenceRect[len], arrowRect[len]);\n var minOffset = isBasePlacement ? referenceRect[len] / 2 - additive - arrowLen - arrowPaddingMin - normalizedTetherOffsetValue.mainAxis : minLen - arrowLen - arrowPaddingMin - normalizedTetherOffsetValue.mainAxis;\n var maxOffset = isBasePlacement ? -referenceRect[len] / 2 + additive + arrowLen + arrowPaddingMax + normalizedTetherOffsetValue.mainAxis : maxLen + arrowLen + arrowPaddingMax + normalizedTetherOffsetValue.mainAxis;\n var arrowOffsetParent = state.elements.arrow && getOffsetParent(state.elements.arrow);\n var clientOffset = arrowOffsetParent ? mainAxis === 'y' ? arrowOffsetParent.clientTop || 0 : arrowOffsetParent.clientLeft || 0 : 0;\n var offsetModifierValue = (_offsetModifierState$ = offsetModifierState == null ? void 0 : offsetModifierState[mainAxis]) != null ? _offsetModifierState$ : 0;\n var tetherMin = offset + minOffset - offsetModifierValue - clientOffset;\n var tetherMax = offset + maxOffset - offsetModifierValue;\n var preventedOffset = within(tether ? mathMin(min, tetherMin) : min, offset, tether ? mathMax(max, tetherMax) : max);\n popperOffsets[mainAxis] = preventedOffset;\n data[mainAxis] = preventedOffset - offset;\n }\n\n if (checkAltAxis) {\n var _offsetModifierState$2;\n\n var _mainSide = mainAxis === 'x' ? top : left;\n\n var _altSide = mainAxis === 'x' ? bottom : right;\n\n var _offset = popperOffsets[altAxis];\n\n var _len = altAxis === 'y' ? 'height' : 'width';\n\n var _min = _offset + overflow[_mainSide];\n\n var _max = _offset - overflow[_altSide];\n\n var isOriginSide = [top, left].indexOf(basePlacement) !== -1;\n\n var _offsetModifierValue = (_offsetModifierState$2 = offsetModifierState == null ? void 0 : offsetModifierState[altAxis]) != null ? _offsetModifierState$2 : 0;\n\n var _tetherMin = isOriginSide ? _min : _offset - referenceRect[_len] - popperRect[_len] - _offsetModifierValue + normalizedTetherOffsetValue.altAxis;\n\n var _tetherMax = isOriginSide ? _offset + referenceRect[_len] + popperRect[_len] - _offsetModifierValue - normalizedTetherOffsetValue.altAxis : _max;\n\n var _preventedOffset = tether && isOriginSide ? withinMaxClamp(_tetherMin, _offset, _tetherMax) : within(tether ? _tetherMin : _min, _offset, tether ? _tetherMax : _max);\n\n popperOffsets[altAxis] = _preventedOffset;\n data[altAxis] = _preventedOffset - _offset;\n }\n\n state.modifiersData[name] = data;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'preventOverflow',\n enabled: true,\n phase: 'main',\n fn: preventOverflow,\n requiresIfExists: ['offset']\n};","export default function getAltAxis(axis) {\n return axis === 'x' ? 'y' : 'x';\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getNodeScroll from \"./getNodeScroll.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport isScrollParent from \"./isScrollParent.js\";\nimport { round } from \"../utils/math.js\";\n\nfunction isElementScaled(element) {\n var rect = element.getBoundingClientRect();\n var scaleX = round(rect.width) / element.offsetWidth || 1;\n var scaleY = round(rect.height) / element.offsetHeight || 1;\n return scaleX !== 1 || scaleY !== 1;\n} // Returns the composite rect of an element relative to its offsetParent.\n// Composite means it takes into account transforms as well as layout.\n\n\nexport default function getCompositeRect(elementOrVirtualElement, offsetParent, isFixed) {\n if (isFixed === void 0) {\n isFixed = false;\n }\n\n var isOffsetParentAnElement = isHTMLElement(offsetParent);\n var offsetParentIsScaled = isHTMLElement(offsetParent) && isElementScaled(offsetParent);\n var documentElement = getDocumentElement(offsetParent);\n var rect = getBoundingClientRect(elementOrVirtualElement, offsetParentIsScaled, isFixed);\n var scroll = {\n scrollLeft: 0,\n scrollTop: 0\n };\n var offsets = {\n x: 0,\n y: 0\n };\n\n if (isOffsetParentAnElement || !isOffsetParentAnElement && !isFixed) {\n if (getNodeName(offsetParent) !== 'body' || // https://github.com/popperjs/popper-core/issues/1078\n isScrollParent(documentElement)) {\n scroll = getNodeScroll(offsetParent);\n }\n\n if (isHTMLElement(offsetParent)) {\n offsets = getBoundingClientRect(offsetParent, true);\n offsets.x += offsetParent.clientLeft;\n offsets.y += offsetParent.clientTop;\n } else if (documentElement) {\n offsets.x = getWindowScrollBarX(documentElement);\n }\n }\n\n return {\n x: rect.left + scroll.scrollLeft - offsets.x,\n y: rect.top + scroll.scrollTop - offsets.y,\n width: rect.width,\n height: rect.height\n };\n}","import getWindowScroll from \"./getWindowScroll.js\";\nimport getWindow from \"./getWindow.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nimport getHTMLElementScroll from \"./getHTMLElementScroll.js\";\nexport default function getNodeScroll(node) {\n if (node === getWindow(node) || !isHTMLElement(node)) {\n return getWindowScroll(node);\n } else {\n return getHTMLElementScroll(node);\n }\n}","export default function getHTMLElementScroll(element) {\n return {\n scrollLeft: element.scrollLeft,\n scrollTop: element.scrollTop\n };\n}","import { modifierPhases } from \"../enums.js\"; // source: https://stackoverflow.com/questions/49875255\n\nfunction order(modifiers) {\n var map = new Map();\n var visited = new Set();\n var result = [];\n modifiers.forEach(function (modifier) {\n map.set(modifier.name, modifier);\n }); // On visiting object, check for its dependencies and visit them recursively\n\n function sort(modifier) {\n visited.add(modifier.name);\n var requires = [].concat(modifier.requires || [], modifier.requiresIfExists || []);\n requires.forEach(function (dep) {\n if (!visited.has(dep)) {\n var depModifier = map.get(dep);\n\n if (depModifier) {\n sort(depModifier);\n }\n }\n });\n result.push(modifier);\n }\n\n modifiers.forEach(function (modifier) {\n if (!visited.has(modifier.name)) {\n // check for visited object\n sort(modifier);\n }\n });\n return result;\n}\n\nexport default function orderModifiers(modifiers) {\n // order based on dependencies\n var orderedModifiers = order(modifiers); // order based on phase\n\n return modifierPhases.reduce(function (acc, phase) {\n return acc.concat(orderedModifiers.filter(function (modifier) {\n return modifier.phase === phase;\n }));\n }, []);\n}","import getCompositeRect from \"./dom-utils/getCompositeRect.js\";\nimport getLayoutRect from \"./dom-utils/getLayoutRect.js\";\nimport listScrollParents from \"./dom-utils/listScrollParents.js\";\nimport getOffsetParent from \"./dom-utils/getOffsetParent.js\";\nimport getComputedStyle from \"./dom-utils/getComputedStyle.js\";\nimport orderModifiers from \"./utils/orderModifiers.js\";\nimport debounce from \"./utils/debounce.js\";\nimport validateModifiers from \"./utils/validateModifiers.js\";\nimport uniqueBy from \"./utils/uniqueBy.js\";\nimport getBasePlacement from \"./utils/getBasePlacement.js\";\nimport mergeByName from \"./utils/mergeByName.js\";\nimport detectOverflow from \"./utils/detectOverflow.js\";\nimport { isElement } from \"./dom-utils/instanceOf.js\";\nimport { auto } from \"./enums.js\";\nvar INVALID_ELEMENT_ERROR = 'Popper: Invalid reference or popper argument provided. They must be either a DOM element or virtual element.';\nvar INFINITE_LOOP_ERROR = 'Popper: An infinite loop in the modifiers cycle has been detected! The cycle has been interrupted to prevent a browser crash.';\nvar DEFAULT_OPTIONS = {\n placement: 'bottom',\n modifiers: [],\n strategy: 'absolute'\n};\n\nfunction areValidElements() {\n for (var _len = arguments.length, args = new Array(_len), _key = 0; _key < _len; _key++) {\n args[_key] = arguments[_key];\n }\n\n return !args.some(function (element) {\n return !(element && typeof element.getBoundingClientRect === 'function');\n });\n}\n\nexport function popperGenerator(generatorOptions) {\n if (generatorOptions === void 0) {\n generatorOptions = {};\n }\n\n var _generatorOptions = generatorOptions,\n _generatorOptions$def = _generatorOptions.defaultModifiers,\n defaultModifiers = _generatorOptions$def === void 0 ? [] : _generatorOptions$def,\n _generatorOptions$def2 = _generatorOptions.defaultOptions,\n defaultOptions = _generatorOptions$def2 === void 0 ? DEFAULT_OPTIONS : _generatorOptions$def2;\n return function createPopper(reference, popper, options) {\n if (options === void 0) {\n options = defaultOptions;\n }\n\n var state = {\n placement: 'bottom',\n orderedModifiers: [],\n options: Object.assign({}, DEFAULT_OPTIONS, defaultOptions),\n modifiersData: {},\n elements: {\n reference: reference,\n popper: popper\n },\n attributes: {},\n styles: {}\n };\n var effectCleanupFns = [];\n var isDestroyed = false;\n var instance = {\n state: state,\n setOptions: function setOptions(setOptionsAction) {\n var options = typeof setOptionsAction === 'function' ? setOptionsAction(state.options) : setOptionsAction;\n cleanupModifierEffects();\n state.options = Object.assign({}, defaultOptions, state.options, options);\n state.scrollParents = {\n reference: isElement(reference) ? listScrollParents(reference) : reference.contextElement ? listScrollParents(reference.contextElement) : [],\n popper: listScrollParents(popper)\n }; // Orders the modifiers based on their dependencies and `phase`\n // properties\n\n var orderedModifiers = orderModifiers(mergeByName([].concat(defaultModifiers, state.options.modifiers))); // Strip out disabled modifiers\n\n state.orderedModifiers = orderedModifiers.filter(function (m) {\n return m.enabled;\n }); // Validate the provided modifiers so that the consumer will get warned\n // if one of the modifiers is invalid for any reason\n\n if (process.env.NODE_ENV !