Regular Expressions Flashcards
. (Dot.)
.
(Dot.) In the default mode, this matches any character except a newline. If the DOTALL flag has been specified, this matches any character including a newline.
Caret.
(Caret.) Matches the start of the string, and in MULTILINE mode also matches immediately after each newline.
$
$
Matches the end of the string or just before the newline at the end of the string, and in MULTILINE mode also matches before a newline. foo matches both ‘foo’ and ‘foobar’, while the regular expression foo$ matches only ‘foo’. More interestingly, searching for foo.$ in ‘foo1\nfoo2\n’ matches ‘foo2’ normally, but ‘foo1’ in MULTILINE mode; searching for a single $ in ‘foo\n’ will find two (empty) matches: one just before the newline, and one at the end of the string.
*
*
Causes the resulting RE to match 0 or more repetitions of the preceding RE, as many repetitions as are possible. ab* will match ‘a’, ‘ab’, or ‘a’ followed by any number of ‘b’s.
+
+
Causes the resulting RE to match 1 or more repetitions of the preceding RE. ab+ will match ‘a’ followed by any non-zero number of ‘b’s; it will not match just ‘a’.
?
?
Causes the resulting RE to match 0 or 1 repetitions of the preceding RE. ab? will match either ‘a’ or ‘ab’.
*?, +?, ??
?, +?, ??
The ‘’, ‘+’, and ‘?’ qualifiers are all greedy; they match as much text as possible. Sometimes this behaviour isn’t desired; if the RE is matched against ‘<a> b ‘, it will match the entire string, and not just ‘</a><a>’. Adding ? after the qualifier makes it perform the match in non-greedy or minimal fashion; as few characters as possible will be matched. Using the RE will match only ‘</a><a>’.</a>
</a>
{m}
{m}
Specifies that exactly m copies of the previous RE should be matched; fewer matches cause the entire RE not to match. For example, a{6} will match exactly six ‘a’ characters, but not five.
{m,n}
{m,n}
Causes the resulting RE to match from m to n repetitions of the preceding RE, attempting to match as many repetitions as possible. For example, a{3,5} will match from 3 to 5 ‘a’ characters. Omitting m specifies a lower bound of zero, and omitting n specifies an infinite upper bound. As an example, a{4,}b will match ‘aaaab’ or a thousand ‘a’ characters followed by a ‘b’, but not ‘aaab’. The comma may not be omitted or the modifier would be confused with the previously described form.
{m,n}?
{m,n}?
Causes the resulting RE to match from m to n repetitions of the preceding RE, attempting to match as few repetitions as possible. This is the non-greedy version of the previous qualifier. For example, on the 6-character string ‘aaaaaa’, a{3,5} will match 5 ‘a’ characters, while a{3,5}? will only match 3 characters.
\
\
Either escapes special characters (permitting you to match characters like ‘*’, ‘?’, and so forth), or signals a special sequence; special sequences are discussed below.
[]
[]
Used to indicate a set of characters. In a set:
Characters can be listed individually, e.g. [amk] will match ‘a’, ‘m’, or ‘k’.
Ranges of characters can be indicated by giving two characters and separating them by a ‘-‘, for example [a-z] will match any lowercase ASCII letter, [0-5][0-9] will match all the two-digits numbers from 00 to 59, and [0-9A-Fa-f] will match any hexadecimal digit. If - is escaped (e.g. [a-z]) or if it’s placed as the first or last character (e.g. [-a] or [a-]), it will match a literal ‘-‘.
Special characters lose their special meaning inside sets. For example, [(+)] will match any of the literal characters ‘(‘, ‘+’, ‘’, or ‘)’.
Character classes such as \w or \S (defined below) are also accepted inside a set, although the characters they match depends on whether ASCII or LOCALE mode is in force.
Characters that are not within a range can be matched by complementing the set. If the first character of the set is ‘^’, all the characters that are not in the set will be matched. For example, [^5] will match any character except ‘5’, and [^^] will match any character except ‘^’. ^ has no special meaning if it’s not the first character in the set.
To match a literal ‘]’ inside a set, precede it with a backslash, or place it at the beginning of the set. For example, both [()[]{}] and [{}] will both match a parenthesis.
Support of nested sets and set operations as in Unicode Technical Standard #18 might be added in the future. This would change the syntax, so to facilitate this change a FutureWarning will be raised in ambiguous cases for the time being. That includes sets starting with a literal ‘[’ or containing literal character sequences ‘–’, ‘&&’, ‘~~’, and ‘||’. To avoid a warning escape them with a backslash.
A|B
A|B, where A and B can be arbitrary REs, creates a regular expression that will match either A or B. An arbitrary number of REs can be separated by the ‘|’ in this way. This can be used inside groups (see below) as well. As the target string is scanned, REs separated by ‘|’ are tried from left to right. When one pattern completely matches, that branch is accepted. This means that once A matches, B will not be tested further, even if it would produce a longer overall match. In other words, the ‘|’ operator is never greedy. To match a literal ‘|’, use |, or enclose it inside a character class, as in [|].
(…)
(…)
Matches whatever regular expression is inside the parentheses, and indicates the start and end of a group; the contents of a group can be retrieved after a match has been performed, and can be matched later in the string with the \number special sequence, described below. To match the literals ‘(‘ or ‘)’, use ( or ), or enclose them inside a character class: [(], [)].
