Package 'shrthnd'

Title: Work with data that uses shorthand and symbols
Description: Process character vectors of numerical data that contains non-numeric shorthand and symbols.
Authors: Matt Kerlogue [aut, cre]
Maintainer: Matt Kerlogue <[email protected]>
License: MIT + file LICENSE
Version: 0.1.0.9000
Built: 2024-08-20 04:45:29 UTC
Source: https://github.com/mattkerlogue/shrthnd

Help Index


Get and set annotations for a tibble

Description

A shrthnd_tbl() has three sets of annotations that can be defined: a title, a source_note and a set of general notes. This family of functions allows you to view and modify these notes.

Usage

annotations(x)

shrthnd_title(x)

shrthnd_title(x) <- value

set_title(x, value, .overwrite = FALSE)

shrthnd_source_note(x)

shrthnd_source_note(x) <- value

set_source_note(x, value, .overwrite = FALSE)

shrthnd_notes(x)

shrthnd_notes(x) <- value

set_notes(x, value, .overwrite = FALSE)

add_notes(x, value, .add_before = Inf)

add_notes(x) <- value

set_tbl_antn(
  x,
  what = c("title", "source_note", "notes"),
  value,
  .overwrite = FALSE,
  .add = FALSE,
  .add_before = Inf
)

Arguments

x

A shrthnd_tbl() object

value

The value to set

.overwrite

Whether an existing value should be overwritten

.add_before

When adding notes, where to add the note (defaults to the end of the current set of notes)

what

Which note to set, one of title, source_note or notes

.add

When what = "notes", whether to append to the existing set of notes

Details

Use annotations() to see the all the annotations associated with a shrthnd_tbl() object.

Use shrthnd_title(), shrthnd_source_note() and shrthnd_notes() get the relevant annotations(s) of a shrthnd_tbl() object. Passing a value to these functions (e.g. shrthnd_title(x) <- "My title") will set the value of these annotation, overwriting the existing value(s).

set_title(), set_source_note(), and set_notes() also allow you to set the value of these annotations. By default they will not permit overwriting of existing values, setting .overwrite = TRUE permits this.

add_notes() allows you to append notes to the existing set of general notes.

set_tbl_antn() is a low level helper function that powers the assignment operations.

Value

For shrthnd_title(), shrthnd_source_note() and shrthnd_notes() a character vector of the note(s). For the setting functions returns invisibly either x if the attribute was set or NULL if not.

See Also

note_to_title(), shrthnd_tbl(), zap_shrthnd()

Examples

x <- c("12", "34.567", "[c]", "NA", "56.78[e]", "78.9", "90.123[e]")
sh_x <- shrthnd_num(x, c("[c]", "[e]"))
tbl <- tibble::tibble(x = x, sh_x = sh_x)

sh_tbl <- shrthnd_tbl(tbl) |>
  set_title("My Example Table") |>
  set_source_note("Shrthnd documentation (2023)") |>
  set_notes(c("Note 1", "Note 2"))

sh_tbl

annotations(sh_tbl)

shrthnd_title(sh_tbl)
shrthnd_source_note(sh_tbl)
shrthnd_notes(sh_tbl)

add_notes(sh_tbl) <- "Note 3"
shrthnd_notes(sh_tbl)

Coerce a shrthnd_num to a character vector with shorthand

Description

as_shrthnd() coerces a shrthnd_num() vector back to a character vector re-inserting the shorthand tags.

Usage

as_shrthnd(
  x,
  digits = NULL,
  decimal_mark = NULL,
  big_mark = NULL,
  .pillar = FALSE,
  .trim = TRUE,
  .full_tag = FALSE
)

Arguments

x

A shrthnd_num() vector

digits

Number of digits to apply to shrthnd_double vectors

decimal_mark

The symbol used for decimal marks

big_mark

The symbol used to separate large numbers

.pillar

A flag for formatting within the {pillar} package

.trim

A flag to remove formatting white space

.full_tag

A flag to display full shrthnd tag information

Details

When calling as.character() on a shrthnd_num() the output is as you would expect when calling it on a traditional numeric vector, as_shrthnd() returns a character vector combining the numeric vector and the shorthand tags.

