bpo-31714: Improved regular expression documentation. (#3907)

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Serhiy Storchaka 2017-10-14 11:14:26 +03:00 committed by GitHub
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2 changed files with 224 additions and 183 deletions

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@ -153,8 +153,8 @@ These sequences can be included inside a character class. For example,
``','`` or ``'.'``.
The final metacharacter in this section is ``.``. It matches anything except a
newline character, and there's an alternate mode (``re.DOTALL``) where it will
match even a newline. ``'.'`` is often used where you want to match "any
newline character, and there's an alternate mode (:const:`re.DOTALL`) where it will
match even a newline. ``.`` is often used where you want to match "any
character".
@ -168,14 +168,11 @@ wouldn't be much of an advance. Another capability is that you can specify that
portions of the RE must be repeated a certain number of times.
The first metacharacter for repeating things that we'll look at is ``*``. ``*``
doesn't match the literal character ``*``; instead, it specifies that the
doesn't match the literal character ``'*'``; instead, it specifies that the
previous character can be matched zero or more times, instead of exactly once.
For example, ``ca*t`` will match ``ct`` (0 ``a`` characters), ``cat`` (1 ``a``),
``caaat`` (3 ``a`` characters), and so forth. The RE engine has various
internal limitations stemming from the size of C's ``int`` type that will
prevent it from matching over 2 billion ``a`` characters; patterns
are usually not written to match that much data.
For example, ``ca*t`` will match ``'ct'`` (0 ``'a'`` characters), ``'cat'`` (1 ``'a'``),
``'caaat'`` (3 ``'a'`` characters), and so forth.
Repetitions such as ``*`` are :dfn:`greedy`; when repeating a RE, the matching
engine will try to repeat it as many times as possible. If later portions of the
@ -185,7 +182,7 @@ fewer repetitions.
A step-by-step example will make this more obvious. Let's consider the
expression ``a[bcd]*b``. This matches the letter ``'a'``, zero or more letters
from the class ``[bcd]``, and finally ends with a ``'b'``. Now imagine matching
this RE against the string ``abcbd``.
this RE against the string ``'abcbd'``.
+------+-----------+---------------------------------+
| Step | Matched | Explanation |
@ -218,7 +215,7 @@ this RE against the string ``abcbd``.
| | | it succeeds. |
+------+-----------+---------------------------------+
The end of the RE has now been reached, and it has matched ``abcb``. This
The end of the RE has now been reached, and it has matched ``'abcb'``. This
demonstrates how the matching engine goes as far as it can at first, and if no
match is found it will then progressively back up and retry the rest of the RE
again and again. It will back up until it has tried zero matches for
@ -229,24 +226,23 @@ Another repeating metacharacter is ``+``, which matches one or more times. Pay
careful attention to the difference between ``*`` and ``+``; ``*`` matches
*zero* or more times, so whatever's being repeated may not be present at all,
while ``+`` requires at least *one* occurrence. To use a similar example,
``ca+t`` will match ``cat`` (1 ``a``), ``caaat`` (3 ``a``'s), but won't match
``ct``.
``ca+t`` will match ``'cat'`` (1 ``'a'``), ``'caaat'`` (3 ``'a'``\ s), but won't
match ``'ct'``.
There are two more repeating qualifiers. The question mark character, ``?``,
matches either once or zero times; you can think of it as marking something as
being optional. For example, ``home-?brew`` matches either ``homebrew`` or
``home-brew``.
being optional. For example, ``home-?brew`` matches either ``'homebrew'`` or
``'home-brew'``.
The most complicated repeated qualifier is ``{m,n}``, where *m* and *n* are
decimal integers. This qualifier means there must be at least *m* repetitions,
and at most *n*. For example, ``a/{1,3}b`` will match ``a/b``, ``a//b``, and
``a///b``. It won't match ``ab``, which has no slashes, or ``a////b``, which
and at most *n*. For example, ``a/{1,3}b`` will match ``'a/b'``, ``'a//b'``, and
``'a///b'``. It won't match ``'ab'``, which has no slashes, or ``'a////b'``, which
has four.
You can omit either *m* or *n*; in that case, a reasonable value is assumed for
the missing value. Omitting *m* is interpreted as a lower limit of 0, while
omitting *n* results in an upper bound of infinity --- actually, the upper bound
is the 2-billion limit mentioned earlier, but that might as well be infinity.
omitting *n* results in an upper bound of infinity.
Readers of a reductionist bent may notice that the three other qualifiers can
all be expressed using this notation. ``{0,}`` is the same as ``*``, ``{1,}``
@ -366,7 +362,7 @@ for a complete listing.
| | returns them as an :term:`iterator`. |
+------------------+-----------------------------------------------+
:meth:`~re.regex.match` and :meth:`~re.regex.search` return ``None`` if no match can be found. If
:meth:`~re.Pattern.match` and :meth:`~re.Pattern.search` return ``None`` if no match can be found. If
they're successful, a :ref:`match object <match-objects>` instance is returned,
containing information about the match: where it starts and ends, the substring
it matched, and more.
@ -388,24 +384,24 @@ Python interpreter, import the :mod:`re` module, and compile a RE::
Now, you can try matching various strings against the RE ``[a-z]+``. An empty
string shouldn't match at all, since ``+`` means 'one or more repetitions'.