== \"production\") {\n var modifiers = uniqueBy([].concat(orderedModifiers, state.options.modifiers), function (_ref) {\n var name = _ref.name;\n return name;\n });\n validateModifiers(modifiers);\n\n if (getBasePlacement(state.options.placement) === auto) {\n var flipModifier = state.orderedModifiers.find(function (_ref2) {\n var name = _ref2.name;\n return name === 'flip';\n });\n\n if (!flipModifier) {\n console.error(['Popper: \"auto\" placements require the \"flip\" modifier be', 'present and enabled to work.'].join(' '));\n }\n }\n\n var _getComputedStyle = getComputedStyle(popper),\n marginTop = _getComputedStyle.marginTop,\n marginRight = _getComputedStyle.marginRight,\n marginBottom = _getComputedStyle.marginBottom,\n marginLeft = _getComputedStyle.marginLeft; // We no longer take into account `margins` on the popper, and it can\n // cause bugs with positioning, so we'll warn the consumer\n\n\n if ([marginTop, marginRight, marginBottom, marginLeft].some(function (margin) {\n return parseFloat(margin);\n })) {\n console.warn(['Popper: CSS \"margin\" styles cannot be used to apply padding', 'between the popper and its reference element or boundary.', 'To replicate margin, use the `offset` modifier, as well as', 'the `padding` option in the `preventOverflow` and `flip`', 'modifiers.'].join(' '));\n }\n }\n\n runModifierEffects();\n return instance.update();\n },\n // Sync update – it will always be executed, even if not necessary. This\n // is useful for low frequency updates where sync behavior simplifies the\n // logic.\n // For high frequency updates (e.g. `resize` and `scroll` events), always\n // prefer the async Popper#update method\n forceUpdate: function forceUpdate() {\n if (isDestroyed) {\n return;\n }\n\n var _state$elements = state.elements,\n reference = _state$elements.reference,\n popper = _state$elements.popper; // Don't proceed if `reference` or `popper` are not valid elements\n // anymore\n\n if (!areValidElements(reference, popper)) {\n if (process.env.NODE_ENV !== \"production\") {\n console.error(INVALID_ELEMENT_ERROR);\n }\n\n return;\n } // Store the reference and popper rects to be read by modifiers\n\n\n state.rects = {\n reference: getCompositeRect(reference, getOffsetParent(popper), state.options.strategy === 'fixed'),\n popper: getLayoutRect(popper)\n }; // Modifiers have the ability to reset the current update cycle. The\n // most common use case for this is the `flip` modifier changing the\n // placement, which then needs to re-run all the modifiers, because the\n // logic was previously ran for the previous placement and is therefore\n // stale/incorrect\n\n state.reset = false;\n state.placement = state.options.placement; // On each update cycle, the `modifiersData` property for each modifier\n // is filled with the initial data specified by the modifier. This means\n // it doesn't persist and is fresh on each update.\n // To ensure persistent data, use `${name}#persistent`\n\n state.orderedModifiers.forEach(function (modifier) {\n return state.modifiersData[modifier.name] = Object.assign({}, modifier.data);\n });\n var __debug_loops__ = 0;\n\n for (var index = 0; index < state.orderedModifiers.length; index++) {\n if (process.env.NODE_ENV !== \"production\") {\n __debug_loops__ += 1;\n\n if (__debug_loops__ > 100) {\n console.error(INFINITE_LOOP_ERROR);\n break;\n }\n }\n\n if (state.reset === true) {\n state.reset = false;\n index = -1;\n continue;\n }\n\n var _state$orderedModifie = state.orderedModifiers[index],\n fn = _state$orderedModifie.fn,\n _state$orderedModifie2 = _state$orderedModifie.options,\n _options = _state$orderedModifie2 === void 0 ? {} : _state$orderedModifie2,\n name = _state$orderedModifie.name;\n\n if (typeof fn === 'function') {\n state = fn({\n state: state,\n options: _options,\n name: name,\n instance: instance\n }) || state;\n }\n }\n },\n // Async and optimistically optimized update – it will not be executed if\n // not necessary (debounced to run at most once-per-tick)\n update: debounce(function () {\n return new Promise(function (resolve) {\n instance.forceUpdate();\n resolve(state);\n });\n }),\n destroy: function destroy() {\n cleanupModifierEffects();\n isDestroyed = true;\n }\n };\n\n if (!areValidElements(reference, popper)) {\n if (process.env.NODE_ENV !== \"production\") {\n console.error(INVALID_ELEMENT_ERROR);\n }\n\n return instance;\n }\n\n instance.setOptions(options).then(function (state) {\n if (!isDestroyed && options.onFirstUpdate) {\n options.onFirstUpdate(state);\n }\n }); // Modifiers have the ability to execute arbitrary code before the first\n // update cycle runs. They will be executed in the same order as the update\n // cycle. This is useful when a modifier adds some persistent data that\n // other modifiers need to use, but the modifier is run after the dependent\n // one.\n\n function runModifierEffects() {\n state.orderedModifiers.forEach(function (_ref3) {\n var name = _ref3.name,\n _ref3$options = _ref3.options,\n options = _ref3$options === void 0 ? {} : _ref3$options,\n effect = _ref3.effect;\n\n if (typeof effect === 'function') {\n var cleanupFn = effect({\n state: state,\n name: name,\n instance: instance,\n options: options\n });\n\n var noopFn = function noopFn() {};\n\n effectCleanupFns.push(cleanupFn || noopFn);\n }\n });\n }\n\n function cleanupModifierEffects() {\n effectCleanupFns.forEach(function (fn) {\n return fn();\n });\n effectCleanupFns = [];\n }\n\n return instance;\n };\n}\nexport var createPopper = /*#__PURE__*/popperGenerator(); // eslint-disable-next-line import/no-unused-modules\n\nexport { detectOverflow };","export default function debounce(fn) {\n var pending;\n return function () {\n if (!pending) {\n pending = new Promise(function (resolve) {\n Promise.resolve().then(function () {\n pending = undefined;\n resolve(fn());\n });\n });\n }\n\n return pending;\n };\n}","export default function mergeByName(modifiers) {\n var merged = modifiers.reduce(function (merged, current) {\n var existing = merged[current.name];\n merged[current.name] = existing ? Object.assign({}, existing, current, {\n options: Object.assign({}, existing.options, current.options),\n data: Object.assign({}, existing.data, current.data)\n }) : current;\n return merged;\n }, {}); // IE11 does not support Object.values\n\n return Object.keys(merged).map(function (key) {\n return merged[key];\n });\n}","import { popperGenerator, detectOverflow } from \"./createPopper.js\";\nimport eventListeners from \"./modifiers/eventListeners.js\";\nimport popperOffsets from \"./modifiers/popperOffsets.js\";\nimport computeStyles from \"./modifiers/computeStyles.js\";\nimport applyStyles from \"./modifiers/applyStyles.js\";\nvar defaultModifiers = [eventListeners, popperOffsets, computeStyles, applyStyles];\nvar createPopper = /*#__PURE__*/popperGenerator({\n defaultModifiers: defaultModifiers\n}); // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper, popperGenerator, defaultModifiers, detectOverflow };","import { popperGenerator, detectOverflow } from \"./createPopper.js\";\nimport eventListeners from \"./modifiers/eventListeners.js\";\nimport popperOffsets from \"./modifiers/popperOffsets.js\";\nimport computeStyles from \"./modifiers/computeStyles.js\";\nimport applyStyles from \"./modifiers/applyStyles.js\";\nimport offset from \"./modifiers/offset.js\";\nimport flip from \"./modifiers/flip.js\";\nimport preventOverflow from \"./modifiers/preventOverflow.js\";\nimport arrow from \"./modifiers/arrow.js\";\nimport hide from \"./modifiers/hide.js\";\nvar defaultModifiers = [eventListeners, popperOffsets, computeStyles, applyStyles, offset, flip, preventOverflow, arrow, hide];\nvar createPopper = /*#__PURE__*/popperGenerator({\n defaultModifiers: defaultModifiers\n}); // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper, popperGenerator, defaultModifiers, detectOverflow }; // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper as createPopperLite } from \"./popper-lite.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport * from \"./modifiers/index.js\";","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): dropdown.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport * as Popper from '@popperjs/core'\nimport {\n defineJQueryPlugin,\n getElement,\n getNextActiveElement,\n isDisabled,\n isElement,\n isRTL,\n isVisible,\n noop\n} from './util/index'\nimport EventHandler from './dom/event-handler'\nimport Manipulator from './dom/manipulator'\nimport SelectorEngine from './dom/selector-engine'\nimport BaseComponent from './base-component'\n\n/**\n * Constants\n */\n\nconst NAME = 'dropdown'\nconst DATA_KEY = 'bs.dropdown'\nconst EVENT_KEY = `.${DATA_KEY}`\nconst DATA_API_KEY = '.data-api'\n\nconst ESCAPE_KEY = 'Escape'\nconst TAB_KEY = 'Tab'\nconst ARROW_UP_KEY = 'ArrowUp'\nconst ARROW_DOWN_KEY = 'ArrowDown'\nconst RIGHT_MOUSE_BUTTON = 2 // MouseEvent.button value for the secondary button, usually the right button\n\nconst EVENT_HIDE = `hide${EVENT_KEY}`\nconst EVENT_HIDDEN = `hidden${EVENT_KEY}`\nconst EVENT_SHOW = `show${EVENT_KEY}`\nconst EVENT_SHOWN = `shown${EVENT_KEY}`\nconst EVENT_CLICK_DATA_API = `click${EVENT_KEY}${DATA_API_KEY}`\nconst EVENT_KEYDOWN_DATA_API = `keydown${EVENT_KEY}${DATA_API_KEY}`\nconst EVENT_KEYUP_DATA_API = `keyup${EVENT_KEY}${DATA_API_KEY}`\n\nconst CLASS_NAME_SHOW = 'show'\nconst CLASS_NAME_DROPUP = 'dropup'\nconst CLASS_NAME_DROPEND = 'dropend'\nconst CLASS_NAME_DROPSTART = 'dropstart'\nconst CLASS_NAME_DROPUP_CENTER = 'dropup-center'\nconst CLASS_NAME_DROPDOWN_CENTER = 'dropdown-center'\n\nconst SELECTOR_DATA_TOGGLE = '[data-bs-toggle=\"dropdown\"]:not(.disabled):not(:disabled)'\nconst SELECTOR_DATA_TOGGLE_SHOWN = `${SELECTOR_DATA_TOGGLE}.${CLASS_NAME_SHOW}`\nconst SELECTOR_MENU = '.dropdown-menu'\nconst SELECTOR_NAVBAR = '.navbar'\nconst SELECTOR_NAVBAR_NAV = '.navbar-nav'\nconst SELECTOR_VISIBLE_ITEMS = '.dropdown-menu .dropdown-item:not(.disabled):not(:disabled)'\n\nconst PLACEMENT_TOP = isRTL() ? 'top-end' : 'top-start'\nconst PLACEMENT_TOPEND = isRTL() ? 'top-start' : 'top-end'\nconst PLACEMENT_BOTTOM = isRTL() ? 'bottom-end' : 'bottom-start'\nconst PLACEMENT_BOTTOMEND = isRTL() ? 'bottom-start' : 'bottom-end'\nconst PLACEMENT_RIGHT = isRTL() ? 'left-start' : 'right-start'\nconst PLACEMENT_LEFT = isRTL() ? 