When digits = NULL then shrthnd_double vectors are printed with the number of digits set in the digits attribute of the vector, setting digits in as_shrthnd() will override this value.

as_shrthnd() acts as the underlying formatter for the printing of shrthnd_num() vectors to the console, including inside of data.frame() and tibble::tibble() objects. When called directly as_shrthnd() trims formatting whitespace, set .trim = FALSE to return a character vector including formatting whitespace. For ease of display, tags are limited to three characters and replaced with an ellipsis (...) if longer, set .full_tag = FALSE to show the entire tag in the output vector.

Value

A character vector

See Also

is_shrthnd_num(), make_shrthnd_num(), shrthnd_coercion, shrthnd_maths, shrthnd_num(), shrthnd_tags(), tag_match()

Examples

x <- c("12", "34.567", "[c]", "NA", "56.78[e]", "78.9", "90.123[e]")
sh_x <- shrthnd_num(x, c("[c]", "[e]"), digits = 1)
as_shrthnd(sh_x)
as_shrthnd(sh_x, digits = 3)

Find annotations in a data frame

Description

find_annotations() takes a data frame and identifies possible annotations contained within it and returns them as a named list. guess_annotations() is a low-level helper that extracts annotations and returns them as a tibble of cell values, row and column positions.

Usage

find_annotations(
  df,
  type = c("sheet", "cells"),
  title_first = TRUE,
  guess_source = TRUE,
  .row_var = row,
  .col_var = col,
  .value_var = value
)

guess_annotations(
  df,
  type = c("sheet", "cells"),
  .row_var = row,
  .col_var = col,
  .value_var = value
)

Arguments

df

A data frame object

type

Whether the data frame is in "sheet" format or "cells" format

title_first

Whether the first annotation should be treated as the table title

guess_source

Whether to guess a source note from the annoations

.row_var

When using type = "cells" the name of the variable with row positions

.col_var

When using type = "cells" the name of the variable with column positions

.value_var

When using type = "cells" the name of the variable with row positions

Details

Data frames have a declared type, which must be either "sheet" format (the default) or "cells" format. "sheet" format is a standard two-dimensional data frame format, such as those read in by base::read.csv() or readxl::read_excel(). "cells" format is for data frames where each row represents a cell from a spreadsheet and contains a variable for the cell's value, and separate variables providing the row and column variable.

By default find_annotations() will try to help parse the annotations found by guess_annotations(). With title_first = TRUE, the first annotation found in a data frame is assumed to provide a title or label for the table contained in the data frame. With guess_source = TRUE, the annotations will be searched for one starting with either "Source:", "Data source:" or "Source data:".

When using type = "cells" the variables identifying the row, column and cell values are specified by .row_var, .col_var and .value_var respectively.

Examples

example_df <- tibble::tibble(
  col1 = c(
    "Table 1", "An example sheet", "species", "Adelie", "Gentoo", "Chinstrap",
    "This table is based on data in the palmerpenguins R package",
    "Source: {palmerpenguins} R package"
  ),
  col2 = c(NA_character_, NA_character_, "bill_length_mm", "38.791",
           "47.505", "48.834", NA_character_, NA_character_),
  col3 = c(NA_character_, NA_character_, "bill_depth_mm", "18.346",
           "14.982", "18.421", NA_character_, NA_character_)
)

example_df

find_annotations(example_df)

guess_annotations(example_df)

Test if an object is using shrthnd

Description

The ⁠is_shrthnd_*⁠ family of functions test whether a vector is either a shrthnd_num(), or a shrthnd_list(). is_shrthnd_integer() and is_shrthnd_double() test whether an object is a shrthnd_num() vector and whether the underlying data type is an integer() or a double(). is_shrthnd_tbl() test whether an object is a shrthnd_tbl() tibble.

Usage

is_shrthnd_num(x)

is_shrthnd_integer(x)

is_shrthnd_double(x)

is_numeric(x)

is_shrthnd_list(x)

is_shrthnd_tbl(x)

Arguments

x

An object to be tested

Details

In keeping with base R practice around complex numeric objects such as Date(), difftime() and POSIXct(), using is.numeric() on a shrthnd_num() vector will return FALSE. The is_numeric() function included in {shrthnd} will return TRUE if a vector is either a standard numeric vector or is a shrthnd_num().