:meth:`match` should return ``None`` in this case, which will cause the
:meth:`~re.Pattern.match` should return ``None`` in this case, which will cause the
interpreter to print no output. You can explicitly print the result of
:meth:`match` to make this clear. ::
:meth:`!match` to make this clear. ::
>>> p.match("")
>>> print(p.match(""))
None
Now, let's try it on a string that it should match, such as ``tempo``. In this
case, :meth:`match` will return a :ref:`match object <match-objects>`, so you
case, :meth:`~re.Pattern.match` will return a :ref:`match object <match-objects>`, so you
should store the result in a variable for later use. ::
>>> m = p.match('tempo')
>>> m #doctest: +ELLIPSIS
>>> m
<re.Match object; span=(0, 5), match='tempo'>
Now you can query the :ref:`match object <match-objects>` for information
about the matching string. :ref:`match object <match-objects>` instances
about the matching string. Match object instances
also have several methods and attributes; the most important ones are:
+------------------+--------------------------------------------+
@ -430,17 +426,17 @@ Trying these methods will soon clarify their meaning::
>>> m.span()
(0, 5)
:meth:`~re.match.group` returns the substring that was matched by the RE. :meth:`~re.match.start`
and :meth:`~re.match.end` return the starting and ending index of the match. :meth:`~re.match.span`
returns both start and end indexes in a single tuple. Since the :meth:`match`
method only checks if the RE matches at the start of a string, :meth:`start`
will always be zero. However, the :meth:`search` method of patterns
:meth:`~re.Match.group` returns the substring that was matched by the RE. :meth:`~re.Match.start`
and :meth:`~re.Match.end` return the starting and ending index of the match. :meth:`~re.Match.span`
returns both start and end indexes in a single tuple. Since the :meth:`~re.Pattern.match`
method only checks if the RE matches at the start of a string, :meth:`!start`
will always be zero. However, the :meth:`~re.Pattern.search` method of patterns
scans through the string, so the match may not start at zero in that
case. ::
>>> print(p.match('::: message'))
None
>>> m = p.search('::: message'); print(m) #doctest: +ELLIPSIS
>>> m = p.search('::: message'); print(m)
<re.Match object; span=(4, 11), match='message'>
>>> m.group()
'message'
@ -459,14 +455,14 @@ In actual programs, the most common style is to store the
print('No match')
Two pattern methods return all of the matches for a pattern.
:meth:`~re.regex.findall` returns a list of matching strings::
:meth:`~re.Pattern.findall` returns a list of matching strings::
>>> p = re.compile('\d+')
>>> p.findall('12 drummers drumming, 11 pipers piping, 10 lords a-leaping')
['12', '11', '10']
:meth:`findall` has to create the entire list before it can be returned as the
result. The :meth:`~re.regex.finditer` method returns a sequence of
:meth:`~re.Pattern.findall` has to create the entire list before it can be returned as the
result. The :meth:`~re.Pattern.finditer` method returns a sequence of
:ref:`match object <match-objects>` instances as an :term:`iterator`::
>>> iterator = p.finditer('12 drummers drumming, 11 ... 10 ...')
@ -529,14 +525,14 @@ of each one.
| | characters with the respective property. |
+---------------------------------+--------------------------------------------+
| :const:`DOTALL`, :const:`S` | Make ``.`` match any character, including |
| | newlines |
| | newlines. |
+---------------------------------+--------------------------------------------+
| :const:`IGNORECASE`, :const:`I` | Do case-insensitive matches |
| :const:`IGNORECASE`, :const:`I` | Do case-insensitive matches. |
+---------------------------------+--------------------------------------------+
| :const:`LOCALE`, :const:`L` | Do a locale-aware match |
| :const:`LOCALE`, :const:`L` | Do a locale-aware match. |
+---------------------------------+--------------------------------------------+
| :const:`MULTILINE`, :const:`M` | Multi-line matching, affecting ``^`` and |
| | ``$`` |
| | ``$``. |
+---------------------------------+--------------------------------------------+
| :const:`VERBOSE`, :const:`X` | Enable verbose REs, which can be organized |
| (for 'extended') | more cleanly and understandably. |
@ -549,27 +545,41 @@ of each one.
Perform case-insensitive matching; character class and literal strings will
match letters by ignoring case. For example, ``[A-Z]`` will match lowercase
letters, too, and ``Spam`` will match ``Spam``, ``spam``, or ``spAM``. This
lowercasing doesn't take the current locale into account; it will if you also
set the :const:`LOCALE` flag.
letters, too. Full Unicode matching also works unless the :const:`ASCII`
flag is used to disable non-ASCII matches. When the Unicode patterns
``[a-z]`` or ``[A-Z]`` are used in combination with the :const:`IGNORECASE`
flag, they will match the 52 ASCII letters and 4 additional non-ASCII
letters: 'İ' (U+0130, Latin capital letter I with dot above), 'ı' (U+0131,
Latin small letter dotless i), 'ſ' (U+017F, Latin small letter long s) and
'' (U+212A, Kelvin sign). ``Spam`` will match ``'Spam'``, ``'spam'``,
``'spAM'``, or ``'ſpam'`` (the latter is matched only in Unicode mode).
This lowercasing doesn't take the current locale into account;
it will if you also set the :const:`LOCALE` flag.
.. data:: L
LOCALE
:noindex:
Make ``\w``, ``\W``, ``\b``, and ``\B``, dependent on the current locale
instead of the Unicode database.
Make ``\w``, ``\W``, ``\b``, ``\B`` and case-insensitive matching dependent
on the current locale instead of the Unicode database.
Locales are a feature of the C library intended to help in writing programs that
take account of language differences. For example, if you're processing French
text, you'd want to be able to write ``\w+`` to match words, but ``\w`` only
matches the character class ``[A-Za-z]``; it won't match ``'é'`` or ``'ç'``. If
your system is configured properly and a French locale is selected, certain C
functions will tell the program that ``'é'`` should also be considered a letter.
Locales are a feature of the C library intended to help in writing programs
that take account of language differences. For example, if you're
processing encoded French text, you'd want to be able to write ``\w+`` to
match words, but ``\w`` only matches the character class ``[A-Za-z]`` in
bytes patterns; it won't match bytes corresponding to ``é`` or ``ç``.
If your system is configured properly and a French locale is selected,
certain C functions will tell the program that the byte corresponding to
``é`` should also be considered a letter.