'right-start' : 'left-start'\nconst PLACEMENT_TOPCENTER = 'top'\nconst PLACEMENT_BOTTOMCENTER = 'bottom'\n\nconst Default = {\n autoClose: true,\n boundary: 'clippingParents',\n display: 'dynamic',\n offset: [0, 2],\n popperConfig: null,\n reference: 'toggle'\n}\n\nconst DefaultType = {\n autoClose: '(boolean|string)',\n boundary: '(string|element)',\n display: 'string',\n offset: '(array|string|function)',\n popperConfig: '(null|object|function)',\n reference: '(string|element|object)'\n}\n\n/**\n * Class definition\n */\n\nclass Dropdown extends BaseComponent {\n constructor(element, config) {\n super(element, config)\n\n this._popper = null\n this._parent = this._element.parentNode // dropdown wrapper\n // todo: v6 revert #37011 & change markup https://getbootstrap.com/docs/5.2/forms/input-group/\n this._menu = SelectorEngine.next(this._element, SELECTOR_MENU)[0] ||\n SelectorEngine.prev(this._element, SELECTOR_MENU)[0] ||\n SelectorEngine.findOne(SELECTOR_MENU, this._parent)\n this._inNavbar = this._detectNavbar()\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n toggle() {\n return this._isShown() ? this.hide() : this.show()\n }\n\n show() {\n if (isDisabled(this._element) || this._isShown()) {\n return\n }\n\n const relatedTarget = {\n relatedTarget: this._element\n }\n\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW, relatedTarget)\n\n if (showEvent.defaultPrevented) {\n return\n }\n\n this._createPopper()\n\n // If this is a touch-enabled device we add extra\n // empty mouseover listeners to the body's immediate children;\n // only needed because of broken event delegation on iOS\n // https://www.quirksmode.org/blog/archives/2014/02/mouse_event_bub.html\n if ('ontouchstart' in document.documentElement && !this._parent.closest(SELECTOR_NAVBAR_NAV)) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.on(element, 'mouseover', noop)\n }\n }\n\n this._element.focus()\n this._element.setAttribute('aria-expanded', true)\n\n this._menu.classList.add(CLASS_NAME_SHOW)\n this._element.classList.add(CLASS_NAME_SHOW)\n EventHandler.trigger(this._element, EVENT_SHOWN, relatedTarget)\n }\n\n hide() {\n if (isDisabled(this._element) || !this._isShown()) {\n return\n }\n\n const relatedTarget = {\n relatedTarget: this._element\n }\n\n this._completeHide(relatedTarget)\n }\n\n dispose() {\n if (this._popper) {\n this._popper.destroy()\n }\n\n super.dispose()\n }\n\n update() {\n this._inNavbar = this._detectNavbar()\n if (this._popper) {\n this._popper.update()\n }\n }\n\n // Private\n _completeHide(relatedTarget) {\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE, relatedTarget)\n if (hideEvent.defaultPrevented) {\n return\n }\n\n // If this is a touch-enabled device we remove the extra\n // empty mouseover listeners we added for iOS support\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.off(element, 'mouseover', noop)\n }\n }\n\n if (this._popper) {\n this._popper.destroy()\n }\n\n this._menu.classList.remove(CLASS_NAME_SHOW)\n this._element.classList.remove(CLASS_NAME_SHOW)\n this._element.setAttribute('aria-expanded', 'false')\n Manipulator.removeDataAttribute(this._menu, 'popper')\n EventHandler.trigger(this._element, EVENT_HIDDEN, relatedTarget)\n }\n\n _getConfig(config) {\n config = super._getConfig(config)\n\n if (typeof config.reference === 'object' && !isElement(config.reference) &&\n typeof config.reference.getBoundingClientRect !== 'function'\n ) {\n // Popper virtual elements require a getBoundingClientRect method\n throw new TypeError(`${NAME.toUpperCase()}: Option \"reference\" provided type \"object\" without a required \"getBoundingClientRect\" method.`)\n }\n\n return config\n }\n\n _createPopper() {\n if (typeof Popper === 'undefined') {\n throw new TypeError('Bootstrap\\'s dropdowns require Popper (https://popper.js.org)')\n }\n\n let referenceElement = this._element\n\n if (this._config.reference === 'parent') {\n referenceElement = this._parent\n } else if (isElement(this._config.reference)) {\n referenceElement = getElement(this._config.reference)\n } else if (typeof this._config.reference === 'object') {\n referenceElement = this._config.reference\n }\n\n const popperConfig = this._getPopperConfig()\n this._popper = Popper.createPopper(referenceElement, this._menu, popperConfig)\n }\n\n _isShown() {\n return this._menu.classList.contains(CLASS_NAME_SHOW)\n }\n\n _getPlacement() {\n const parentDropdown = this._parent\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPEND)) {\n return PLACEMENT_RIGHT\n }\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPSTART)) {\n return PLACEMENT_LEFT\n }\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPUP_CENTER)) {\n return PLACEMENT_TOPCENTER\n }\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPDOWN_CENTER)) {\n return PLACEMENT_BOTTOMCENTER\n }\n\n // We need to trim the value because custom properties can also include spaces\n const isEnd = getComputedStyle(this._menu).getPropertyValue('--bs-position').trim() === 'end'\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPUP)) {\n return isEnd ? PLACEMENT_TOPEND : PLACEMENT_TOP\n }\n\n return isEnd ? PLACEMENT_BOTTOMEND : PLACEMENT_BOTTOM\n }\n\n _detectNavbar() {\n return this._element.closest(SELECTOR_NAVBAR) !== null\n }\n\n _getOffset() {\n const { offset } = this._config\n\n if (typeof offset === 'string') {\n return offset.split(',').map(value => Number.parseInt(value, 10))\n }\n\n if (typeof offset === 'function') {\n return popperData => offset(popperData, this._element)\n }\n\n return offset\n }\n\n _getPopperConfig() {\n const defaultBsPopperConfig = {\n placement: this._getPlacement(),\n modifiers: [{\n name: 'preventOverflow',\n options: {\n boundary: this._config.boundary\n }\n },\n {\n name: 'offset',\n options: {\n offset: this._getOffset()\n }\n }]\n }\n\n // Disable Popper if we have a static display or Dropdown is in Navbar\n if (this._inNavbar || this._config.display === 'static') {\n Manipulator.setDataAttribute(this._menu, 'popper', 'static') // todo:v6 remove\n defaultBsPopperConfig.modifiers = [{\n name: 'applyStyles',\n enabled: false\n }]\n }\n\n return {\n ...defaultBsPopperConfig,\n ...(typeof this._config.popperConfig === 'function' ? this._config.popperConfig(defaultBsPopperConfig) : this._config.popperConfig)\n }\n }\n\n _selectMenuItem({ key, target }) {\n const items = SelectorEngine.find(SELECTOR_VISIBLE_ITEMS, this._menu).filter(element => isVisible(element))\n\n if (!items.length) {\n return\n }\n\n // if target isn't included in items (e.g. when expanding the dropdown)\n // allow cycling to get the last item in case key equals ARROW_UP_KEY\n getNextActiveElement(items, target, key === ARROW_DOWN_KEY, !items.includes(target)).focus()\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Dropdown.getOrCreateInstance(this, config)\n\n if (typeof config !== 'string') {\n return\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`)\n }\n\n data[config]()\n })\n }\n\n static clearMenus(event) {\n if (event.button === RIGHT_MOUSE_BUTTON || (event.type === 'keyup' && event.key !== TAB_KEY)) {\n return\n }\n\n const openToggles = SelectorEngine.find(SELECTOR_DATA_TOGGLE_SHOWN)\n\n for (const toggle of openToggles) {\n const context = Dropdown.getInstance(toggle)\n if (!context || context._config.autoClose === false) {\n continue\n }\n\n const composedPath = event.composedPath()\n const isMenuTarget = composedPath.includes(context._menu)\n if (\n composedPath.includes(context._element) ||\n (context._config.autoClose === 'inside' && !isMenuTarget) ||\n (context._config.autoClose === 'outside' && isMenuTarget)\n ) {\n continue\n }\n\n // Tab navigation through the dropdown menu or events from contained inputs shouldn't close the menu\n if (context._menu.contains(event.target) && ((event.type === 'keyup' && event.key === TAB_KEY) || /input|select|option|textarea|form/i.test(event.target.tagName))) {\n continue\n }\n\n const relatedTarget = { relatedTarget: context._element }\n\n if (event.type === 'click') {\n relatedTarget.clickEvent = event\n }\n\n context._completeHide(relatedTarget)\n }\n }\n\n static dataApiKeydownHandler(event) {\n // If not an UP | DOWN | ESCAPE key => not a dropdown command\n // If input/textarea && if key is other than ESCAPE => not a dropdown command\n\n const isInput = /input|textarea/i.test(event.target.tagName)\n const isEscapeEvent = event.key === ESCAPE_KEY\n const isUpOrDownEvent = [ARROW_UP_KEY, ARROW_DOWN_KEY].includes(event.key)\n\n if (!isUpOrDownEvent && !isEscapeEvent) {\n return\n }\n\n if (isInput && !isEscapeEvent) {\n return\n }\n\n event.preventDefault()\n\n // todo: v6 revert #37011 & change markup https://getbootstrap.com/docs/5.2/forms/input-group/\n const getToggleButton = this.matches(SELECTOR_DATA_TOGGLE) ?\n this :\n (SelectorEngine.prev(this, SELECTOR_DATA_TOGGLE)[0] ||\n SelectorEngine.next(this, SELECTOR_DATA_TOGGLE)[0] ||\n SelectorEngine.findOne(SELECTOR_DATA_TOGGLE, event.delegateTarget.parentNode))\n\n const instance = Dropdown.getOrCreateInstance(getToggleButton)\n\n if (isUpOrDownEvent) {\n event.stopPropagation()\n instance.show()\n instance._selectMenuItem(event)\n return\n }\n\n if (instance._isShown()) { // else is escape and we check if it is shown\n event.stopPropagation()\n instance.hide()\n getToggleButton.focus()\n }\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_KEYDOWN_DATA_API, SELECTOR_DATA_TOGGLE, Dropdown.dataApiKeydownHandler)\nEventHandler.on(document, EVENT_KEYDOWN_DATA_API, SELECTOR_MENU, Dropdown.dataApiKeydownHandler)\nEventHandler.on(document, EVENT_CLICK_DATA_API, Dropdown.clearMenus)\nEventHandler.on(document, EVENT_KEYUP_DATA_API, Dropdown.clearMenus)\nEventHandler.on(document, EVENT_CLICK_DATA_API, SELECTOR_DATA_TOGGLE, function (event) {\n event.preventDefault()\n Dropdown.getOrCreateInstance(this).toggle()\n})\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Dropdown)\n\nexport default Dropdown\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): util/scrollBar.