panel_convert: Convert between panel data types

In NickCH-K/pmdplyr: 'dplyr' Extension for Common Panel Data Maneuvers

Description

This function takes panel data objects declared using pmdplyr (pibble/tbl_pb), tsibble (tsibble/tbl_ts), plm (pdata.frame), and panelr (panel_data) and converts to one of the other three formats for use with functions in those packages.

Usage

panel_convert(data, to, ...)

Arguments

data	Data frame - a pibble, tsibble, pdata.frame, or panel_data object.
to	Character variable set to "pmdplyr", "pibble", "tbl_pb", "tsibble", "tbl_ts", "plm", "pdata.frame", "panelr" or "panel_data" indicating the type/package to be converted to.
...	Additional arguments to be sent to, respectively, as_pibble(), tsibble::as_tsibble(), plm::pdata.frame(), or panelr::panel_data().

Details

Any grouping will be lost. You must have the relevant package installed to convert to the type for that package. Conversions from pdata.frame will be improved if sjlabelled is also installed.

When using panel_convert, be aware of the requirements that each type has:

Feature/Requirement	pibble	tsibble	pdata.frame	panel_data
ID	.i	key	index[1]	id
Time	.t	index	index[2]	wave
Gap control	.d	regular	No	No
ID must exist	No	No	Yes	Yes
Time must exist	No	Yes	Yes	Yes[1]
Only one ID variable[2]	No	No	Yes	Yes
Unique identification	No	Yes	No[3]	No[3]

[1] pdata.frame does not require that time be provided, but if not provided will create it based on original ordering of the data. The pdata.frame option to set index equal to an integer for a balanced panel and have it figure out the rest by itself is not supported.

[2] Use pmdplyr::id_variable() to generate a single ID variable from multiple if one is required.

[3] pdata.frame and panel_data do not require that ID and time uniquely identify the observations on declaring the data, but functions in these packages may not work correctly without unique identification.

In addition to the above, be aware that the different packages have different requirements on which variable classes can be Time variables. pmdplyr::time_variable() can build an integer variable that will work in all packages.

You may run into some trouble if your data contains variables by the names panel_convert_id, panel_convert_time, pibble_d, or panel_convert_regular.

Examples

# Only run examples if the relevant packages are installed
pkgs <- utils::installed.packages()

data(Scorecard)

# The example will turn a pibble to everything else
# But starting with another type will of course work!
S_pibble <- as_pibble(Scorecard, .i = unitid, .t = year)

# Get a tsibble
if ("tsibble" %in% pkgs) {
  head(panel_convert(S_pibble, to = "tsibble"))
}

# Now for pdata.frame
if ("plm" %in% pkgs) {
  head(panel_convert(S_pibble, to = "plm"))
}

# And finally panel_data
if ("panelr" %in% pkgs) {
  head(panel_convert(S_pibble, to = "panelr"))
}

NickCH-K/pmdplyr documentation built on Oct. 26, 2021, 1:10 p.m.