Setting the :const:`LOCALE` flag when compiling a regular expression will cause
the resulting compiled object to use these C functions for ``\w``; this is
slower, but also enables ``\w+`` to match French words as you'd expect.
The use of this flag is discouraged in Python 3 as the locale mechanism
is very unreliable, it only handles one "culture" at a time, and it only
works with 8-bit locales. Unicode matching is already enabled by default
in Python 3 for Unicode (str) patterns, and it is able to handle different
locales/languages.
.. data:: M
@ -667,11 +677,11 @@ zero-width assertions should never be repeated, because if they match once at a
given location, they can obviously be matched an infinite number of times.
``|``
Alternation, or the "or" operator. If A and B are regular expressions,
``A|B`` will match any string that matches either ``A`` or ``B``. ``|`` has very
Alternation, or the "or" operator. If *A* and *B* are regular expressions,
``A|B`` will match any string that matches either *A* or *B*. ``|`` has very
low precedence in order to make it work reasonably when you're alternating
multi-character strings. ``Crow|Servo`` will match either ``Crow`` or ``Servo``,
not ``Cro``, a ``'w'`` or an ``'S'``, and ``ervo``.
multi-character strings. ``Crow|Servo`` will match either ``'Crow'`` or ``'Servo'``,
not ``'Cro'``, a ``'w'`` or an ``'S'``, and ``'ervo'``.
To match a literal ``'|'``, use ``\|``, or enclose it inside a character class,
as in ``[|]``.
@ -689,8 +699,7 @@ given location, they can obviously be matched an infinite number of times.
>>> print(re.search('^From', 'Reciting From Memory'))
None
.. To match a literal \character{\^}, use \regexp{\e\^} or enclose it
.. inside a character class, as in \regexp{[{\e}\^]}.
To match a literal ``'^'``, use ``\^``.
``$``
Matches at the end of a line, which is defined as either the end of the string,
@ -725,7 +734,7 @@ given location, they can obviously be matched an infinite number of times.
match when it's contained inside another word. ::
>>> p = re.compile(r'\bclass\b')
>>> print(p.search('no class at all')) #doctest: +ELLIPSIS
>>> print(p.search('no class at all'))
<re.Match object; span=(3, 8), match='class'>
>>> print(p.search('the declassified algorithm'))
None
@ -743,7 +752,7 @@ given location, they can obviously be matched an infinite number of times.
>>> p = re.compile('\bclass\b')
>>> print(p.search('no class at all'))
None
>>> print(p.search('\b' + 'class' + '\b')) #doctest: +ELLIPSIS
>>> print(p.search('\b' + 'class' + '\b'))
<re.Match object; span=(0, 7), match='\x08class\x08'>
Second, inside a character class, where there's no use for this assertion,
@ -786,7 +795,8 @@ of a group with a repeating qualifier, such as ``*``, ``+``, ``?``, or
Groups indicated with ``'('``, ``')'`` also capture the starting and ending
index of the text that they match; this can be retrieved by passing an argument
to :meth:`group`, :meth:`start`, :meth:`end`, and :meth:`span`. Groups are
to :meth:`~re.Match.group`, :meth:`~re.Match.start`, :meth:`~re.Match.end`, and
:meth:`~re.Match.span`. Groups are
numbered starting with 0. Group 0 is always present; it's the whole RE, so
:ref:`match object <match-objects>` methods all have group 0 as their default
argument. Later we'll see how to express groups that don't capture the span
@ -812,13 +822,13 @@ from left to right. ::
>>> m.group(2)
'b'
:meth:`group` can be passed multiple group numbers at a time, in which case it
:meth:`~re.Match.group` can be passed multiple group numbers at a time, in which case it
will return a tuple containing the corresponding values for those groups. ::
>>> m.group(2,1,2)
('b', 'abc', 'b')
The :meth:`groups` method returns a tuple containing the strings for all the
The :meth:`~re.Match.groups` method returns a tuple containing the strings for all the
subgroups, from 1 up to however many there are. ::
>>> m.groups()
@ -1034,7 +1044,7 @@ using the following pattern methods:
| ``sub()`` | Find all substrings where the RE matches, and |
| | replace them with a different string |
+------------------+-----------------------------------------------+
| ``subn()`` | Does the same thing as :meth:`sub`, but |
| ``subn()`` | Does the same thing as :meth:`!sub`, but |
| | returns the new string and the number of |
| | replacements |
+------------------+-----------------------------------------------+
@ -1043,10 +1053,10 @@ using the following pattern methods:
Splitting Strings
-----------------
The :meth:`split` method of a pattern splits a string apart
The :meth:`~re.Pattern.split` method of a pattern splits a string apart
wherever the RE matches, returning a list of the pieces. It's similar to the
:meth:`split` method of strings but provides much more generality in the
delimiters that you can split by; string :meth:`split` only supports splitting by
:meth:`~str.split` method of strings but provides much more generality in the
delimiters that you can split by; string :meth:`!split` only supports splitting by
whitespace or by a fixed string. As you'd expect, there's a module-level
:func:`re.split` function, too.
@ -1098,7 +1108,7 @@ Search and Replace
------------------
Another common task is to find all the matches for a pattern, and replace them
with a different string. The :meth:`sub` method takes a replacement value,
with a different string. The :meth:`~re.Pattern.sub` method takes a replacement value,
which can be either a string or a function, and the string to be processed.
.. method:: .sub(replacement, string[, count=0])
@ -1112,7 +1122,7 @@ which can be either a string or a function, and the string to be processed.
replaced; *count* must be a non-negative integer. The default value of 0 means
to replace all occurrences.