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport SelectorEngine from '../dom/selector-engine'\nimport Manipulator from '../dom/manipulator'\nimport { isElement } from './index'\n\n/**\n * Constants\n */\n\nconst SELECTOR_FIXED_CONTENT = '.fixed-top, .fixed-bottom, .is-fixed, .sticky-top'\nconst SELECTOR_STICKY_CONTENT = '.sticky-top'\nconst PROPERTY_PADDING = 'padding-right'\nconst PROPERTY_MARGIN = 'margin-right'\n\n/**\n * Class definition\n */\n\nclass ScrollBarHelper {\n constructor() {\n this._element = document.body\n }\n\n // Public\n getWidth() {\n // https://developer.mozilla.org/en-US/docs/Web/API/Window/innerWidth#usage_notes\n const documentWidth = document.documentElement.clientWidth\n return Math.abs(window.innerWidth - documentWidth)\n }\n\n hide() {\n const width = this.getWidth()\n this._disableOverFlow()\n // give padding to element to balance the hidden scrollbar width\n this._setElementAttributes(this._element, PROPERTY_PADDING, calculatedValue => calculatedValue + width)\n // trick: We adjust positive paddingRight and negative marginRight to sticky-top elements to keep showing fullwidth\n this._setElementAttributes(SELECTOR_FIXED_CONTENT, PROPERTY_PADDING, calculatedValue => calculatedValue + width)\n this._setElementAttributes(SELECTOR_STICKY_CONTENT, PROPERTY_MARGIN, calculatedValue => calculatedValue - width)\n }\n\n reset() {\n this._resetElementAttributes(this._element, 'overflow')\n this._resetElementAttributes(this._element, PROPERTY_PADDING)\n this._resetElementAttributes(SELECTOR_FIXED_CONTENT, PROPERTY_PADDING)\n this._resetElementAttributes(SELECTOR_STICKY_CONTENT, PROPERTY_MARGIN)\n }\n\n isOverflowing() {\n return this.getWidth() > 0\n }\n\n // Private\n _disableOverFlow() {\n this._saveInitialAttribute(this._element, 'overflow')\n this._element.style.overflow = 'hidden'\n }\n\n _setElementAttributes(selector, styleProperty, callback) {\n const scrollbarWidth = this.getWidth()\n const manipulationCallBack = element => {\n if (element !== this._element && window.innerWidth > element.clientWidth + scrollbarWidth) {\n return\n }\n\n this._saveInitialAttribute(element, styleProperty)\n const calculatedValue = window.getComputedStyle(element).getPropertyValue(styleProperty)\n element.style.setProperty(styleProperty, `${callback(Number.parseFloat(calculatedValue))}px`)\n }\n\n this._applyManipulationCallback(selector, manipulationCallBack)\n }\n\n _saveInitialAttribute(element, styleProperty) {\n const actualValue = element.style.getPropertyValue(styleProperty)\n if (actualValue) {\n Manipulator.setDataAttribute(element, styleProperty, actualValue)\n }\n }\n\n _resetElementAttributes(selector, styleProperty) {\n const manipulationCallBack = element => {\n const value = Manipulator.getDataAttribute(element, styleProperty)\n // We only want to remove the property if the value is `null`; the value can also be zero\n if (value === null) {\n element.style.removeProperty(styleProperty)\n return\n }\n\n Manipulator.removeDataAttribute(element, styleProperty)\n element.style.setProperty(styleProperty, value)\n }\n\n this._applyManipulationCallback(selector, manipulationCallBack)\n }\n\n _applyManipulationCallback(selector, callBack) {\n if (isElement(selector)) {\n callBack(selector)\n return\n }\n\n for (const sel of SelectorEngine.find(selector, this._element)) {\n callBack(sel)\n }\n }\n}\n\nexport default ScrollBarHelper\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): util/backdrop.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport EventHandler from '../dom/event-handler'\nimport { execute, executeAfterTransition, getElement, reflow } from './index'\nimport Config from './config'\n\n/**\n * Constants\n */\n\nconst NAME = 'backdrop'\nconst CLASS_NAME_FADE = 'fade'\nconst CLASS_NAME_SHOW = 'show'\nconst EVENT_MOUSEDOWN = `mousedown.bs.${NAME}`\n\nconst Default = {\n className: 'modal-backdrop',\n clickCallback: null,\n isAnimated: false,\n isVisible: true, // if false, we use the backdrop helper without adding any element to the dom\n rootElement: 'body' // give the choice to place backdrop under different elements\n}\n\nconst DefaultType = {\n className: 'string',\n clickCallback: '(function|null)',\n isAnimated: 'boolean',\n isVisible: 'boolean',\n rootElement: '(element|string)'\n}\n\n/**\n * Class definition\n */\n\nclass Backdrop extends Config {\n constructor(config) {\n super()\n this._config = this._getConfig(config)\n this._isAppended = false\n this._element = null\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n show(callback) {\n if (!this._config.isVisible) {\n execute(callback)\n return\n }\n\n this._append()\n\n const element = this._getElement()\n if (this._config.isAnimated) {\n reflow(element)\n }\n\n element.classList.add(CLASS_NAME_SHOW)\n\n this._emulateAnimation(() => {\n execute(callback)\n })\n }\n\n hide(callback) {\n if (!this._config.isVisible) {\n execute(callback)\n return\n }\n\n this._getElement().classList.remove(CLASS_NAME_SHOW)\n\n this._emulateAnimation(() => {\n this.dispose()\n execute(callback)\n })\n }\n\n dispose() {\n if (!this._isAppended) {\n return\n }\n\n EventHandler.off(this._element, EVENT_MOUSEDOWN)\n\n this._element.remove()\n this._isAppended = false\n }\n\n // Private\n _getElement() {\n if (!this._element) {\n const backdrop = document.createElement('div')\n backdrop.className = this._config.className\n if (this._config.isAnimated) {\n backdrop.classList.add(CLASS_NAME_FADE)\n }\n\n this._element = backdrop\n }\n\n return this._element\n }\n\n _configAfterMerge(config) {\n // use getElement() with the default \"body\" to get a fresh Element on each instantiation\n config.rootElement = getElement(config.rootElement)\n return config\n }\n\n _append() {\n if (this._isAppended) {\n return\n }\n\n const element = this._getElement()\n this._config.rootElement.append(element)\n\n EventHandler.on(element, EVENT_MOUSEDOWN, () => {\n execute(this._config.clickCallback)\n })\n\n this._isAppended = true\n }\n\n _emulateAnimation(callback) {\n executeAfterTransition(callback, this._getElement(), this._config.isAnimated)\n }\n}\n\nexport default Backdrop\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): util/focustrap.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport EventHandler from '../dom/event-handler'\nimport SelectorEngine from '../dom/selector-engine'\nimport Config from './config'\n\n/**\n * Constants\n */\n\nconst NAME = 'focustrap'\nconst DATA_KEY = 'bs.focustrap'\nconst EVENT_KEY = `.${DATA_KEY}`\nconst EVENT_FOCUSIN = `focusin${EVENT_KEY}`\nconst EVENT_KEYDOWN_TAB = `keydown.tab${EVENT_KEY}`\n\nconst TAB_KEY = 'Tab'\nconst TAB_NAV_FORWARD = 'forward'\nconst TAB_NAV_BACKWARD = 'backward'\n\nconst Default = {\n autofocus: true,\n trapElement: null // The element to trap focus inside of\n}\n\nconst DefaultType = {\n autofocus: 'boolean',\n trapElement: 'element'\n}\n\n/**\n * Class definition\n */\n\nclass FocusTrap extends Config {\n constructor(config) {\n super()\n this._config = this._getConfig(config)\n this._isActive = false\n this._lastTabNavDirection = null\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n activate() {\n if (this._isActive) {\n return\n }\n\n if (this._config.autofocus) {\n this._config.trapElement.focus()\n }\n\n EventHandler.off(document, EVENT_KEY) // guard against infinite focus loop\n EventHandler.on(document, EVENT_FOCUSIN, event => this._handleFocusin(event))\n EventHandler.on(document, EVENT_KEYDOWN_TAB, event => this._handleKeydown(event))\n\n this._isActive = true\n }\n\n deactivate() {\n if (!this._isActive) {\n return\n }\n\n this._isActive = false\n EventHandler.off(document, EVENT_KEY)\n }\n\n // Private\n _handleFocusin(event) {\n const { trapElement } = this._config\n\n if (event.target === document || event.target === trapElement || trapElement.contains(event.target)) {\n return\n }\n\n const elements = SelectorEngine.focusableChildren(trapElement)\n\n if (elements.length === 0) {\n trapElement.focus()\n } else if (this._lastTabNavDirection === TAB_NAV_BACKWARD) {\n elements[elements.length - 1].focus()\n } else {\n elements[0].focus()\n }\n }\n\n _handleKeydown(event) {\n if (event.key !== TAB_KEY) {\n return\n }\n\n this._lastTabNavDirection = event.shiftKey ? TAB_NAV_BACKWARD : TAB_NAV_FORWARD\n }\n}\n\nexport default FocusTrap\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): modal.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport { defineJQueryPlugin, getElementFromSelector, isRTL, isVisible, reflow } from './util/index'\nimport EventHandler from './dom/event-handler'\nimport SelectorEngine from './dom/selector-engine'\nimport ScrollBarHelper from './util/scrollbar'\nimport BaseComponent from './base-component'\nimport Backdrop from './util/backdrop'\nimport FocusTrap from './util/focustrap'\nimport { enableDismissTrigger } from './util/component-functions'\n\n/**\n * Constants\n */\n\nconst NAME = 'modal'\nconst DATA_KEY = 'bs.modal'\nconst EVENT_KEY = `.${DATA_KEY}`\nconst DATA_API_KEY = '.data-api'\nconst ESCAPE_KEY = 'Escape'\n\nconst EVENT_HIDE = `hide${EVENT_KEY}`\nconst EVENT_HIDE_PREVENTED = `hidePrevented${EVENT_KEY}`\nconst EVENT_HIDDEN = `hidden${EVENT_KEY}`\nconst EVENT_SHOW = `show${EVENT_KEY}`\nconst EVENT_SHOWN = `shown${EVENT_KEY}`\nconst EVENT_RESIZE = `resize${EVENT_KEY}`\nconst EVENT_CLICK_DISMISS = `click.dismiss${EVENT_KEY}`\nconst EVENT_MOUSEDOWN_DISMISS = `mousedown.dismiss${EVENT_KEY}`\nconst EVENT_KEYDOWN_DISMISS = `keydown.dismiss${EVENT_KEY}`\nconst EVENT_CLICK_DATA_API = `click${EVENT_KEY}${DATA_API_KEY}`\n\nconst CLASS_NAME_OPEN = 'modal-open'\nconst CLASS_NAME_FADE = 'fade'\nconst CLASS_NAME_SHOW = 'show'\nconst CLASS_NAME_STATIC = 'modal-static'\n\nconst OPEN_SELECTOR = '.modal.show'\nconst SELECTOR_DIALOG = '.modal-dialog'\nconst SELECTOR_MODAL_BODY = '.modal-body'\nconst SELECTOR_DATA_TOGGLE = '[data-bs-toggle=\"modal\"]'\n\nconst Default = {\n backdrop: true,\n focus: true,\n keyboard: true\n}\n\nconst DefaultType = {\n backdrop: '(boolean|string)',\n focus: 'boolean',\n keyboard: 'boolean'\n}\n\n/**\n * Class definition\n */\n\nclass Modal extends BaseComponent {\n constructor(element, config) {\n super(element, config)\n\n this._dialog = SelectorEngine.findOne(SELECTOR_DIALOG, this._element)\n this._backdrop = this._initializeBackDrop()\n this._focustrap = this._initializeFocusTrap()\n this._isShown = false\n this._isTransitioning = false\n this._scrollBar = new ScrollBarHelper()\n\n this._addEventListeners()\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n toggle(relatedTarget) {\n return this._isShown ? this.hide() : this.show(relatedTarget)\n }\n\n show(relatedTarget) {\n if (this._isShown || this._isTransitioning) {\n return\n }\n\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW, {\n relatedTarget\n })\n\n if (showEvent.defaultPrevented) {\n return\n }\n\n this._isShown = true\n this._isTransitioning = true\n\n this._scrollBar.hide()\n\n document.body.classList.add(CLASS_NAME_OPEN)\n\n this._adjustDialog()\n\n this._backdrop.show(() => this._showElement(relatedTarget))\n }\n\n