Value

A logical vector

See Also

as_shrthnd(), make_shrthnd_num(), shrthnd_coercion, shrthnd_maths, shrthnd_num(), shrthnd_tags(), tag_match()

Examples

x <- c("12", "34.567", "[c]", "NA", "56.78[e]", "78.9", "90.123[e]")
sh_x <- shrthnd_num(x, c("[c]", "[e]"))
is_shrthnd_num(sh_x)
is_shrthnd_double(sh_x)

y <- c("12", "34", "[c]", "NA", "56[e]", "78", "90[e]")
sh_y <- shrthnd_num(y, c("[c]", "[e]"))
is_shrthnd_num(sh_y)
is_shrthnd_integer(sh_y)

z <- 1:10
is.numeric(x)
is.numeric(z)
is_numeric(x)
is_numeric(z)

sh_l <- shrthnd_list(sh_x)
is_shrthnd_list(sh_l)

tbl <- tibble::tibble(x = x, sh_x = sh_x)
sh_tbl <- shrthnd_tbl(tbl, title = "Example table")
is_shrthnd_tbl(sh_tbl)

Make a shrthnd_num vector from numeric and character components

Description

make_shrthnd_num() allows you to construct a shrthnd_num vector from a numeric vector of data values and a character vector of shorthand markers.

Usage

make_shrthnd_num(x = numeric(), tags = character(), digits = 2L)

Arguments

x

A numeric vector

tags

A character vector

digits

The number of digits to format the numeric vector with

Value

A shrthnd_num vector

See Also

as_shrthnd(), is_shrthnd_num(), shrthnd_coercion, shrthnd_maths, shrthnd_num(), shrthnd_tags(), tag_match()

Examples

make_shrthnd_num(c(1:3, NA, 4:5, NA), c("", "", "", "[c]", "", "[e]", NA))

Move notes to and from the title/source note of a tibble

Description

A shrthnd_tbl() has three sets of annotations, the ⁠note_to_*()⁠ functions allow you to move a general note to either the title or source note of a tibble. The ⁠*_to_notes()⁠functions do the opposite and (re)insert either the title and/or source note back into the general notes.

Usage

note_to_title(x, note, .overwrite = FALSE)

note_to_source_note(x, note, .overwrite = FALSE)

title_to_notes(x, .add_before = 0)

source_to_notes(x, .add_before = Inf)

title_source_to_notes(x, .add_before = 0)

Arguments

x

A shrthnd_tbl() object

note

The number of the note to move

.overwrite

Whether to overwrite existing

.add_before

Where to (re)insert the note

Details

For title_to_notes() and title_source_to_notes() the default is to (re)insert the note at the start of the set of notes, for source_to_notes() the default is to (re)insert the note at the end of the set of notes.

Value

A shrthnd_tbl()

See Also

annotations(), shrthnd_tbl(), zap_shrthnd()

Examples

x <- c("12", "34.567", "[c]", "NA", "56.78[e]", "78.9", "90.123[e]")
sh_x <- shrthnd_num(x, c("[c]", "[e]"))
tbl <- tibble::tibble(x = x, sh_x = sh_x)

sh_tbl <- shrthnd_tbl(tbl) |>
  set_notes(c("Note 1", "Note 2", "Note 3")) |>
  note_to_title(1) |>
  note_to_source_note(2)

sh_tbl

shrthnd_notes(sh_tbl)

sh_tbl <- sh_tbl |>
  title_to_notes()

shrthnd_notes(sh_tbl)

Coercion of shrthnd_num vectors

Description

As an extension of the {vectrs} package, a shrthnd_num() is generally coerced to behave as if it was a regular a numeric() vector. Where {vectrs} doesn't automatically support coercion custom methods are provided to enable a shrthnd_num() to be considered as a numeric vector.

General principles

The principles underpinning the coercion of a shrthnd_num() vector are that to maximise compatability with base R and other packages, the vector should generally behave as a numeric vector. This means that as.numeric() will produce a bare numeric vector containing just the numeric component of a shrthnd_num(). Similarly as.character() will produce a character vector of the numeric component of a shrthnd_num(). To work with tags use shrthnd_tags() and the related tag location functions. To produce a traditional character vector combining the numeric component and tag component use as_shrthnd() on a shrthnd_num() vector.

In keeping with base R practice around complex numeric objects such as Date(), difftime() and POSIXct(), using is.numeric() on a shrthnd_num() vector will return FALSE. Use is_shrthnd_num() to test if a vector is a shrthnd_num() vector.

