|
| 1 | +--- |
| 2 | +title: "Overview of Extended Binary Operators for Data Manipulation" |
| 3 | +author: "James J Balamuta" |
| 4 | +date: "`r Sys.Date()`" |
| 5 | +output: rmarkdown::html_vignette |
| 6 | +vignette: > |
| 7 | + %\VignetteIndexEntry{Overview of Extended Operators} |
| 8 | + %\VignetteEngine{knitr::rmarkdown} |
| 9 | + %\VignetteEncoding{UTF-8} |
| 10 | +--- |
| 11 | + |
| 12 | +# Overview |
| 13 | + |
| 14 | +When writing functions or simply perform data analyses, sometimes you may |
| 15 | +wish for just that one additional operator or equality check that speeds up |
| 16 | +the process greatly. The goal behind this package is to provide such |
| 17 | +operators with as _minimal_ an overhead as possible. |
| 18 | + |
| 19 | +# Package Installation |
| 20 | + |
| 21 | +To install the package, please type: |
| 22 | + |
| 23 | +```{r eval = FALSE} |
| 24 | +install.packages("rops") |
| 25 | +``` |
| 26 | + |
| 27 | +# Using the package |
| 28 | + |
| 29 | +To use the package, please load it into the _R_ session by typing: |
| 30 | + |
| 31 | +```{r} |
| 32 | +library("rops") |
| 33 | +``` |
| 34 | + |
| 35 | +# Coalescing Operators |
| 36 | + |
| 37 | +## Null coalescing operator |
| 38 | + |
| 39 | +```{r} |
| 40 | +# Null value |
| 41 | +x = NULL |
| 42 | +
|
| 43 | +# Before |
| 44 | +y = if(is.null(x)){ "Unset" } else { x } |
| 45 | +
|
| 46 | +# After |
| 47 | +y = x %??% "Unset" |
| 48 | +
|
| 49 | +y |
| 50 | +``` |
| 51 | + |
| 52 | +## Missing value (`NA`) coalescing operator |
| 53 | + |
| 54 | +To impute values when "missingness" is detected, the `ifna()` provides a |
| 55 | +convenient interface. |
| 56 | + |
| 57 | +```{r} |
| 58 | +x = c(1:5, NA, NA, 8, NA, 10) |
| 59 | +y = 1:10 |
| 60 | +
|
| 61 | +# Before |
| 62 | +ifelse(is.na(x), x, y) |
| 63 | +ifelse(is.na(x), x, 3) |
| 64 | +
|
| 65 | +# After |
| 66 | +ifna(x, y) |
| 67 | +ifna(x, 3) |
| 68 | +``` |
| 69 | + |
| 70 | +# Equality Operators |
| 71 | + |
| 72 | +Checking for exact equivalence in object can be done using an infix operator |
| 73 | +instead of relying upon `identical()`. |
| 74 | + |
| 75 | +**NB** There are cases where checking with `all.equal()` is preferred. |
| 76 | + |
| 77 | +```{r} |
| 78 | +x = y = 1:5 |
| 79 | +x2 = x + 1 |
| 80 | +
|
| 81 | +# Before |
| 82 | +identical(x, y) |
| 83 | +identical(x2, y) |
| 84 | +
|
| 85 | +# After |
| 86 | +x %==% y |
| 87 | +x2 %==% y |
| 88 | +
|
| 89 | +# Before |
| 90 | +!identical(x, y) |
| 91 | +!identical(x2, y) |
| 92 | +
|
| 93 | +# After |
| 94 | +x %!=% y |
| 95 | +x2 %!=% y |
| 96 | +``` |
| 97 | + |
| 98 | + |
| 99 | +# Whole Numbers |
| 100 | + |
| 101 | +Previously, using `is.integer()` would yield a check on the type of vector. |
| 102 | +Here, the `is_whole()` function seeks to check the state of |
| 103 | +all numbers individually in the vector regardless of whether they are |
| 104 | +`numeric` or `integer`. |
| 105 | + |
| 106 | +```{r} |
| 107 | +x = c(1, 2, 3, 8.5) |
| 108 | +y = c(1L, 2L, 3L) |
| 109 | +
|
| 110 | +# Before |
| 111 | +is.integer(x) |
| 112 | +is.integer(y) |
| 113 | +
|
| 114 | +# After |
| 115 | +is_whole(x) |
| 116 | +is_whole(y) |
| 117 | +``` |
| 118 | + |
| 119 | +# Safe Sequence Generation |
| 120 | + |
| 121 | +The colon operator (`:`) does not perform a check on whether the |
| 122 | +increment should be positive or negative. This leads to issues when |
| 123 | +iterating over an empty `vector` or `data.frame` using `1:length(obj)`. |
| 124 | +To avoid this, safe sequences `%:%` performs a check to make sure the |
| 125 | +sequence is _positive_. If it is not, then an empty integer vector is |
| 126 | +created to avoid having a loop run. |
| 127 | + |
| 128 | +```{r} |
| 129 | +x = NULL |
| 130 | +
|
| 131 | +# Before |
| 132 | +1:length(x) |
| 133 | +
|
| 134 | +# After |
| 135 | +1 %:% length(x) |
| 136 | +``` |
| 137 | + |
| 138 | +# Not in Set |
| 139 | + |
| 140 | +The not in set operator is a negation of the `%in%` operator that checks for |
| 141 | +whether an element belongs to the set. |
| 142 | + |
| 143 | +```{r} |
| 144 | +x = 1:5 |
| 145 | +set = 3:10 |
| 146 | +
|
| 147 | +# Before |
| 148 | +!(x %in% set) |
| 149 | +
|
| 150 | +# After |
| 151 | +x %notin% set |
| 152 | +``` |
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