Regular Expressions (RegEx)
Basic introduction to Regular Expressions
Regular expressions are a way to identify patterns in data. A Regular Expression (RegEx) uses a sequence of characters to specify a search pattern, and it can represent something as simple as "every value containing a zero" or something complicated like "every value that's between 10-12 characters in length and doesn't contain a capital A, a lowercase g, or a zero"
The backslash
\ character is an "escape" character, which signals that whatever comes after it should be treated specially. (this means . returns different results than \. , as shown in the structures guide below)Regular Expressions can be quite overwhelming at first, but most standard needs in Data-flo will be accomplished using a small number of structures. There are numerous resources online for learning RegEx, including a straightforward tutorial at RegexOne.
The following table shows the structure of a piece of RegEx, what that structure represents, and Examples of what it might return. See below for specific examples showing real-world use of these structures in Data-flo adaptor arguments.
RegEx structure | RegEx meaning | Examples |
|---|---|---|
abcABC... | letters | Text |
123... | digits (numbers) | 9825 |
\d | any digit (number) | 4 |
\D | any non-digit character | B; or _ |
. | any character | 4; or B; or _ |
\. | full stop (period) | . |
[abc] | only a, b, or c | [gb]et matches get and bet, but doesn't match let or net |
[^abc] | Not a, b, or c | [^ln]et matches get and bet, but doesn't match let or net |
[a-z] | characters a to z | [a-z]101 matches m101 but not 2101 |
[0-9] | numbers 0 to 9 | [0-9]101 matches 2101 but not a101 |
\w | any alphanumeric character | a; or T; or 7 |
\W | any non-alphanumeric character | _; or @ |
{m} | m repetitions | a{3} matches aaa; [wxy]{3} can match www, xxx, wyy, etc.; [0-9]{2} matches any two-digit number |
{m,n} | m to n repetitions | a{2,4} matches aa or aaa or aaaa; .{2,3} matches any two- or three-character string |
* | zero or more repetitions | |
+ | one or more repetitions | AB+ matches AB or ABAB or ABCAB, but not BA or BACB |
? | optional character | ba?123 matches ba123 or b123 but not a123 |
\s | any whitespace (space, tab, new-line, carriage return) | a\sb matches a b |
\S | any non-whitespace character (anything but space, tab, new-line, carriage return) | a\Sb matches aab but not a b |
^...$ | starts and ends (anchors to the beginning and end of a field)
(Note: $ in a reference is different than in a pattern; in a reference, $ references a specific capture group) | ^123$ matches 123 but not 1123 or 1233 |
(...) | capture group | |
(a(bc)) | capture sub-group | |
(.*) | capture all | |
(abc|def) | matches abc or def | |
/^.+-CGPS+-[0-9]{6}/ matches someamountoftext-CGPS-123454 and matches someamountoftext-CGPS-1234540 and matches x-CGPS-0000000000 and matches x-CGPS-CGPS-000000 because in all cases, the start of the line ^ is followed by any character . any number of times + , followed by the very specific text -CGPS any number of times +, followed by any six {6} digits [0-9] (and doesn't specify what happens after the six digits).If a dollar-sign is added at the end, it signifies that there are six digits and that's the end of the line, so
/^.+-CGPS+-[0-9]{6}$/ matches someamountoftext-CGPS-123454 but not someamountoftext-CGPS-1234540 ./(.+)[W|w|West|WEST|west|S|s|South|south]/ matches 100.67W and matches 90.7 S and can be used as the pattern when converting latitude and longitude to negative numbers, with the replacement value -$1 turning those values into -100.67 and -90.7 respectively.- pattern is everything in the field:
/^(.+)$/^and$anchor the start & end of the field,()designate a capture group to reference in the replacement, and.+means any characters any number of times (at least once).
- replacement is
#$1(where$1means everything in the first capture group, which here is everything you've selected) - This example shows the two different uses of the dollar sign $ character. In the pattern, it means the end of the field. In the reference, it signifies a capture group.
To get a step-by-step walk-through of how Regular Expressions work, and more information about the structures involved, visit https://regexone.com/.
This resource (www.autoregex.xyz) allows you to write plain English and return RegEx, which can be a good way to familiarize yourself with the concepts and get started creating a complicated pattern.
https://www.autoregex.xyz/home
Link to www.autoregex.xyz/home
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Example of input and output on autoregex.xyz site
Regex101 is a good place to test and debug RegEx functionality, although some users find the interface unintuitive.
regex101: build, test, and debug regex
regex101
This link will bring you to the regex101 website, to build and test your regular expressions
Last modified 8mo ago