hide() {\n if (!this._isShown || this._isTransitioning) {\n return\n }\n\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE)\n\n if (hideEvent.defaultPrevented) {\n return\n }\n\n this._isShown = false\n this._isTransitioning = true\n this._focustrap.deactivate()\n\n this._element.classList.remove(CLASS_NAME_SHOW)\n\n this._queueCallback(() => this._hideModal(), this._element, this._isAnimated())\n }\n\n dispose() {\n for (const htmlElement of [window, this._dialog]) {\n EventHandler.off(htmlElement, EVENT_KEY)\n }\n\n this._backdrop.dispose()\n this._focustrap.deactivate()\n super.dispose()\n }\n\n handleUpdate() {\n this._adjustDialog()\n }\n\n // Private\n _initializeBackDrop() {\n return new Backdrop({\n isVisible: Boolean(this._config.backdrop), // 'static' option will be translated to true, and booleans will keep their value,\n isAnimated: this._isAnimated()\n })\n }\n\n _initializeFocusTrap() {\n return new FocusTrap({\n trapElement: this._element\n })\n }\n\n _showElement(relatedTarget) {\n // try to append dynamic modal\n if (!document.body.contains(this._element)) {\n document.body.append(this._element)\n }\n\n this._element.style.display = 'block'\n this._element.removeAttribute('aria-hidden')\n this._element.setAttribute('aria-modal', true)\n this._element.setAttribute('role', 'dialog')\n this._element.scrollTop = 0\n\n const modalBody = SelectorEngine.findOne(SELECTOR_MODAL_BODY, this._dialog)\n if (modalBody) {\n modalBody.scrollTop = 0\n }\n\n reflow(this._element)\n\n this._element.classList.add(CLASS_NAME_SHOW)\n\n const transitionComplete = () => {\n if (this._config.focus) {\n this._focustrap.activate()\n }\n\n this._isTransitioning = false\n EventHandler.trigger(this._element, EVENT_SHOWN, {\n relatedTarget\n })\n }\n\n this._queueCallback(transitionComplete, this._dialog, this._isAnimated())\n }\n\n _addEventListeners() {\n EventHandler.on(this._element, EVENT_KEYDOWN_DISMISS, event => {\n if (event.key !== ESCAPE_KEY) {\n return\n }\n\n if (this._config.keyboard) {\n event.preventDefault()\n this.hide()\n return\n }\n\n this._triggerBackdropTransition()\n })\n\n EventHandler.on(window, EVENT_RESIZE, () => {\n if (this._isShown && !this._isTransitioning) {\n this._adjustDialog()\n }\n })\n\n EventHandler.on(this._element, EVENT_MOUSEDOWN_DISMISS, event => {\n // a bad trick to segregate clicks that may start inside dialog but end outside, and avoid listen to scrollbar clicks\n EventHandler.one(this._element, EVENT_CLICK_DISMISS, event2 => {\n if (this._element !== event.target || this._element !== event2.target) {\n return\n }\n\n if (this._config.backdrop === 'static') {\n this._triggerBackdropTransition()\n return\n }\n\n if (this._config.backdrop) {\n this.hide()\n }\n })\n })\n }\n\n _hideModal() {\n this._element.style.display = 'none'\n this._element.setAttribute('aria-hidden', true)\n this._element.removeAttribute('aria-modal')\n this._element.removeAttribute('role')\n this._isTransitioning = false\n\n this._backdrop.hide(() => {\n document.body.classList.remove(CLASS_NAME_OPEN)\n this._resetAdjustments()\n this._scrollBar.reset()\n EventHandler.trigger(this._element, EVENT_HIDDEN)\n })\n }\n\n _isAnimated() {\n return this._element.classList.contains(CLASS_NAME_FADE)\n }\n\n _triggerBackdropTransition() {\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED)\n if (hideEvent.defaultPrevented) {\n return\n }\n\n const isModalOverflowing = this._element.scrollHeight > document.documentElement.clientHeight\n const initialOverflowY = this._element.style.overflowY\n // return if the following background transition hasn't yet completed\n if (initialOverflowY === 'hidden' || this._element.classList.contains(CLASS_NAME_STATIC)) {\n return\n }\n\n if (!isModalOverflowing) {\n this._element.style.overflowY = 'hidden'\n }\n\n this._element.classList.add(CLASS_NAME_STATIC)\n this._queueCallback(() => {\n this._element.classList.remove(CLASS_NAME_STATIC)\n this._queueCallback(() => {\n this._element.style.overflowY = initialOverflowY\n }, this._dialog)\n }, this._dialog)\n\n this._element.focus()\n }\n\n /**\n * The following methods are used to handle overflowing modals\n */\n\n _adjustDialog() {\n const isModalOverflowing = this._element.scrollHeight > document.documentElement.clientHeight\n const scrollbarWidth = this._scrollBar.getWidth()\n const isBodyOverflowing = scrollbarWidth > 0\n\n if (isBodyOverflowing && !isModalOverflowing) {\n const property = isRTL() ? 'paddingLeft' : 'paddingRight'\n this._element.style[property] = `${scrollbarWidth}px`\n }\n\n if (!isBodyOverflowing && isModalOverflowing) {\n const property = isRTL() ? 'paddingRight' : 'paddingLeft'\n this._element.style[property] = `${scrollbarWidth}px`\n }\n }\n\n _resetAdjustments() {\n this._element.style.paddingLeft = ''\n this._element.style.paddingRight = ''\n }\n\n // Static\n static jQueryInterface(config, relatedTarget) {\n return this.each(function () {\n const data = Modal.getOrCreateInstance(this, config)\n\n if (typeof config !== 'string') {\n return\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`)\n }\n\n data[config](relatedTarget)\n })\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API, SELECTOR_DATA_TOGGLE, function (event) {\n const target = getElementFromSelector(this)\n\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault()\n }\n\n EventHandler.one(target, EVENT_SHOW, showEvent => {\n if (showEvent.defaultPrevented) {\n // only register focus restorer if modal will actually get shown\n return\n }\n\n EventHandler.one(target, EVENT_HIDDEN, () => {\n if (isVisible(this)) {\n this.focus()\n }\n })\n })\n\n // avoid conflict when clicking modal toggler while another one is open\n const alreadyOpen = SelectorEngine.findOne(OPEN_SELECTOR)\n if (alreadyOpen) {\n Modal.getInstance(alreadyOpen).hide()\n }\n\n const data = Modal.getOrCreateInstance(target)\n\n data.toggle(this)\n})\n\nenableDismissTrigger(Modal)\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Modal)\n\nexport default Modal\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): offcanvas.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport {\n defineJQueryPlugin,\n getElementFromSelector,\n isDisabled,\n isVisible\n} from './util/index'\nimport ScrollBarHelper from './util/scrollbar'\nimport EventHandler from './dom/event-handler'\nimport BaseComponent from './base-component'\nimport SelectorEngine from './dom/selector-engine'\nimport Backdrop from './util/backdrop'\nimport FocusTrap from './util/focustrap'\nimport { enableDismissTrigger } from './util/component-functions'\n\n/**\n * Constants\n */\n\nconst NAME = 'offcanvas'\nconst DATA_KEY = 'bs.offcanvas'\nconst EVENT_KEY = `.${DATA_KEY}`\nconst DATA_API_KEY = '.data-api'\nconst EVENT_LOAD_DATA_API = `load${EVENT_KEY}${DATA_API_KEY}`\nconst ESCAPE_KEY = 'Escape'\n\nconst CLASS_NAME_SHOW = 'show'\nconst CLASS_NAME_SHOWING = 'showing'\nconst CLASS_NAME_HIDING = 'hiding'\nconst CLASS_NAME_BACKDROP = 'offcanvas-backdrop'\nconst OPEN_SELECTOR = '.offcanvas.show'\n\nconst EVENT_SHOW = `show${EVENT_KEY}`\nconst EVENT_SHOWN = `shown${EVENT_KEY}`\nconst EVENT_HIDE = `hide${EVENT_KEY}`\nconst EVENT_HIDE_PREVENTED = `hidePrevented${EVENT_KEY}`\nconst EVENT_HIDDEN = `hidden${EVENT_KEY}`\nconst EVENT_RESIZE = `resize${EVENT_KEY}`\nconst EVENT_CLICK_DATA_API = `click${EVENT_KEY}${DATA_API_KEY}`\nconst EVENT_KEYDOWN_DISMISS = `keydown.dismiss${EVENT_KEY}`\n\nconst SELECTOR_DATA_TOGGLE = '[data-bs-toggle=\"offcanvas\"]'\n\nconst Default = {\n backdrop: true,\n keyboard: true,\n scroll: false\n}\n\nconst DefaultType = {\n backdrop: '(boolean|string)',\n keyboard: 'boolean',\n scroll: 'boolean'\n}\n\n/**\n * Class definition\n */\n\nclass Offcanvas extends BaseComponent {\n constructor(element, config) {\n super(element, config)\n\n this._isShown = false\n this._backdrop = this._initializeBackDrop()\n this._focustrap = this._initializeFocusTrap()\n this._addEventListeners()\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n toggle(relatedTarget) {\n return this._isShown ? this.hide() : this.show(relatedTarget)\n }\n\n show(relatedTarget) {\n if (this._isShown) {\n return\n }\n\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW, { relatedTarget })\n\n if (showEvent.defaultPrevented) {\n return\n }\n\n this._isShown = true\n this._backdrop.show()\n\n if (!this._config.scroll) {\n new ScrollBarHelper().hide()\n }\n\n this._element.setAttribute('aria-modal', true)\n this._element.setAttribute('role', 'dialog')\n this._element.classList.add(CLASS_NAME_SHOWING)\n\n const completeCallBack = () => {\n if (!this._config.scroll || this._config.backdrop) {\n this._focustrap.activate()\n }\n\n this._element.classList.add(CLASS_NAME_SHOW)\n this._element.classList.remove(CLASS_NAME_SHOWING)\n EventHandler.trigger(this._element, EVENT_SHOWN, { relatedTarget })\n }\n\n this._queueCallback(completeCallBack, this._element, true)\n }\n\n hide() {\n if (!this._isShown) {\n return\n }\n\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE)\n\n if (hideEvent.defaultPrevented) {\n return\n }\n\n this._focustrap.deactivate()\n this._element.blur()\n this._isShown = false\n this._element.classList.add(CLASS_NAME_HIDING)\n this._backdrop.hide()\n\n const completeCallback = () => {\n this._element.classList.remove(CLASS_NAME_SHOW, CLASS_NAME_HIDING)\n this._element.removeAttribute('aria-modal')\n this._element.removeAttribute('role')\n\n if (!this._config.scroll) {\n new ScrollBarHelper().reset()\n }\n\n EventHandler.trigger(this._element, EVENT_HIDDEN)\n }\n\n this._queueCallback(completeCallback, this._element, true)\n }\n\n dispose() {\n this._backdrop.dispose()\n this._focustrap.deactivate()\n super.dispose()\n }\n\n // Private\n _initializeBackDrop() {\n const clickCallback = () => {\n if (this._config.backdrop === 'static') {\n EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED)\n return\n }\n\n this.hide()\n }\n\n // 'static' option will be translated to true, and booleans will keep their value\n const isVisible = Boolean(this._config.backdrop)\n\n return new Backdrop({\n className: CLASS_NAME_BACKDROP,\n isVisible,\n isAnimated: true,\n rootElement: this._element.parentNode,\n clickCallback: isVisible ? clickCallback : null\n })\n }\n\n _initializeFocusTrap() {\n return new FocusTrap({\n trapElement: this._element\n })\n }\n\n _addEventListeners() {\n EventHandler.on(this._element, EVENT_KEYDOWN_DISMISS, event => {\n if (event.key !