Here's a simple example of using the :meth:`sub` method. It replaces colour
Here's a simple example of using the :meth:`~re.Pattern.sub` method. It replaces colour
names with the word ``colour``::
>>> p = re.compile('(blue|white|red)')
@ -1121,7 +1131,7 @@ names with the word ``colour``::
>>> p.sub('colour', 'blue socks and red shoes', count=1)
'colour socks and red shoes'
The :meth:`subn` method does the same work, but returns a 2-tuple containing the
The :meth:`~re.Pattern.subn` method does the same work, but returns a 2-tuple containing the
new string value and the number of replacements that were performed::
>>> p = re.compile('(blue|white|red)')
@ -1206,24 +1216,24 @@ Use String Methods
Sometimes using the :mod:`re` module is a mistake. If you're matching a fixed
string, or a single character class, and you're not using any :mod:`re` features
such as the :const:`IGNORECASE` flag, then the full power of regular expressions
such as the :const:`~re.IGNORECASE` flag, then the full power of regular expressions
may not be required. Strings have several methods for performing operations with
fixed strings and they're usually much faster, because the implementation is a
single small C loop that's been optimized for the purpose, instead of the large,
more generalized regular expression engine.
One example might be replacing a single fixed string with another one; for
example, you might replace ``word`` with ``deed``. ``re.sub()`` seems like the
function to use for this, but consider the :meth:`replace` method. Note that
:func:`replace` will also replace ``word`` inside words, turning ``swordfish``
example, you might replace ``word`` with ``deed``. :func:`re.sub` seems like the
function to use for this, but consider the :meth:`~str.replace` method. Note that
:meth:`!replace` will also replace ``word`` inside words, turning ``swordfish``
into ``sdeedfish``, but the naive RE ``word`` would have done that, too. (To
avoid performing the substitution on parts of words, the pattern would have to
be ``\bword\b``, in order to require that ``word`` have a word boundary on
either side. This takes the job beyond :meth:`replace`'s abilities.)
either side. This takes the job beyond :meth:`!replace`'s abilities.)
Another common task is deleting every occurrence of a single character from a
string or replacing it with another single character. You might do this with
something like ``re.sub('\n', ' ', S)``, but :meth:`translate` is capable of
something like ``re.sub('\n', ' ', S)``, but :meth:`~str.translate` is capable of
doing both tasks and will be faster than any regular expression operation can
be.
@ -1234,18 +1244,18 @@ can be solved with a faster and simpler string method.
match() versus search()
-----------------------
The :func:`match` function only checks if the RE matches at the beginning of the
string while :func:`search` will scan forward through the string for a match.
It's important to keep this distinction in mind. Remember, :func:`match` will
The :func:`~re.match` function only checks if the RE matches at the beginning of the
string while :func:`~re.search` will scan forward through the string for a match.
It's important to keep this distinction in mind. Remember, :func:`!match` will
only report a successful match which will start at 0; if the match wouldn't
start at zero, :func:`match` will *not* report it. ::
start at zero, :func:`!match` will *not* report it. ::
>>> print(re.match('super', 'superstition').span())
(0, 5)
>>> print(re.match('super', 'insuperable'))
None
On the other hand, :func:`search` will scan forward through the string,
On the other hand, :func:`~re.search` will scan forward through the string,
reporting the first match it finds. ::
>>> print(re.search('super', 'superstition').span())
@ -1284,12 +1294,12 @@ doesn't work because of the greedy nature of ``.*``. ::
>>> print(re.match('<.*>', s).group())
<html><head><title>Title</title>
The RE matches the ``'<'`` in ``<html>``, and the ``.*`` consumes the rest of
The RE matches the ``'<'`` in ``'<html>'``, and the ``.*`` consumes the rest of
the string. There's still more left in the RE, though, and the ``>`` can't
match at the end of the string, so the regular expression engine has to
backtrack character by character until it finds a match for the ``>``. The
final match extends from the ``'<'`` in ``<html>`` to the ``'>'`` in
``</title>``, which isn't what you want.
final match extends from the ``'<'`` in ``'<html>'`` to the ``'>'`` in
``'</title>'``, which isn't what you want.
In this case, the solution is to use the non-greedy qualifiers ``*?``, ``+?``,
``??``, or ``{m,n}?``, which match as *little* text as possible. In the above
@ -1315,7 +1325,7 @@ notation, but they're not terribly readable. REs of moderate complexity can
become lengthy collections of backslashes, parentheses, and metacharacters,
making them difficult to read and understand.
For such REs, specifying the ``re.VERBOSE`` flag when compiling the regular
For such REs, specifying the :const:`re.VERBOSE` flag when compiling the regular
expression can be helpful, because it allows you to format the regular
expression more clearly.
@ -1354,5 +1364,5 @@ Friedl's Mastering Regular Expressions, published by O'Reilly. Unfortunately,
it exclusively concentrates on Perl and Java's flavours of regular expressions,
and doesn't contain any Python material at all, so it won't be useful as a
reference for programming in Python. (The first edition covered Python's
now-removed :mod:`regex` module, which won't help you much.) Consider checking
now-removed :mod:`!regex` module, which won't help you much.) Consider checking
it out from your library.

View File

@ -14,8 +14,9 @@
This module provides regular expression matching operations similar to
those found in Perl.
Both patterns and strings to be searched can be Unicode strings as well as
8-bit strings. However, Unicode strings and 8-bit strings cannot be mixed:
Both patterns and strings to be searched can be Unicode strings (:class:`str`)
as well as 8-bit strings (:class:`bytes`).
However, Unicode strings and 8-bit strings cannot be mixed:
that is, you cannot match a Unicode string with a byte pattern or
vice-versa; similarly, when asking for a substitution, the replacement
string must be of the same type as both the pattern and the search string.
@ -81,9 +82,7 @@ strings to be matched ``'in single quotes'``.)
Some characters, like ``'|'`` or ``'('``, are special. Special
characters either stand for classes of ordinary characters, or affect
how the regular expressions around them are interpreted. Regular
expression pattern strings may not contain null bytes, but can specify
the null byte using a ``\number`` notation such as ``'\x00'``.
how the regular expressions around them are interpreted.