See shrthnd_maths for details on how shrthnd_num() works with arithmetic, mathematical and (some) statistical operations.

Missing values

Of particular note is that using is.na() on a shrthnd_num() vector is designed to work on the numeric component, i.e. if numeric component is missing but a tag marker is present then is.na() will return TRUE. Use is_na_tag() to identify where there is no tag marker, or is_na_both() to identify where both the numeric and tag components are missing.

See Also

as_shrthnd(), is_shrthnd_num(), make_shrthnd_num(), shrthnd_maths, shrthnd_num(), shrthnd_tags(), tag_match()

Examples

x <- c("12", "34.567", "[c]", "NA", "56.78[e]", "78.9", "90.123[e]")
sh_x <- shrthnd_num(x, c("[c]", "[e]"))

as.numeric(sh_x)

as.character(sh_x)

is.na(sh_x)

List the shorthand in a vector

Description

shrthnd_list() generates a lookup table of shorthand markers in a vector, either a character vector containing shorthand or a shrthnd_num() vector.

Usage

shrthnd_list(
  x,
  shorthand = NULL,
  na_values = c("", "NA"),
  dec = ".",
  bigmark = ","
)

Arguments

x

A character vector containing shorthand, or a shrthnd_num() vector

shorthand

A character vector of shorthand values to validate tags against

na_values

A character value of NA values to ignore

dec

The decimal separator for numbers

bigmark

The separator to the left of the decimal separator

Value

A list of shorthand positions in a vector

See Also

is_shrthnd_list() shrthnd_num()

Examples

x <- c("12", "34.567", "[c]", "NA", "56.78[e]", "78.9", "90.123[e]")
shrthnd_list(x)

sh_x <- shrthnd_num(x)
sh_x
shrthnd_list(sh_x)

Arithmetic and mathematical operations

Description

Arithmetic and most mathematical operations are supported on the numeric component of shrthnd_num() vectors via the {vctrs} package without having to wrap the vector in as.numeric().

Details

You can use all the standard arithmetic infix operators (+, -, /, *, ^, %%, %/%, !). See vctrs::vec_arith() for further details.

Through vctrs::vec_math() the following generic mathematical operations are supported:

  • from the Summary group generic: prod(), sum(), any(), all().

  • from the Math group generic: abs(), sign(), sqrt(), ceiling(), floor(), trunc(), cummax(), cummin(), cumprod(), cumsum(), log(), log10(), log2(), log1p(), acos(), acosh(), asin(), asinh(), atan(), atanh(), exp(), expm1(), cos(), cosh(), cospi(), sin(), sinh(), sinpi(), tan(), tanh(), tanpi(), gamma(), lgamma(), digamma(), trigamma().

  • vctrs::vec_math() also enables support for mean(), is.nan(), is.finite() and is.infinite().

  • In addition to these, the {shrthnd} package also provides methods for range(), min(), max(), median() and quantile(). A shrthnd_num() will work with sd() due to the ability of a shrthnd_num() to be easily coerced to a numeric vector.

For other operations you will need to wrap the shrthnd_num vector in as.numeric().

For all operations remember that you will likely need to set na.rm = TRUE or whatever other method a function has for ignoring missing values.

See Also

as_shrthnd(), is_shrthnd_num(), make_shrthnd_num(), shrthnd_coercion, shrthnd_num(), shrthnd_tags(), tag_match()

Examples

x <- c("12", "34.567", "[c]", "NA", "56.78[e]", "78.9", "90.123[e]")
sh_x <- shrthnd_num(x, c("[c]", "[e]"))

sh_x * 2

2 + sh_x

mean(sh_x, na.rm = TRUE)

Convert a character vector containing shorthand

Description

shrthnd_num() coerces a character vector containing numeric data values with non-numeric tags into a numeric-like vector while also retaining the tags.

Usage

shrthnd_num(
  x,
  shorthand = NULL,
  na_values = c("", "NA"),
  digits = 2L,
  paren_nums = c("negative", "strip"),
  dec = ".",
  bigmark = ",",
  convert_percent = TRUE
)

Arguments

x

A character vector of numeric values with shorthand

shorthand

A character vector of shorthand values

na_values

A character vector of NA values

digits

The number of digits for formatting numbers

paren_nums

How to handle numbers in parenthesis (e.g. ⁠(12,435.43)⁠), defaults to negative as most commonly used in accounting to denote negative values instead of a minus symbol preceding the value

dec

The decimal separator for numbers

bigmark

The separator to the left of the decimal separator

convert_percent

Whether to convert percentages into decimals

Details

Data stored in documents and publications are regularly annotated with shorthand and symbols. Often these tags are found in the same container (e.g. a table or spreadsheet cell) as the value they are associated with, which requires further cleaning of the vector to extract the numeric values.