== ESCAPE_KEY) {\n return\n }\n\n if (!this._config.keyboard) {\n EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED)\n return\n }\n\n this.hide()\n })\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Offcanvas.getOrCreateInstance(this, config)\n\n if (typeof config !== 'string') {\n return\n }\n\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`)\n }\n\n data[config](this)\n })\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API, SELECTOR_DATA_TOGGLE, function (event) {\n const target = getElementFromSelector(this)\n\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault()\n }\n\n if (isDisabled(this)) {\n return\n }\n\n EventHandler.one(target, EVENT_HIDDEN, () => {\n // focus on trigger when it is closed\n if (isVisible(this)) {\n this.focus()\n }\n })\n\n // avoid conflict when clicking a toggler of an offcanvas, while another is open\n const alreadyOpen = SelectorEngine.findOne(OPEN_SELECTOR)\n if (alreadyOpen && alreadyOpen !== target) {\n Offcanvas.getInstance(alreadyOpen).hide()\n }\n\n const data = Offcanvas.getOrCreateInstance(target)\n data.toggle(this)\n})\n\nEventHandler.on(window, EVENT_LOAD_DATA_API, () => {\n for (const selector of SelectorEngine.find(OPEN_SELECTOR)) {\n Offcanvas.getOrCreateInstance(selector).show()\n }\n})\n\nEventHandler.on(window, EVENT_RESIZE, () => {\n for (const element of SelectorEngine.find('[aria-modal][class*=show][class*=offcanvas-]')) {\n if (getComputedStyle(element).position !== 'fixed') {\n Offcanvas.getOrCreateInstance(element).hide()\n }\n }\n})\n\nenableDismissTrigger(Offcanvas)\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Offcanvas)\n\nexport default Offcanvas\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): util/sanitizer.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nconst uriAttributes = new Set([\n 'background',\n 'cite',\n 'href',\n 'itemtype',\n 'longdesc',\n 'poster',\n 'src',\n 'xlink:href'\n])\n\nconst ARIA_ATTRIBUTE_PATTERN = /^aria-[\\w-]*$/i\n\n/**\n * A pattern that recognizes a commonly useful subset of URLs that are safe.\n *\n * Shout-out to Angular https://github.com/angular/angular/blob/12.2.x/packages/core/src/sanitization/url_sanitizer.ts\n */\nconst SAFE_URL_PATTERN = /^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i\n\n/**\n * A pattern that matches safe data URLs. Only matches image, video and audio types.\n *\n * Shout-out to Angular https://github.com/angular/angular/blob/12.2.x/packages/core/src/sanitization/url_sanitizer.ts\n */\nconst DATA_URL_PATTERN = /^data:(?:image\\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\\/(?:mpeg|mp4|ogg|webm)|audio\\/(?:mp3|oga|ogg|opus));base64,[\\d+/a-z]+=*$/i\n\nconst allowedAttribute = (attribute, allowedAttributeList) => {\n const attributeName = attribute.nodeName.toLowerCase()\n\n if (allowedAttributeList.includes(attributeName)) {\n if (uriAttributes.has(attributeName)) {\n return Boolean(SAFE_URL_PATTERN.test(attribute.nodeValue) || DATA_URL_PATTERN.test(attribute.nodeValue))\n }\n\n return true\n }\n\n // Check if a regular expression validates the attribute.\n return allowedAttributeList.filter(attributeRegex => attributeRegex instanceof RegExp)\n .some(regex => regex.test(attributeName))\n}\n\nexport const DefaultAllowlist = {\n // Global attributes allowed on any supplied element below.\n '*': ['class', 'dir', 'id', 'lang', 'role', ARIA_ATTRIBUTE_PATTERN],\n a: ['target', 'href', 'title', 'rel'],\n area: [],\n b: [],\n br: [],\n col: [],\n code: [],\n div: [],\n em: [],\n hr: [],\n h1: [],\n h2: [],\n h3: [],\n h4: [],\n h5: [],\n h6: [],\n i: [],\n img: ['src', 'srcset', 'alt', 'title', 'width', 'height'],\n li: [],\n ol: [],\n p: [],\n pre: [],\n s: [],\n small: [],\n span: [],\n sub: [],\n sup: [],\n strong: [],\n u: [],\n ul: []\n}\n\nexport function sanitizeHtml(unsafeHtml, allowList, sanitizeFunction) {\n if (!unsafeHtml.length) {\n return unsafeHtml\n }\n\n if (sanitizeFunction && typeof sanitizeFunction === 'function') {\n return sanitizeFunction(unsafeHtml)\n }\n\n const domParser = new window.DOMParser()\n const createdDocument = domParser.parseFromString(unsafeHtml, 'text/html')\n const elements = [].concat(...createdDocument.body.querySelectorAll('*'))\n\n for (const element of elements) {\n const elementName = element.nodeName.toLowerCase()\n\n if (!Object.keys(allowList).includes(elementName)) {\n element.remove()\n\n continue\n }\n\n const attributeList = [].concat(...element.attributes)\n const allowedAttributes = [].concat(allowList['*'] || [], allowList[elementName] || [])\n\n for (const attribute of attributeList) {\n if (!allowedAttribute(attribute, allowedAttributes)) {\n element.removeAttribute(attribute.nodeName)\n }\n }\n }\n\n return createdDocument.body.innerHTML\n}\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): util/template-factory.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport { DefaultAllowlist, sanitizeHtml } from './sanitizer'\nimport { getElement, isElement } from '../util/index'\nimport SelectorEngine from '../dom/selector-engine'\nimport Config from './config'\n\n/**\n * Constants\n */\n\nconst NAME = 'TemplateFactory'\n\nconst Default = {\n allowList: DefaultAllowlist,\n content: {}, // { selector : text , selector2 : text2 , }\n extraClass: '',\n html: false,\n sanitize: true,\n sanitizeFn: null,\n template: '
    '\n}\n\nconst DefaultType = {\n allowList: 'object',\n content: 'object',\n extraClass: '(string|function)',\n html: 'boolean',\n sanitize: 'boolean',\n sanitizeFn: '(null|function)',\n template: 'string'\n}\n\nconst DefaultContentType = {\n entry: '(string|element|function|null)',\n selector: '(string|element)'\n}\n\n/**\n * Class definition\n */\n\nclass TemplateFactory extends Config {\n constructor(config) {\n super()\n this._config = this._getConfig(config)\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n getContent() {\n return Object.values(this._config.content)\n .map(config => this._resolvePossibleFunction(config))\n .filter(Boolean)\n }\n\n hasContent() {\n return this.getContent().length > 0\n }\n\n changeContent(content) {\n this._checkContent(content)\n this._config.content = { ...this._config.content, ...content }\n return this\n }\n\n toHtml() {\n const templateWrapper = document.createElement('div')\n templateWrapper.innerHTML = this._maybeSanitize(this._config.template)\n\n for (const [selector, text] of Object.entries(this._config.content)) {\n this._setContent(templateWrapper, text, selector)\n }\n\n const template = templateWrapper.children[0]\n const extraClass = this._resolvePossibleFunction(this._config.extraClass)\n\n if (extraClass) {\n template.classList.add(...extraClass.split(' '))\n }\n\n return template\n }\n\n // Private\n _typeCheckConfig(config) {\n super._typeCheckConfig(config)\n this._checkContent(config.content)\n }\n\n _checkContent(arg) {\n for (const [selector, content] of Object.entries(arg)) {\n super._typeCheckConfig({ selector, entry: content }, DefaultContentType)\n }\n }\n\n _setContent(template, content, selector) {\n const templateElement = SelectorEngine.findOne(selector, template)\n\n if (!templateElement) {\n return\n }\n\n content = this._resolvePossibleFunction(content)\n\n if (!content) {\n templateElement.remove()\n return\n }\n\n if (isElement(content)) {\n this._putElementInTemplate(getElement(content), templateElement)\n return\n }\n\n if (this._config.html) {\n templateElement.innerHTML = this._maybeSanitize(content)\n return\n }\n\n templateElement.textContent = content\n }\n\n _maybeSanitize(arg) {\n return this._config.sanitize ? sanitizeHtml(arg, this._config.allowList, this._config.sanitizeFn) : arg\n }\n\n _resolvePossibleFunction(arg) {\n return typeof arg === 'function' ? arg(this) : arg\n }\n\n _putElementInTemplate(element, templateElement) {\n if (this._config.html) {\n templateElement.innerHTML = ''\n templateElement.append(element)\n return\n }\n\n templateElement.textContent = element.textContent\n }\n}\n\nexport default TemplateFactory\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): tooltip.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport * as Popper from '@popperjs/core'\nimport { defineJQueryPlugin, findShadowRoot, getElement, getUID, isRTL, noop } from './util/index'\nimport { DefaultAllowlist } from './util/sanitizer'\nimport EventHandler from './dom/event-handler'\nimport Manipulator from './dom/manipulator'\nimport BaseComponent from './base-component'\nimport TemplateFactory from './util/template-factory'\n\n/**\n * Constants\n */\n\nconst NAME = 'tooltip'\nconst DISALLOWED_ATTRIBUTES = new Set(['sanitize', 'allowList', 'sanitizeFn'])\n\nconst CLASS_NAME_FADE = 'fade'\nconst CLASS_NAME_MODAL = 'modal'\nconst CLASS_NAME_SHOW = 'show'\n\nconst SELECTOR_TOOLTIP_INNER = '.tooltip-inner'\nconst SELECTOR_MODAL = `.${CLASS_NAME_MODAL}`\n\nconst EVENT_MODAL_HIDE = 'hide.bs.modal'\n\nconst TRIGGER_HOVER = 'hover'\nconst TRIGGER_FOCUS = 'focus'\nconst TRIGGER_CLICK = 'click'\nconst TRIGGER_MANUAL = 'manual'\n\nconst EVENT_HIDE = 'hide'\nconst EVENT_HIDDEN = 'hidden'\nconst EVENT_SHOW = 'show'\nconst EVENT_SHOWN = 'shown'\nconst EVENT_INSERTED = 'inserted'\nconst EVENT_CLICK = 'click'\nconst EVENT_FOCUSIN = 'focusin'\nconst EVENT_FOCUSOUT = 'focusout'\nconst EVENT_MOUSEENTER = 'mouseenter'\nconst EVENT_MOUSELEAVE = 'mouseleave'\n\nconst AttachmentMap = {\n AUTO: 'auto',\n TOP: 'top',\n RIGHT: isRTL() ? 'left' : 'right',\n BOTTOM: 'bottom',\n LEFT: isRTL() ? 'right' : 'left'\n}\n\nconst Default = {\n allowList: DefaultAllowlist,\n animation: true,\n boundary: 'clippingParents',\n container: false,\n customClass: '',\n delay: 0,\n fallbackPlacements: ['top', 'right', 'bottom', 'left'],\n html: false,\n offset: [0, 0],\n placement: 'top',\n popperConfig: null,\n sanitize: true,\n sanitizeFn: null,\n selector: false,\n template: '
    ' +\n '
    ' +\n '
    ' +\n '