(?…)
(?…)
This is an extension notation (a ‘?’ following a ‘(‘ is not meaningful otherwise). The first character after the ‘?’ determines what the meaning and further syntax of the construct is. Extensions usually do not create a new group; (?P…) is the only exception to this rule. Following are the currently supported extensions.
(?aiLmsux)
(?aiLmsux)
(One or more letters from the set ‘a’, ‘i’, ‘L’, ‘m’, ‘s’, ‘u’, ‘x’.) The group matches the empty string; the letters set the corresponding flags: re.A (ASCII-only matching), re.I (ignore case), re.L (locale dependent), re.M (multi-line), re.S (dot matches all), re.U (Unicode matching), and re.X (verbose), for the entire regular expression. (The flags are described in Module Contents.) This is useful if you wish to include the flags as part of the regular expression, instead of passing a flag argument to the re.compile() function. Flags should be used first in the expression string.
(?:…)
(?:…)
A non-capturing version of regular parentheses. Matches whatever regular expression is inside the parentheses, but the substring matched by the group cannot be retrieved after performing a match or referenced later in the pattern.
(?aiLmsux-imsx:…)
(?aiLmsux-imsx:…)
(Zero or more letters from the set ‘a’, ‘i’, ‘L’, ‘m’, ‘s’, ‘u’, ‘x’, optionally followed by ‘-‘ followed by one or more letters from the ‘i’, ‘m’, ‘s’, ‘x’.) The letters set or remove the corresponding flags: re.A (ASCII-only matching), re.I (ignore case), re.L (locale dependent), re.M (multi-line), re.S (dot matches all), re.U (Unicode matching), and re.X (verbose), for the part of the expression. (The flags are described in Module Contents.)
The letters ‘a’, ‘L’ and ‘u’ are mutually exclusive when used as inline flags, so they can’t be combined or follow ‘-‘. Instead, when one of them appears in an inline group, it overrides the matching mode in the enclosing group. In Unicode patterns (?a:…) switches to ASCII-only matching, and (?u:…) switches to Unicode matching (default). In byte pattern (?L:…) switches to locale depending matching, and (?a:…) switches to ASCII-only matching (default). This override is only in effect for the narrow inline group, and the original matching mode is restored outside of the group.
(?P…)
(?P…)
Similar to regular parentheses, but the substring matched by the group is accessible via the symbolic group name name. Group names must be valid Python identifiers, and each group name must be defined only once within a regular expression. A symbolic group is also a numbered group, just as if the group were not named.
Named groups can be referenced in three contexts. If the pattern is (?P[’”]).*?(?P=quote) (i.e. matching a string quoted with either single or double quotes):
Context of reference to group “quote”
Ways to reference it
in the same pattern itself
(?P=quote) (as shown)
\1
when processing match object m
m. group(‘quote’)
m. end(‘quote’) (etc.)
in a string passed to the repl argument of re.sub()
\g
\g<1>
\1
(?P=name)
(?P=name)
A backreference to a named group; it matches whatever text was matched by the earlier group named name.
(?#…)
(?#…)
A comment; the contents of the parentheses are simply ignored.
(?=…)
(?=…)
Matches if … matches next, but doesn’t consume any of the string. This is called a lookahead assertion. For example, Isaac (?=Asimov) will match ‘Isaac ‘ only if it’s followed by ‘Asimov’.
(?!…)
(?!…)
Matches if … doesn’t match next. This is a negative lookahead assertion. For example, Isaac (?!Asimov) will match ‘Isaac ‘ only if it’s not followed by ‘Asimov’.
(?<=…)
(?<=…)
Matches if the current position in the string is preceded by a match for … that ends at the current position. This is called a positive lookbehind assertion. (?<=abc)def will find a match in ‘abcdef’, since the lookbehind will back up 3 characters and check if the contained pattern matches. The contained pattern must only match strings of some fixed length, meaning that abc or a|b are allowed, but a* and a{3,4} are not. Note that patterns which start with positive lookbehind assertions will not match at the beginning of the string being searched; you will most likely want to use the search() function rather than the match() function:
>>> import re m = re.search('(?<=abc)def', 'abcdef') m.group(0) 'def' This example looks for a word following a hyphen:
> > > m = re.search(r’(?<=-)\w+’, ‘spam-egg’)
m.group(0)
‘egg’
(?
(?
(?(id/name)yes-pattern|no-pattern)
(?(id/name)yes-pattern|no-pattern)
Will try to match with yes-pattern if the group with given id or name exists, and with no-pattern if it doesn’t. no-pattern is optional and can be omitted. For example, (|$) is a poor email matching pattern, which will match with ‘’ as well as ‘user@host.com’, but not with ‘’.
\number
\number
Matches the contents of the group of the same number. Groups are numbered starting from 1. For example, (.+) \1 matches ‘the the’ or ‘55 55’, but not ‘thethe’ (note the space after the group). This special sequence can only be used to match one of the first 99 groups. If the first digit of number is 0, or number is 3 octal digits long, it will not be interpreted as a group match, but as the character with octal value number. Inside the ‘[’ and ‘]’ of a character class, all numeric escapes are treated as characters.
\A
\A
Matches only at the start of the string.
\b
\b
Matches the empty string, but only at the beginning or end of a word. A word is defined as a sequence of word characters. Note that formally, \b is defined as the boundary between a \w and a \W character (or vice versa), or between \w and the beginning/end of the string. This means that r’\bfoo\b’ matches ‘foo’, ‘foo.’, ‘(foo)’, ‘bar foo baz’ but not ‘foobar’ or ‘foo3’.