Repetition qualifiers (``*``, ``+``, ``?``, ``{m,n}``, etc) cannot be
directly nested. This avoids ambiguity with the non-greedy modifier suffix
@ -94,16 +93,16 @@ the expression ``(?:a{6})*`` matches any multiple of six ``'a'`` characters.
The special characters are:
``'.'``
``.``
(Dot.) In the default mode, this matches any character except a newline. If
the :const:`DOTALL` flag has been specified, this matches any character
including a newline.
``'^'``
``^``
(Caret.) Matches the start of the string, and in :const:`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 :const:`MULTILINE` mode also matches before a newline. ``foo``
matches both 'foo' and 'foobar', while the regular expression ``foo$`` matches
@ -112,28 +111,28 @@ The special characters are:
a single ``$`` 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 :dfn:`greedy`; they match
as much text as possible. Sometimes this behaviour isn't desired; if the RE
``<.*>`` is matched against ``<a> b <c>``, it will match the entire
string, and not just ``<a>``. Adding ``?`` after the qualifier makes it
``<.*>`` is matched against ``'<a> b <c>'``, it will match the entire
string, and not just ``'<a>'``. Adding ``?`` after the qualifier makes it
perform the match in :dfn:`non-greedy` or :dfn:`minimal` fashion; as *few*
characters as possible will be matched. Using the RE ``<.*?>`` will match
only ``<a>``.
only ``'<a>'``.
``{m}``
Specifies that exactly *m* copies of the previous RE should be matched; fewer
@ -145,8 +144,8 @@ The special characters are:
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
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}?``
@ -156,7 +155,7 @@ The special characters are:
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.
@ -179,8 +178,8 @@ The special characters are:
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-]``),
it will match a literal ``'-'``.
``[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 ``'('``, ``'+'``,
@ -201,13 +200,13 @@ The special characters are:
place it at the beginning of the set. For example, both ``[()[\]{}]`` and
``[]()[{}]`` will both match a parenthesis.
``'|'``
``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
``|``
``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
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 ``[|]``.
@ -217,7 +216,7 @@ The special characters are:
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: ``[(] [)]``.
use ``\(`` or ``\)``, or enclose them inside a character class: ``[(]``, ``[)]``.
``(?...)``
This is an extension notation (a ``'?'`` following a ``'('`` is not meaningful
@ -232,10 +231,11 @@ The special characters are:
letters set the corresponding flags: :const:`re.A` (ASCII-only matching),
:const:`re.I` (ignore case), :const:`re.L` (locale dependent),
:const:`re.M` (multi-line), :const:`re.S` (dot matches all),
and :const:`re.X` (verbose), for the entire regular expression. (The
flags are described in :ref:`contents-of-module-re`.) This
is useful if you wish to include the flags as part of the regular
expression, instead of passing a *flag* argument to the
:const:`re.U` (Unicode matching), and :const:`re.X` (verbose),
for the entire regular expression.
(The flags are described in :ref:`contents-of-module-re`.)
This is useful if you wish to include the flags as part of the
regular expression, instead of passing a *flag* argument to the
:func:`re.compile` function. Flags should be used first in the
expression string.
@ -272,10 +272,10 @@ The special characters are:
| in the same pattern itself | * ``(?P=quote)`` (as shown) |
| | * ``\1`` |
+---------------------------------------+----------------------------------+
| when processing match object ``m`` | * ``m.group('quote')`` |
| when processing match object *m* | * ``m.group('quote')`` |
| | * ``m.end('quote')`` (etc.) |
+---------------------------------------+----------------------------------+
| in a string passed to the ``repl`` | * ``\g<quote>`` |
| in a string passed to the *repl* | * ``\g<quote>`` |
| argument of ``re.sub()`` | * ``\g<1>`` |
| | * ``\1`` |
+---------------------------------------+----------------------------------+
@ -289,18 +289,18 @@ The special characters are:
``(?=...)``
Matches if ``...`` matches next, but doesn't consume any of the string. This is
called a lookahead assertion. For example, ``Isaac (?=Asimov)`` will match
called a :dfn:`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.
Matches if ``...`` doesn't match next. This is a :dfn:`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 :dfn:`positive lookbehind
assertion`. ``(?<=abc)def`` will find a match in ``abcdef``, since the
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
@ -358,26 +358,26 @@ character ``'$'``.
``\b``
Matches the empty string, but only at the beginning or end of a word.
A word is defined as a sequence of Unicode alphanumeric or underscore
characters, so the end of a word is indicated by whitespace or a
non-alphanumeric, non-underscore Unicode character. Note that formally,
A word is defined as a sequence of word characters. Note that formally,
``\b`` is defined as the boundary between a ``\w`` and a ``\W`` character
(or vice versa), or between ``\w`` and the beginning/end of the string.
This means that ``r'\bfoo\b'`` matches ``'foo'``, ``'foo.'``, ``'(foo)'``,
``'bar foo baz'`` but not ``'foobar'`` or ``'foo3'``.
By default Unicode alphanumerics are the ones used, but this can be changed
by using the :const:`ASCII` flag. Inside a character range, ``\b``
represents the backspace character, for compatibility with Python's string
literals.
By default Unicode alphanumerics are the ones used in Unicode patterns, but
this can be changed by using the :const:`ASCII` flag. Word boundaries are
determined by the current locale if the :const:`LOCALE` flag is used.
Inside a character range, ``\b`` represents the backspace character, for
compatibility with Python's string literals.
``\B``
Matches the empty string, but only when it is *not* at the beginning or end
of a word. This means that ``r'py\B'`` matches ``'python'``, ``'py3'``,
``'py2'``, but not ``'py'``, ``'py.'``, or ``'py!'``.
``\B`` is just the opposite of ``\b``, so word characters are
Unicode alphanumerics or the underscore, although this can be changed
by using the :const:`ASCII` flag.
``\B`` is just the opposite of ``\b``, so word characters in Unicode
patterns are Unicode alphanumerics or the underscore, although this can
be changed by using the :const:`ASCII` flag. Word boundaries are
determined by the current locale if the :const:`LOCALE` flag is used.