    ',\n title: '',\n trigger: 'hover focus'\n}\n\nconst DefaultType = {\n allowList: 'object',\n animation: 'boolean',\n boundary: '(string|element)',\n container: '(string|element|boolean)',\n customClass: '(string|function)',\n delay: '(number|object)',\n fallbackPlacements: 'array',\n html: 'boolean',\n offset: '(array|string|function)',\n placement: '(string|function)',\n popperConfig: '(null|object|function)',\n sanitize: 'boolean',\n sanitizeFn: '(null|function)',\n selector: '(string|boolean)',\n template: 'string',\n title: '(string|element|function)',\n trigger: 'string'\n}\n\n/**\n * Class definition\n */\n\nclass Tooltip extends BaseComponent {\n constructor(element, config) {\n if (typeof Popper === 'undefined') {\n throw new TypeError('Bootstrap\\'s tooltips require Popper (https://popper.js.org)')\n }\n\n super(element, config)\n\n // Private\n this._isEnabled = true\n this._timeout = 0\n this._isHovered = null\n this._activeTrigger = {}\n this._popper = null\n this._templateFactory = null\n this._newContent = null\n\n // Protected\n this.tip = null\n\n this._setListeners()\n\n if (!this._config.selector) {\n this._fixTitle()\n }\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n enable() {\n this._isEnabled = true\n }\n\n disable() {\n this._isEnabled = false\n }\n\n toggleEnabled() {\n this._isEnabled = !this._isEnabled\n }\n\n toggle() {\n if (!this._isEnabled) {\n return\n }\n\n this._activeTrigger.click = !this._activeTrigger.click\n if (this._isShown()) {\n this._leave()\n return\n }\n\n this._enter()\n }\n\n dispose() {\n clearTimeout(this._timeout)\n\n EventHandler.off(this._element.closest(SELECTOR_MODAL), EVENT_MODAL_HIDE, this._hideModalHandler)\n\n if (this.tip) {\n this.tip.remove()\n }\n\n if (this._element.getAttribute('data-bs-original-title')) {\n this._element.setAttribute('title', this._element.getAttribute('data-bs-original-title'))\n }\n\n this._disposePopper()\n super.dispose()\n }\n\n show() {\n if (this._element.style.display === 'none') {\n throw new Error('Please use show on visible elements')\n }\n\n if (!(this._isWithContent() && this._isEnabled)) {\n return\n }\n\n const showEvent = EventHandler.trigger(this._element, this.constructor.eventName(EVENT_SHOW))\n const shadowRoot = findShadowRoot(this._element)\n const isInTheDom = (shadowRoot || this._element.ownerDocument.documentElement).contains(this._element)\n\n if (showEvent.defaultPrevented || !isInTheDom) {\n return\n }\n\n // todo v6 remove this OR make it optional\n if (this.tip) {\n this.tip.remove()\n this.tip = null\n }\n\n const tip = this._getTipElement()\n\n this._element.setAttribute('aria-describedby', tip.getAttribute('id'))\n\n const { container } = this._config\n\n if (!this._element.ownerDocument.documentElement.contains(this.tip)) {\n container.append(tip)\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_INSERTED))\n }\n\n if (this._popper) {\n this._popper.update()\n } else {\n this._popper = this._createPopper(tip)\n }\n\n tip.classList.add(CLASS_NAME_SHOW)\n\n // If this is a touch-enabled device we add extra\n // empty mouseover listeners to the body's immediate children;\n // only needed because of broken event delegation on iOS\n // https://www.quirksmode.org/blog/archives/2014/02/mouse_event_bub.html\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.on(element, 'mouseover', noop)\n }\n }\n\n const complete = () => {\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_SHOWN))\n\n if (this._isHovered === false) {\n this._leave()\n }\n\n this._isHovered = false\n }\n\n this._queueCallback(complete, this.tip, this._isAnimated())\n }\n\n hide() {\n if (!this._isShown()) {\n return\n }\n\n const hideEvent = EventHandler.trigger(this._element, this.constructor.eventName(EVENT_HIDE))\n if (hideEvent.defaultPrevented) {\n return\n }\n\n const tip = this._getTipElement()\n tip.classList.remove(CLASS_NAME_SHOW)\n\n // If this is a touch-enabled device we remove the extra\n // empty mouseover listeners we added for iOS support\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.off(element, 'mouseover', noop)\n }\n }\n\n this._activeTrigger[TRIGGER_CLICK] = false\n this._activeTrigger[TRIGGER_FOCUS] = false\n this._activeTrigger[TRIGGER_HOVER] = false\n this._isHovered = null // it is a trick to support manual triggering\n\n const complete = () => {\n if (this._isWithActiveTrigger()) {\n return\n }\n\n if (!this._isHovered) {\n tip.remove()\n }\n\n this._element.removeAttribute('aria-describedby')\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_HIDDEN))\n\n this._disposePopper()\n }\n\n this._queueCallback(complete, this.tip, this._isAnimated())\n }\n\n update() {\n if (this._popper) {\n this._popper.update()\n }\n }\n\n // Protected\n _isWithContent() {\n return Boolean(this._getTitle())\n }\n\n _getTipElement() {\n if (!this.tip) {\n this.tip = this._createTipElement(this._newContent || this._getContentForTemplate())\n }\n\n return this.tip\n }\n\n _createTipElement(content) {\n const tip = this._getTemplateFactory(content).toHtml()\n\n // todo: remove this check on v6\n if (!tip) {\n return null\n }\n\n tip.classList.remove(CLASS_NAME_FADE, CLASS_NAME_SHOW)\n // todo: on v6 the following can be achieved with CSS only\n tip.classList.add(`bs-${this.constructor.NAME}-auto`)\n\n const tipId = getUID(this.constructor.NAME).toString()\n\n tip.setAttribute('id', tipId)\n\n if (this._isAnimated()) {\n tip.classList.add(CLASS_NAME_FADE)\n }\n\n return tip\n }\n\n setContent(content) {\n this._newContent = content\n if (this._isShown()) {\n this._disposePopper()\n this.show()\n }\n }\n\n _getTemplateFactory(content) {\n if (this._templateFactory) {\n this._templateFactory.changeContent(content)\n } else {\n this._templateFactory = new TemplateFactory({\n ...this._config,\n // the `content` var has to be after `this._config`\n // to override config.content in case of popover\n content,\n extraClass: this._resolvePossibleFunction(this._config.customClass)\n })\n }\n\n return this._templateFactory\n }\n\n _getContentForTemplate() {\n return {\n [SELECTOR_TOOLTIP_INNER]: this._getTitle()\n }\n }\n\n _getTitle() {\n return this._resolvePossibleFunction(this._config.title) || this._element.getAttribute('data-bs-original-title')\n }\n\n // Private\n _initializeOnDelegatedTarget(event) {\n return this.constructor.getOrCreateInstance(event.delegateTarget, this._getDelegateConfig())\n }\n\n _isAnimated() {\n return this._config.animation || (this.tip && this.tip.classList.contains(CLASS_NAME_FADE))\n }\n\n _isShown() {\n return this.tip && this.tip.classList.contains(CLASS_NAME_SHOW)\n }\n\n _createPopper(tip) {\n const placement = typeof this._config.placement === 'function' ?\n this._config.placement.call(this, tip, this._element) :\n this._config.placement\n const attachment = AttachmentMap[placement.toUpperCase()]\n return Popper.createPopper(this._element, tip, this._getPopperConfig(attachment))\n }\n\n _getOffset() {\n const { offset } = this._config\n\n if (typeof offset === 'string') {\n return offset.split(',').map(value => Number.parseInt(value, 10))\n }\n\n if (typeof offset === 'function') {\n return popperData => offset(popperData, this._element)\n }\n\n return offset\n }\n\n _resolvePossibleFunction(arg) {\n return typeof arg === 'function' ? arg.call(this._element) : arg\n }\n\n _getPopperConfig(attachment) {\n const defaultBsPopperConfig = {\n placement: attachment,\n modifiers: [\n {\n name: 'flip',\n options: {\n fallbackPlacements: this._config.fallbackPlacements\n }\n },\n {\n name: 'offset',\n options: {\n offset: this._getOffset()\n }\n },\n {\n name: 'preventOverflow',\n options: {\n boundary: this._config.boundary\n }\n },\n {\n name: 'arrow',\n options: {\n element: `.${this.constructor.NAME}-arrow`\n }\n },\n {\n name: 'preSetPlacement',\n enabled: true,\n phase: 'beforeMain',\n fn: data => {\n // Pre-set Popper's placement attribute in order to read the arrow sizes properly.\n // Otherwise, Popper mixes up the width and height dimensions since the initial arrow style is for top placement\n this._getTipElement().setAttribute('data-popper-placement', data.state.placement)\n }\n }\n ]\n }\n\n return {\n ...defaultBsPopperConfig,\n ...(typeof this._config.popperConfig === 'function' ? this._config.popperConfig(defaultBsPopperConfig) : this._config.popperConfig)\n }\n }\n\n _setListeners() {\n const triggers = this._config.trigger.split(' ')\n\n for (const trigger of triggers) {\n if (trigger === 'click') {\n EventHandler.on(this._element, this.constructor.eventName(EVENT_CLICK), this._config.selector, event => {\n const context = this._initializeOnDelegatedTarget(event)\n context.toggle()\n })\n } else if (trigger !== TRIGGER_MANUAL) {\n const eventIn = trigger === TRIGGER_HOVER ?\n this.constructor.eventName(EVENT_MOUSEENTER) :\n this.constructor.eventName(EVENT_FOCUSIN)\n const eventOut = trigger === TRIGGER_HOVER ?\n this.constructor.eventName(EVENT_MOUSELEAVE) :\n this.constructor.eventName(EVENT_FOCUSOUT)\n\n EventHandler.on(this._element, eventIn, this._config.selector, event => {\n const context = this._initializeOnDelegatedTarget(event)\n context._activeTrigger[event.type === 'focusin' ? TRIGGER_FOCUS : TRIGGER_HOVER] = true\n context._enter()\n })\n EventHandler.on(this._element, eventOut, this._config.selector, event => {\n const context = this._initializeOnDelegatedTarget(event)\n context._activeTrigger[event.type === 'focusout' ? TRIGGER_FOCUS : TRIGGER_HOVER] =\n context._element.contains(event.relatedTarget)\n\n context._leave()\n })\n }\n }\n\n this._hideModalHandler = () => {\n if (this._element) {\n this.hide()\n }\n }\n\n EventHandler.on(this._element.closest(SELECTOR_MODAL), EVENT_MODAL_HIDE, this._hideModalHandler)\n }\n\n _fixTitle() {\n const title = this._element.getAttribute('title')\n\n if (!title) {\n return\n }\n\n if (!this._element.getAttribute('aria-label') && !this._element.textContent.trim()) {\n this._element.setAttribute('aria-label', title)\n }\n\n this._element.setAttribute('data-bs-original-title', title) // DO NOT USE IT. Is only for backwards compatibility\n this._element.removeAttribute('title')\n }\n\n _enter() {\n if (this._isShown() || this._isHovered) {\n this._isHovered = true\n return\n }\n\n this._isHovered = true\n\n this._setTimeout(() => {\n if (this._isHovered) {\n this.show()\n }\n }, this._config.delay.show)\n }\n\n _leave() {\n if (this._isWithActiveTrigger()) {\n return\n }\n\n this._isHovered = false\n\n this._setTimeout(() => {\n if (!this._isHovered) {\n this.hide()\n }\n }, this._config.delay.hide)\n }\n\n _setTimeout(handler, timeout) {\n clearTimeout(this._timeout)\n this._timeout = setTimeout(handler, timeout)\n }\n\n _isWithActiveTrigger() {\n return Object.values(this._activeTrigger).includes(true)\n }\n\n _getConfig(config) {\n const dataAttributes = Manipulator.getDataAttributes(this._element)\n\n for (const dataAttribute of Object.keys(dataAttributes)) {\n if (DISALLOWED_ATTRIBUTES.has(dataAttribute)) {\n delete dataAttributes[dataAttribute]\n }\n }\n\n config = {\n ...dataAttributes,\n ...