A simple approach is to discard the non-numeric components, however these tags can convey information which you may wish to retain. shrthnd_num() provides a data type that can store both the numeric data and the marker.

By default shrthnd_num() will extract any non-numeric values following numeric ones and process them as a shorthand tag. However, you can optionally supply a vector of tags, using the shorthand argument, if you wish to validate the extracted tags and only accept vectors with specific shorthand values.

If the underlying numeric values are real numbers (i.e. a double() vector) the digits argument will be used to format the display of the shrthnd_dbl vector (defaults to 2 decimal places).

Value

A shrthnd_num vector

See Also

shrthnd_tags()

as_shrthnd(), is_shrthnd_num(), make_shrthnd_num(), shrthnd_coercion, shrthnd_maths, shrthnd_tags(), tag_match()

Examples

x <- c("12", "34.567", "[c]", "NA", "56.78[e]", "78.9", "90.123[e]")
shrthnd_num(x, c("[c]", "[e]"))

Get the tags attached to a shrthnd vector

Description

shrthnd_tags() provides a character vector the same length as x with the shorthand tags, or NA if that value has no tag. shrthnd_unique_tags() is a convenience wrapper for unique(shrthnd_tags(x)), but can also be called on a shrthnd_list() object.

Usage

shrthnd_tags(x)

shrthnd_unique_tags(x)

Arguments

x

A shrthnd_num() vector

Value

A character vector

See Also

as_shrthnd(), is_shrthnd_num(), make_shrthnd_num(), shrthnd_coercion, shrthnd_maths, shrthnd_num(), tag_match()

Examples

x <- c("12", "34.567", "[c]", "NA", "56.78[e]", "78.9", "90.123[e]")
sh_x <- shrthnd_num(x, c("[c]", "[e]"))
shrthnd_tags(sh_x)
shrthnd_unique_tags(sh_x)

Add annotations to tibbles

Description

shrthnd_tbl() provides a way to attach annotations to a table. Specifically, it supports three types of annotation: a title, a ⁠source note⁠ and general notes. The title and source_note are each character vectors of length 1, while notes can be a character vector of any length.

Usage

shrthnd_tbl(tbl, title = NULL, notes = NULL, source_note = NULL)

Arguments

tbl

A tibble::tibble() or object that can be coerced to a tibble.

title

A character vector for the title of tbl

notes

A character vector of general notes relating to tbl

source_note

A character vector for a source note relating to tbl

Value

A tibble with shrthnd annotations

See Also

is_shrthnd_tbl()

annotations(), note_to_title(), zap_shrthnd()

Examples

x <- c("12", "34.567", "[c]", "NA", "56.78[e]", "78.9", "90.123[e]")
sh_x <- shrthnd_num(x, c("[c]", "[e]"))
tbl <- tibble::tibble(x = x, sh_x = sh_x)
shrthnd_tbl(
  tbl,
  title = "Example table",
  notes = c("Note 1", "Note 2"),
  source_note = "Shrthnd documentation, 2023"
)

Get tag locations

Description

Base R's matching and location functions will work directly with the numeric component of a shrthnd_num() vector, these functions provide the same functionality but applied to the tag component.

Usage

tag_match(x, tag)

tag_in(x, tag)

where_tag(x, tag)

any_tag(x)

is_na_tag(x)

is_na_both(x)

locate_tag(x, tag)

locate_any_tag(x)

locate_no_tag(x)

Arguments

x

A shrthnd_num() vector

tag

A single tag to locate

Details

tag_match() and tag_in() are wrappers around vctrs::vec_match() and vctrs::vec_in() and thus equivalent to match() and %in% as applied to the tag components of a shrthnd_num(). tag_match() will return an integer vector showing the first location of the tag provided, tag_in() will return TRUE or FALSE depending on whether the tag is in the vector's shorthand.

where_tag() is equivalent to computing tags == tag, any_tag() is equivalent to !is.na(tags). Using is.na() on a shrthnd_num() will assess if the numeric component is missing, is_na_tag() is equivalent to is.na(tags), is_na_both() tests if both the numeric and tag components of a shrthnd_num() are missing. They return a logical vector the same length as x.

locate_tag(), locate_any_tag(), located_no_tag() are equivalent to passing the return values of where_tag(), any_tag() and is_na_tag() to which(). They return an integer vector the same length as x.