``\d``
For Unicode (str) patterns:
@ -387,11 +387,12 @@ character ``'$'``.
used only ``[0-9]`` is matched (but the flag affects the entire
regular expression, so in such cases using an explicit ``[0-9]``
may be a better choice).
For 8-bit (bytes) patterns:
Matches any decimal digit; this is equivalent to ``[0-9]``.
``\D``
Matches any character which is not a Unicode decimal digit. This is
Matches any character which is not a decimal digit. This is
the opposite of ``\d``. If the :const:`ASCII` flag is used this
becomes the equivalent of ``[^0-9]`` (but the flag affects the entire
regular expression, so in such cases using an explicit ``[^0-9]`` may
@ -412,7 +413,7 @@ character ``'$'``.
this is equivalent to ``[ \t\n\r\f\v]``.
``\S``
Matches any character which is not a Unicode whitespace character. This is
Matches any character which is not a whitespace character. This is
the opposite of ``\s``. If the :const:`ASCII` flag is used this
becomes the equivalent of ``[^ \t\n\r\f\v]`` (but the flag affects the entire
regular expression, so in such cases using an explicit ``[^ \t\n\r\f\v]`` may
@ -426,16 +427,21 @@ character ``'$'``.
``[a-zA-Z0-9_]`` is matched (but the flag affects the entire
regular expression, so in such cases using an explicit
``[a-zA-Z0-9_]`` may be a better choice).
For 8-bit (bytes) patterns:
Matches characters considered alphanumeric in the ASCII character set;
this is equivalent to ``[a-zA-Z0-9_]``.
this is equivalent to ``[a-zA-Z0-9_]``. If the :const:`LOCALE` flag is
used, matches characters considered alphanumeric in the current locale
and the underscore.
``\W``
Matches any character which is not a Unicode word character. This is
Matches any character which is not a word character. This is
the opposite of ``\w``. If the :const:`ASCII` flag is used this
becomes the equivalent of ``[^a-zA-Z0-9_]`` (but the flag affects the
entire regular expression, so in such cases using an explicit
``[^a-zA-Z0-9_]`` may be a better choice).
``[^a-zA-Z0-9_]`` may be a better choice). If the :const:`LOCALE` flag is
used, matches characters considered alphanumeric in the current locale
and the underscore.
``\Z``
Matches only at the end of the string.
@ -451,7 +457,7 @@ accepted by the regular expression parser::
only inside character classes.)
``'\u'`` and ``'\U'`` escape sequences are only recognized in Unicode
patterns. In bytes patterns they are not treated specially.
patterns. In bytes patterns they are errors.
Octal escapes are included in a limited form. If the first digit is a 0, or if
there are three octal digits, it is considered an octal escape. Otherwise, it is
@ -526,6 +532,7 @@ form.
Make ``\w``, ``\W``, ``\b``, ``\B``, ``\d``, ``\D``, ``\s`` and ``\S``
perform ASCII-only matching instead of full Unicode matching. This is only
meaningful for Unicode patterns, and is ignored for byte patterns.
Corresponds to the inline flag ``(?a)``.
Note that for backward compatibility, the :const:`re.U` flag still
exists (as well as its synonym :const:`re.UNICODE` and its embedded
@ -537,26 +544,40 @@ form.
.. data:: DEBUG
Display debug information about compiled expression.
No corresponding inline flag.
.. data:: I
IGNORECASE
Perform case-insensitive matching; expressions like ``[A-Z]`` will also
match lowercase letters. The current locale does not change the effect of
this flag. Full Unicode matching (such as ``Ü`` matching ``ü``) also
works unless the :const:`re.ASCII` flag is also used to disable non-ASCII
matches.
match lowercase letters. Full Unicode matching (such as ``Ü`` matching
``ü``) also works unless the :const:`re.ASCII` flag is used to disable
non-ASCII matches. The current locale does not change the effect of this
flag unless the :const:`re.LOCALE` flag is also used.
Corresponds to the inline flag ``(?i)``.
Note that when the Unicode patterns ``[a-z]`` or ``[A-Z]`` are used in
combination with the :const:`IGNORECASE` flag, they will match the 52 ASCII
letters and 4 additional non-ASCII letters: 'İ' (U+0130, Latin capital
letter I with dot above), 'ı' (U+0131, Latin small letter dotless i),
'ſ' (U+017F, Latin small letter long s) and '' (U+212A, Kelvin sign).
If the :const:`ASCII` flag is used, only letters 'a' to 'z'
and 'A' to 'Z' are matched (but the flag affects the entire regular
expression, so in such cases using an explicit ``(?-i:[a-zA-Z])`` may be
a better choice).
.. data:: L
LOCALE
Make ``\w``, ``\W``, ``\b``, ``\B``, ``\s`` and ``\S`` dependent on the
current locale. The use of this flag is discouraged as the locale mechanism
is very unreliable, and it only handles one "culture" at a time anyway;
you should use Unicode matching instead, which is the default in Python 3
for Unicode (str) patterns. This flag can be used only with bytes patterns.
Make ``\w``, ``\W``, ``\b``, ``\B`` and case-insensitive matching
dependent on the current locale. This flag can be used only with bytes
patterns. The use of this flag is discouraged as the locale mechanism
is very unreliable, it only handles one "culture" at a time, and it only
works with 8-bit locales. Unicode matching is already enabled by default
in Python 3 for Unicode (str) patterns, and it is able to handle different
locales/languages.
Corresponds to the inline flag ``(?L)``.
.. versionchanged:: 3.6
:const:`re.LOCALE` can be used only with bytes patterns and is
@ -577,6 +598,7 @@ form.
end of each line (immediately preceding each newline). By default, ``'^'``
matches only at the beginning of the string, and ``'$'`` only at the end of the
string and immediately before the newline (if any) at the end of the string.