(typeof config === 'object' && config ? config : {})\n }\n config = this._mergeConfigObj(config)\n config = this._configAfterMerge(config)\n this._typeCheckConfig(config)\n return config\n }\n\n _configAfterMerge(config) {\n config.container = config.container === false ? document.body : getElement(config.container)\n\n if (typeof config.delay === 'number') {\n config.delay = {\n show: config.delay,\n hide: config.delay\n }\n }\n\n if (typeof config.title === 'number') {\n config.title = config.title.toString()\n }\n\n if (typeof config.content === 'number') {\n config.content = config.content.toString()\n }\n\n return config\n }\n\n _getDelegateConfig() {\n const config = {}\n\n for (const key in this._config) {\n if (this.constructor.Default[key] !== this._config[key]) {\n config[key] = this._config[key]\n }\n }\n\n config.selector = false\n config.trigger = 'manual'\n\n // In the future can be replaced with:\n // const keysWithDifferentValues = Object.entries(this._config).filter(entry => this.constructor.Default[entry[0]] !== this._config[entry[0]])\n // `Object.fromEntries(keysWithDifferentValues)`\n return config\n }\n\n _disposePopper() {\n if (this._popper) {\n this._popper.destroy()\n this._popper = null\n }\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Tooltip.getOrCreateInstance(this, config)\n\n if (typeof config !== 'string') {\n return\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`)\n }\n\n data[config]()\n })\n }\n}\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Tooltip)\n\nexport default Tooltip\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): popover.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport { defineJQueryPlugin } from './util/index'\nimport Tooltip from './tooltip'\n\n/**\n * Constants\n */\n\nconst NAME = 'popover'\n\nconst SELECTOR_TITLE = '.popover-header'\nconst SELECTOR_CONTENT = '.popover-body'\n\nconst Default = {\n ...Tooltip.Default,\n content: '',\n offset: [0, 8],\n placement: 'right',\n template: '
    ' +\n '
    ' +\n '

    ' +\n '
    ' +\n '
    ',\n trigger: 'click'\n}\n\nconst DefaultType = {\n ...Tooltip.DefaultType,\n content: '(null|string|element|function)'\n}\n\n/**\n * Class definition\n */\n\nclass Popover extends Tooltip {\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Overrides\n _isWithContent() {\n return this._getTitle() || this._getContent()\n }\n\n // Private\n _getContentForTemplate() {\n return {\n [SELECTOR_TITLE]: this._getTitle(),\n [SELECTOR_CONTENT]: this._getContent()\n }\n }\n\n _getContent() {\n return this._resolvePossibleFunction(this._config.content)\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Popover.getOrCreateInstance(this, config)\n\n if (typeof config !== 'string') {\n return\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`)\n }\n\n data[config]()\n })\n }\n}\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Popover)\n\nexport default Popover\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.2): scrollspy.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport { defineJQueryPlugin, getElement, isDisabled, isVisible } from './util/index'\nimport EventHandler from './dom/event-handler'\nimport SelectorEngine from './dom/selector-engine'\nimport BaseComponent from './base-component'\n\n/**\n * Constants\n */\n\nconst NAME = 'scrollspy'\nconst DATA_KEY = 'bs.scrollspy'\nconst EVENT_KEY = `.${DATA_KEY}`\nconst DATA_API_KEY = '.data-api'\n\nconst EVENT_ACTIVATE = `activate${EVENT_KEY}`\nconst EVENT_CLICK = `click${EVENT_KEY}`\nconst EVENT_LOAD_DATA_API = `load${EVENT_KEY}${DATA_API_KEY}`\n\nconst CLASS_NAME_DROPDOWN_ITEM = 'dropdown-item'\nconst CLASS_NAME_ACTIVE = 'active'\n\nconst SELECTOR_DATA_SPY = '[data-bs-spy=\"scroll\"]'\nconst SELECTOR_TARGET_LINKS = '[href]'\nconst SELECTOR_NAV_LIST_GROUP = '.nav, .list-group'\nconst SELECTOR_NAV_LINKS = '.nav-link'\nconst SELECTOR_NAV_ITEMS = '.nav-item'\nconst SELECTOR_LIST_ITEMS = '.list-group-item'\nconst SELECTOR_LINK_ITEMS = `${SELECTOR_NAV_LINKS}, ${SELECTOR_NAV_ITEMS} > ${SELECTOR_NAV_LINKS}, ${SELECTOR_LIST_ITEMS}`\nconst SELECTOR_DROPDOWN = '.dropdown'\nconst SELECTOR_DROPDOWN_TOGGLE = '.dropdown-toggle'\n\nconst Default = {\n offset: null, // TODO: v6 @deprecated, keep it for backwards compatibility reasons\n rootMargin: '0px 0px -25%',\n smoothScroll: false,\n target: null,\n threshold: [0.1, 0.5, 1]\n}\n\nconst DefaultType = {\n offset: '(number|null)', // TODO v6 @deprecated, keep it for backwards compatibility reasons\n rootMargin: 'string',\n smoothScroll: 'boolean',\n target: 'element',\n threshold: 'array'\n}\n\n/**\n * Class definition\n */\n\nclass ScrollSpy extends BaseComponent {\n constructor(element, config) {\n super(element, config)\n\n // this._element is the observablesContainer and config.target the menu links wrapper\n this._targetLinks = new Map()\n this._observableSections = new Map()\n this._rootElement = getComputedStyle(this._element).overflowY === 'visible' ? null : this._element\n this._activeTarget = null\n this._observer = null\n this._previousScrollData = {\n visibleEntryTop: 0,\n parentScrollTop: 0\n }\n this.refresh() // initialize\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n refresh() {\n this._initializeTargetsAndObservables()\n this._maybeEnableSmoothScroll()\n\n if (this._observer) {\n this._observer.disconnect()\n } else {\n this._observer = this._getNewObserver()\n }\n\n for (const section of this._observableSections.values()) {\n this._observer.observe(section)\n }\n }\n\n dispose() {\n this._observer.disconnect()\n super.dispose()\n }\n\n // Private\n _configAfterMerge(config) {\n // TODO: on v6 target should be given explicitly & remove the {target: 'ss-target'} case\n config.target = getElement(config.target) || document.body\n\n // TODO: v6 Only for backwards compatibility reasons. Use rootMargin only\n config.rootMargin = config.offset ? `${config.offset}px 0px -30%` : config.rootMargin\n\n if (typeof config.threshold === 'string') {\n config.threshold = config.threshold.split(',').map(value => Number.parseFloat(value))\n }\n\n return config\n }\n\n _maybeEnableSmoothScroll() {\n if (!this._config.smoothScroll) {\n return\n }\n\n // unregister any previous listeners\n EventHandler.off(this._config.target, EVENT_CLICK)\n\n EventHandler.on(this._config.target, EVENT_CLICK, SELECTOR_TARGET_LINKS, event => {\n const observableSection = this._observableSections.get(event.target.hash)\n if (observableSection) {\n event.preventDefault()\n const root = this._rootElement || window\n const height = observableSection.offsetTop - this._element.offsetTop\n if (root.scrollTo) {\n root.scrollTo({ top: height, behavior: 'smooth' })\n return\n }\n\n // Chrome 60 doesn't support `scrollTo`\n root.scrollTop = height\n }\n })\n }\n\n _getNewObserver() {\n const options = {\n root: this._rootElement,\n threshold: this._config.threshold,\n rootMargin: this._config.rootMargin\n }\n\n return new IntersectionObserver(entries => this._observerCallback(entries), options)\n }\n\n // The logic of selection\n _observerCallback(entries) {\n const targetElement = entry => this._targetLinks.get(`#${entry.target.id}`)\n const activate = entry => {\n this._previousScrollData.visibleEntryTop = entry.target.offsetTop\n this._process(targetElement(entry))\n }\n\n const parentScrollTop = (this._rootElement || document.documentElement).scrollTop\n const userScrollsDown = parentScrollTop >= this._previousScrollData.parentScrollTop\n this._previousScrollData.parentScrollTop = parentScrollTop\n\n for (const entry of entries) {\n if (!entry.isIntersecting) {\n this._activeTarget = null\n this._clearActiveClass(targetElement(entry))\n\n continue\n }\n\n const entryIsLowerThanPrevious = entry.target.offsetTop >= this._previousScrollData.visibleEntryTop\n // if we are scrolling down, pick the bigger offsetTop\n if (userScrollsDown && entryIsLowerThanPrevious) {\n activate(entry)\n // if parent isn't scrolled, let's keep the first visible item, breaking the iteration\n if (!parentScrollTop) {\n return\n }\n\n continue\n }\n\n // if we are scrolling up, pick the smallest offsetTop\n if (!userScrollsDown && !entryIsLowerThanPrevious) {\n activate(entry)\n }\n }\n }\n\n _initializeTargetsAndObservables() {\n this._targetLinks = new Map()\n this._observableSections = new Map()\n\n const targetLinks = SelectorEngine.find(SELECTOR_TARGET_LINKS, this._config.target)\n\n for (const anchor of targetLinks) {\n // ensure that the anchor has an id and is not disabled\n if (!anchor.hash || isDisabled(anchor)) {\n continue\n }\n\n const observableSection = SelectorEngine.findOne(anchor.hash, this._element)\n\n // ensure that the observableSection exists & is visible\n if (isVisible(observableSection)) {\n this._targetLinks.set(anchor.hash, anchor)\n this._observableSections.set(anchor.hash, observableSection)\n }\n }\n }\n\n _process(target) {\n if (this._activeTarget === target) {\n return\n }\n\n this._clearActiveClass(this._config.target)\n this._activeTarget = target\n target.classList.add(CLASS_NAME_ACTIVE)\n this._activateParents(target)\n\n EventHandler.trigger(this._element, EVENT_ACTIVATE, { relatedTarget: target })\n }\n\n _activateParents(target) {\n // Activate dropdown parents\n if (target.classList.contains(CLASS_NAME_DROPDOWN_ITEM)) {\n SelectorEngine.findOne(SELECTOR_DROPDOWN_TOGGLE, target.closest(SELECTOR_DROPDOWN))\n .classList.add(CLASS_NAME_ACTIVE)\n return\n }\n\n for (const listGroup of SelectorEngine.parents(target, SELECTOR_NAV_LIST_GROUP)) {\n // Set triggered links parents as active\n // With both

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