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With numeric values in a gt table we can format the values so that they are rendered as per mille, ppm, ppb, etc., quantities. The following list of keywords (with associated naming and scaling factors) is available to use within fmt_partsper():

  • "per-mille": Per mille, (1 part in 1,000)

  • "per-myriad": Per myriad, (1 part in 10,000)

  • "pcm": Per cent mille (1 part in 100,000)

  • "ppm": Parts per million, (1 part in 1,000,000)

  • "ppb": Parts per billion, (1 part in 1,000,000,000)

  • "ppt": Parts per trillion, (1 part in 1,000,000,000,000)

  • "ppq": Parts per quadrillion, (1 part in 1,000,000,000,000,000)

The function provides a lot of formatting control and we can use the following options:

  • custom symbol/units: we can override the automatic symbol or units display with our own choice as the situation warrants

  • decimals: choice of the number of decimal places, option to drop trailing zeros, and a choice of the decimal symbol

  • digit grouping separators: options to enable/disable digit separators and provide a choice of separator symbol

  • value scaling toggle: choose to disable automatic value scaling in the situation that values are already scaled coming in (and just require the appropriate symbol or unit display)

  • pattern: option to use a text pattern for decoration of the formatted values

  • locale-based formatting: providing a locale ID will result in number formatting specific to the chosen locale

Usage

fmt_partsper(
  data,
  columns,
  rows = everything(),
  to_units = c("per-mille", "per-myriad", "pcm", "ppm", "ppb", "ppt", "ppq"),
  symbol = "auto",
  decimals = 2,
  drop_trailing_zeros = FALSE,
  drop_trailing_dec_mark = TRUE,
  scale_values = TRUE,
  use_seps = TRUE,
  pattern = "{x}",
  sep_mark = ",",
  dec_mark = ".",
  force_sign = FALSE,
  incl_space = "auto",
  system = c("intl", "ind"),
  locale = NULL
)

Arguments

data

A table object that is created using the gt() function.

columns

The columns to format. Can either be a series of column names provided in c(), a vector of column indices, or a helper function focused on selections. The select helper functions are: starts_with(), ends_with(), contains(), matches(), one_of(), num_range(), and everything().

rows

Optional rows to format. Providing everything() (the default) results in all rows in columns being formatted. Alternatively, we can supply a vector of row captions within c(), a vector of row indices, or a helper function focused on selections. The select helper functions are: starts_with(), ends_with(), contains(), matches(), one_of(), num_range(), and everything(). We can also use expressions to filter down to the rows we need (e.g., [colname_1] > 100 & [colname_2] < 50).

to_units

A keyword that signifies the desired output quantity. This can be any from the following set: "per-mille", "per-myriad", "pcm", "ppm", "ppb", "ppt", or "ppq".

symbol

The symbol/units to use for the quantity. By default, this is set to "auto" and gt will choose the appropriate symbol based on the to_units keyword and the output context. However, this can be changed by supplying a string (e.g, using symbol = "ppbV" when to_units = "ppb").

decimals

An option to specify the exact number of decimal places to use. The default number of decimal places is 2.

drop_trailing_zeros

A logical value that allows for removal of trailing zeros (those redundant zeros after the decimal mark).

drop_trailing_dec_mark

A logical value that determines whether decimal marks should always appear even if there are no decimal digits to display after formatting (e.g, 23 becomes 23.). The default for this is TRUE, which means that trailing decimal marks are not shown.

scale_values

Should the values be scaled through multiplication according to the keyword set in to_units? By default this is TRUE since the expectation is that normally values are proportions. Setting to FALSE signifies that the values are already scaled and require only the appropriate symbol/units when formatted.

use_seps

An option to use digit group separators. The type of digit group separator is set by sep_mark and overridden if a locale ID is provided to locale. This setting is TRUE by default.

pattern

A formatting pattern that allows for decoration of the formatted value. The value itself is represented by {x} and all other characters are taken to be string literals.

sep_mark

The mark to use as a separator between groups of digits (e.g., using sep_mark = "," with 1000 would result in a formatted value of 1,000).

dec_mark

The character to use as a decimal mark (e.g., using dec_mark = "," with 0.152 would result in a formatted value of 0,152).

force_sign

Should the positive sign be shown for positive values (effectively showing a sign for all values except zero)? If so, use TRUE for this option. The default is FALSE, where only negative numbers will display a minus sign. This option is disregarded when using accounting notation with accounting = TRUE.

incl_space

An option for whether to include a space between the value and the symbol/units. The default is "auto" which provides spacing dependent on the mark itself. This can be directly controlled by using either TRUE or FALSE.

system

The numbering system to use. By default, this is the international numbering system ("intl") whereby grouping separators (i.e., sep_mark) are separated by three digits. The alternative system, the Indian numbering system ("ind") uses grouping separators that correspond to thousand, lakh, crore, and higher quantities.

locale

An optional locale ID that can be used for formatting the value according the locale's rules. Examples include "en_US" for English (United States) and "fr_FR" for French (France). The use of a valid locale ID will override any values provided in sep_mark and dec_mark. We can use the info_locales() function as a useful reference for all of the locales that are supported. Any locale value provided here will override any global locale setting performed in gt()'s own locale argument.

Value

An object of class gt_tbl.

Details

Targeting of values is done through columns and additionally by rows (if nothing is provided for rows then entire columns are selected). Conditional formatting is possible by providing a conditional expression to the rows argument. See the Arguments section for more information on this.

Examples

Create a tibble of small numeric values and generate a gt table. Format the a column to appear in scientific notation with fmt_scientific() and format the b column as per mille values with fmt_partsper().

dplyr::tibble(x = 0:-5, a = 10^(0:-5), b = a) %>%
  gt(rowname_col = "x") %>%
  fmt_scientific(a, decimals = 0) %>%
  fmt_partsper(
    columns = b,
    to_units = "per-mille"
  )

Function ID

3-6