Corresponds to the inline flag ``(?m)``.
.. data:: S
@ -584,6 +606,7 @@ form.
Make the ``'.'`` special character match any character at all, including a
newline; without this flag, ``'.'`` will match anything *except* a newline.
Corresponds to the inline flag ``(?s)``.
.. data:: X
@ -605,7 +628,7 @@ form.
\d * # some fractional digits""", re.X)
b = re.compile(r"\d+\.\d*")
Corresponds to the inline flag ``(?x)``.
.. function:: search(pattern, string, flags=0)
@ -660,7 +683,7 @@ form.
If there are capturing groups in the separator and it matches at the start of
the string, the result will start with an empty string. The same holds for
the end of the string:
the end of the string::
>>> re.split('(\W+)', '...words, words...')
['', '...', 'words', ', ', 'words', '...', '']
@ -671,7 +694,7 @@ form.
.. note::
:func:`split` doesn't currently split a string on an empty pattern match.
For example:
For example::
>>> re.split('x*', 'axbc')
['a', 'bc']
@ -728,7 +751,7 @@ form.
converted to a single newline character, ``\r`` is converted to a carriage return, and
so forth. Unknown escapes such as ``\&`` are left alone. Backreferences, such
as ``\6``, are replaced with the substring matched by group 6 in the pattern.
For example:
For example::
>>> re.sub(r'def\s+([a-zA-Z_][a-zA-Z_0-9]*)\s*\(\s*\):',
... r'static PyObject*\npy_\1(void)\n{',
@ -736,8 +759,8 @@ form.
'static PyObject*\npy_myfunc(void)\n{'
If *repl* is a function, it is called for every non-overlapping occurrence of
*pattern*. The function takes a single match object argument, and returns the
replacement string. For example:
*pattern*. The function takes a single :ref:`match object <match-objects>`
argument, and returns the replacement string. For example::
>>> def dashrepl(matchobj):
... if matchobj.group(0) == '-': return ' '
@ -747,7 +770,7 @@ form.
>>> re.sub(r'\sAND\s', ' & ', 'Baked Beans And Spam', flags=re.IGNORECASE)
'Baked Beans & Spam'
The pattern may be a string or a :class:`Pattern` object.
The pattern may be a string or a :ref:`pattern object <re-objects>`.
The optional argument *count* is the maximum number of pattern occurrences to be
replaced; *count* must be a non-negative integer. If omitted or zero, all
@ -809,6 +832,14 @@ form.
>>> print('|'.join(map(re.escape, sorted(operators, reverse=True))))
/|\-|\+|\*\*|\*
This functions must not be used for the replacement string in :func:`sub`
and :func:`subn`, only backslashes should be escaped. For example::
>>> digits_re = r'\d+'
>>> sample = '/usr/sbin/sendmail - 0 errors, 12 warnings'
>>> print(re.sub(digits_re, digits_re.replace('\\', r'\\'), sample))
/usr/sbin/sendmail - \d+ errors, \d+ warnings
.. versionchanged:: 3.3
The ``'_'`` character is no longer escaped.
@ -880,7 +911,7 @@ attributes:
from *pos* to ``endpos - 1`` will be searched for a match. If *endpos* is less
than *pos*, no match will be found; otherwise, if *rx* is a compiled regular
expression object, ``rx.search(string, 0, 50)`` is equivalent to
``rx.search(string[:50], 0)``.
``rx.search(string[:50], 0)``. ::
>>> pattern = re.compile("d")
>>> pattern.search("dog") # Match at index 0
@ -896,7 +927,7 @@ attributes:
different from a zero-length match.
The optional *pos* and *endpos* parameters have the same meaning as for the
:meth:`~Pattern.search` method.
:meth:`~Pattern.search` method. ::
>>> pattern = re.compile("o")
>>> pattern.match("dog") # No match as "o" is not at the start of "dog".
@ -914,7 +945,7 @@ attributes:
match the pattern; note that this is different from a zero-length match.
The optional *pos* and *endpos* parameters have the same meaning as for the
:meth:`~Pattern.search` method.
:meth:`~Pattern.search` method. ::
>>> pattern = re.compile("o[gh]")
>>> pattern.fullmatch("dog") # No match as "o" is not at the start of "dog".
@ -934,14 +965,14 @@ attributes:
Similar to the :func:`findall` function, using the compiled pattern, but
also accepts optional *pos* and *endpos* parameters that limit the search
region like for :meth:`match`.
region like for :meth:`search`.
.. method:: Pattern.finditer(string[, pos[, endpos]])
Similar to the :func:`finditer` function, using the compiled pattern, but
also accepts optional *pos* and *endpos* parameters that limit the search
region like for :meth:`match`.
region like for :meth:`search`.
.. method:: Pattern.sub(repl, string, count=0)
@ -1024,7 +1055,7 @@ Match objects support the following methods and attributes:
pattern, an :exc:`IndexError` exception is raised. If a group is contained in a
part of the pattern that did not match, the corresponding result is ``None``.
If a group is contained in a part of the pattern that matched multiple times,
the last match is returned.
the last match is returned. ::
>>> m = re.match(r"(\w+) (\w+)", "Isaac Newton, physicist")
>>> m.group(0) # The entire match
@ -1041,7 +1072,7 @@ Match objects support the following methods and attributes:
string argument is not used as a group name in the pattern, an :exc:`IndexError`
exception is raised.
A moderately complicated example:
A moderately complicated example::
>>> m = re.match(r"(?P<first_name>\w+) (?P<last_name>\w+)", "Malcolm Reynolds")
>>> m.group('first_name')
@ -1049,14 +1080,14 @@ Match objects support the following methods and attributes:
>>> m.group('last_name')
'Reynolds'
Named groups can also be referred to by their index:
Named groups can also be referred to by their index::
>>> m.group(1)
'Malcolm'
>>> m.group(2)
'Reynolds'
If a group matches multiple times, only the last match is accessible:
If a group matches multiple times, only the last match is accessible::
>>> m = re.match(r"(..)+", "a1b2c3") # Matches 3 times.