Value

For tag_match(), locate_tag(), locate_any_tag() and locate_no_tag() an integer vector. For tag_in(), where_tag(), any_tag(), is_na_tag() and is_na_both() a logical vector.

See Also

as_shrthnd(), is_shrthnd_num(), make_shrthnd_num(), shrthnd_coercion, shrthnd_maths, shrthnd_num(), shrthnd_tags()

Examples

x <- c("12", "34.567", "[c]", "NA", "56.78[e]", "78.9", "90.123[e]")
sh_x <- shrthnd_num(x, c("[c]", "[e]"))
shrthnd_tags(sh_x)

tag_match(sh_x, "[e]")

tag_in(sh_x, "[e]")

where_tag(sh_x, "[e]")

any_tag(sh_x)

is_na_tag(sh_x)

is_na_both(sh_x)

locate_tag(sh_x, "[e]")

locate_any_tag(sh_x)

locate_no_tag(sh_x)

Identify which columns use shrthnd

Description

where_shrthnd_cols() applies is_shrthnd_num() across columns of a data.frame (or elements in a list). which_shrthnd_cols() identifies the columns in a data.frame or (elements of a list) by name or index position. any_shrthnd_cols() tests whether a data.frame (or list) has any columns that are shrthnd_num() vectors.

Usage

where_shrthnd_cols(x)

which_shrthnd_cols(x, .names = FALSE)

any_shrthnd_cols(x)

Arguments

x

A data.frame (or list)

.names

A logical vector indicating whether to return column names or an integer vector of column positions (the default)

Value

For where_shrthnd_cols() a logical vector of the same length as the number columns in x. For which_shrthnd_cols() a character vector of names or an integer vector of index positions (the default). For any_shrthnd_cols() either TRUE if there are any shrthnd_num() vectors in the object or FALSE if not.

See Also

shrthnd_num()

Examples

x <- c("12", "34.567", "[c]", "NA", "56.78[e]", "78.9", "90.123[e]")
sh_x <- shrthnd_num(x, c("[c]", "[e]"))
tbl <- tibble::tibble(x = x, sh_x = sh_x)

where_shrthnd_cols(tbl)

which_shrthnd_cols(tbl)

which_shrthnd_cols(tbl, .names = TRUE)

any_shrthnd_cols(tbl)

Remove annotations from tibbles

Description

The ⁠zap_*()⁠ functions remove annotations from a shrthnd_tbl() object. zap_title(), zap_source_note() and zap_notes() remove the title, source note and general notes respectively. zap_tbl() removes all three types of annotations and also strips the shrthnd_tbl class from the object. zap_shrthnd() is a low-level helper function that power the attribute removal.

Usage

zap_title(x)

zap_source_note(x)

zap_notes(x)

zap_tbl(x)

zap_shrthnd(x, what = c("title", "source_note", "notes"), zap_class = FALSE)

Arguments

x

A shrthnd_tbl()

what

One or more of title, source_note or notes indicating which set of notes to remove

zap_class

Whether to remove the "shrthnd_tbl" class

Details

To remove shrthnd from a shrthnd_num() vector use as.numeric(), as.character() or as_shrthnd() to coerce the vector to another type.

Value

Returns x with relevant attributes removed

See Also

annotations(), note_to_title(), shrthnd_tbl()

Examples

x <- c("12", "34.567", "[c]", "NA", "56.78[e]", "78.9", "90.123[e]")
sh_x <- shrthnd_num(x, c("[c]", "[e]"))
tbl <- tibble::tibble(x = x, sh_x = sh_x)
sh_tbl <- shrthnd_tbl(
  tbl,
  title = "Example table",
  notes = c("Note 1", "Note 2"),
  source_note = "Shrthnd documentation, 2023"
)

sh_tbl

zap_title(sh_tbl)

zap_source_note(sh_tbl)

zap_notes(sh_tbl)

zap_tbl(sh_tbl)