>>> m.group(1) # Returns only the last match.
@ -1066,7 +1097,7 @@ Match objects support the following methods and attributes:
.. method:: Match.__getitem__(g)
This is identical to ``m.group(g)``. This allows easier access to
an individual group from a match:
an individual group from a match::
>>> m = re.match(r"(\w+) (\w+)", "Isaac Newton, physicist")
>>> m[0] # The entire match
@ -1085,7 +1116,7 @@ Match objects support the following methods and attributes:
many groups are in the pattern. The *default* argument is used for groups that
did not participate in the match; it defaults to ``None``.
For example:
For example::
>>> m = re.match(r"(\d+)\.(\d+)", "24.1632")
>>> m.groups()
@ -1093,7 +1124,7 @@ Match objects support the following methods and attributes:
If we make the decimal place and everything after it optional, not all groups
might participate in the match. These groups will default to ``None`` unless
the *default* argument is given:
the *default* argument is given::
>>> m = re.match(r"(\d+)\.?(\d+)?", "24")
>>> m.groups() # Second group defaults to None.
@ -1106,7 +1137,7 @@ Match objects support the following methods and attributes:
Return a dictionary containing all the *named* subgroups of the match, keyed by
the subgroup name. The *default* argument is used for groups that did not
participate in the match; it defaults to ``None``. For example:
participate in the match; it defaults to ``None``. For example::
>>> m = re.match(r"(?P<first_name>\w+) (?P<last_name>\w+)", "Malcolm Reynolds")
>>> m.groupdict()
@ -1129,7 +1160,7 @@ Match objects support the following methods and attributes:
``m.start(0)`` is 1, ``m.end(0)`` is 2, ``m.start(1)`` and ``m.end(1)`` are both
2, and ``m.start(2)`` raises an :exc:`IndexError` exception.
An example that will remove *remove_this* from email addresses:
An example that will remove *remove_this* from email addresses::
>>> email = "tony@tiremove_thisger.net"
>>> m = re.search("remove_this", email)
@ -1175,7 +1206,7 @@ Match objects support the following methods and attributes:
.. attribute:: Match.re
The regular expression object whose :meth:`~Pattern.match` or
The :ref:`regular expression object <re-objects>` whose :meth:`~Pattern.match` or
:meth:`~Pattern.search` method produced this match instance.
@ -1213,7 +1244,7 @@ a 5-character string with each character representing a card, "a" for ace, "k"
for king, "q" for queen, "j" for jack, "t" for 10, and "2" through "9"
representing the card with that value.
To see if a given string is a valid hand, one could do the following:
To see if a given string is a valid hand, one could do the following::
>>> valid = re.compile(r"^[a2-9tjqk]{5}$")
>>> displaymatch(valid.match("akt5q")) # Valid.
@ -1224,7 +1255,7 @@ To see if a given string is a valid hand, one could do the following:
"<Match: '727ak', groups=()>"
That last hand, ``"727ak"``, contained a pair, or two of the same valued cards.
To match this with a regular expression, one could use backreferences as such:
To match this with a regular expression, one could use backreferences as such::
>>> pair = re.compile(r".*(.).*\1")
>>> displaymatch(pair.match("717ak")) # Pair of 7s.
@ -1326,7 +1357,7 @@ restrict the match at the beginning of the string::
Note however that in :const:`MULTILINE` mode :func:`match` only matches at the
beginning of the string, whereas using :func:`search` with a regular expression
beginning with ``'^'`` will match at the beginning of each line.
beginning with ``'^'`` will match at the beginning of each line. ::
>>> re.match('X', 'A\nB\nX', re.MULTILINE) # No match
>>> re.search('^X', 'A\nB\nX', re.MULTILINE) # Match
@ -1342,7 +1373,7 @@ easily read and modified by Python as demonstrated in the following example that
creates a phonebook.
First, here is the input. Normally it may come from a file, here we are using
triple-quoted string syntax:
triple-quoted string syntax::
>>> text = """Ross McFluff: 834.345.1254 155 Elm Street
...
@ -1417,7 +1448,7 @@ Finding all Adverbs
:func:`findall` matches *all* occurrences of a pattern, not just the first
one as :func:`search` does. For example, if one was a writer and wanted to
find all of the adverbs in some text, he or she might use :func:`findall` in
the following manner:
the following manner::
>>> text = "He was carefully disguised but captured quickly by police."
>>> re.findall(r"\w+ly", text)
@ -1431,7 +1462,7 @@ If one wants more information about all matches of a pattern than the matched
text, :func:`finditer` is useful as it provides :ref:`match objects
<match-objects>` instead of strings. Continuing with the previous example, if
one was a writer who wanted to find all of the adverbs *and their positions* in
some text, he or she would use :func:`finditer` in the following manner:
some text, he or she would use :func:`finditer` in the following manner::
>>> text = "He was carefully disguised but captured quickly by police."
>>> for m in re.finditer(r"\w+ly", text):
@ -1446,7 +1477,7 @@ Raw String Notation
Raw string notation (``r"text"``) keeps regular expressions sane. Without it,
every backslash (``'\'``) in a regular expression would have to be prefixed with
another one to escape it. For example, the two following lines of code are
functionally identical:
functionally identical::
>>> re.match(r"\W(.)\1\W", " ff ")
<re.Match object; span=(0, 4), match=' ff '>
@ -1456,7 +1487,7 @@ functionally identical:
When one wants to match a literal backslash, it must be escaped in the regular
expression. With raw string notation, this means ``r"\\"``. Without raw string
notation, one must use ``"\\\\"``, making the following lines of code
functionally identical:
functionally identical::
>>> re.match(r"\\", r"\\")
<re.Match object; span=(0, 1), match='\\'>