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ReStructuredText
:mod:`re` --- Regular expression operations
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===========================================
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.. module:: re
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:synopsis: Regular expression operations.
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.. moduleauthor:: Fredrik Lundh <fredrik@pythonware.com>
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.. sectionauthor:: Andrew M. Kuchling <amk@amk.ca>
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This module provides regular expression matching operations similar to
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those found in Perl.
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Both patterns and strings to be searched can be Unicode strings as well as
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8-bit strings. However, Unicode strings and 8-bit strings cannot be mixed:
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that is, you cannot match an Unicode string with a byte pattern or
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vice-versa; similarly, when asking for a substitution, the replacement
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string must be of the same type as both the pattern and the search string.
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Regular expressions use the backslash character (``'\'``) to indicate
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special forms or to allow special characters to be used without invoking
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their special meaning. This collides with Python's usage of the same
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character for the same purpose in string literals; for example, to match
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a literal backslash, one might have to write ``'\\\\'`` as the pattern
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string, because the regular expression must be ``\\``, and each
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backslash must be expressed as ``\\`` inside a regular Python string
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literal.
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The solution is to use Python's raw string notation for regular expression
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patterns; backslashes are not handled in any special way in a string literal
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prefixed with ``'r'``. So ``r"\n"`` is a two-character string containing
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``'\'`` and ``'n'``, while ``"\n"`` is a one-character string containing a
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newline. Usually patterns will be expressed in Python code using this raw
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string notation.
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It is important to note that most regular expression operations are available as
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module-level functions and methods on
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:ref:`compiled regular expressions <re-objects>`. The functions are shortcuts
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that don't require you to compile a regex object first, but miss some
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fine-tuning parameters.
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.. seealso::
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Mastering Regular Expressions
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Book on regular expressions by Jeffrey Friedl, published by O'Reilly. The
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second edition of the book no longer covers Python at all, but the first
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edition covered writing good regular expression patterns in great detail.
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.. _re-syntax:
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Regular Expression Syntax
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-------------------------
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A regular expression (or RE) specifies a set of strings that matches it; the
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functions in this module let you check if a particular string matches a given
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regular expression (or if a given regular expression matches a particular
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string, which comes down to the same thing).
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Regular expressions can be concatenated to form new regular expressions; if *A*
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and *B* are both regular expressions, then *AB* is also a regular expression.
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In general, if a string *p* matches *A* and another string *q* matches *B*, the
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string *pq* will match AB. This holds unless *A* or *B* contain low precedence
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operations; boundary conditions between *A* and *B*; or have numbered group
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references. Thus, complex expressions can easily be constructed from simpler
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primitive expressions like the ones described here. For details of the theory
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and implementation of regular expressions, consult the Friedl book referenced
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above, or almost any textbook about compiler construction.
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A brief explanation of the format of regular expressions follows. For further
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information and a gentler presentation, consult the :ref:`regex-howto`.
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Regular expressions can contain both special and ordinary characters. Most
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ordinary characters, like ``'A'``, ``'a'``, or ``'0'``, are the simplest regular
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expressions; they simply match themselves. You can concatenate ordinary
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characters, so ``last`` matches the string ``'last'``. (In the rest of this
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section, we'll write RE's in ``this special style``, usually without quotes, and
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strings to be matched ``'in single quotes'``.)
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Some characters, like ``'|'`` or ``'('``, are special. Special
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characters either stand for classes of ordinary characters, or affect
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how the regular expressions around them are interpreted. Regular
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expression pattern strings may not contain null bytes, but can specify
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the null byte using a ``\number`` notation such as ``'\x00'``.
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The special characters are:
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``'.'``
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(Dot.) In the default mode, this matches any character except a newline. If
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the :const:`DOTALL` flag has been specified, this matches any character
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including a newline.
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``'^'``
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(Caret.) Matches the start of the string, and in :const:`MULTILINE` mode also
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matches immediately after each newline.
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``'$'``
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Matches the end of the string or just before the newline at the end of the
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string, and in :const:`MULTILINE` mode also matches before a newline. ``foo``
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matches both 'foo' and 'foobar', while the regular expression ``foo$`` matches
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only 'foo'. More interestingly, searching for ``foo.$`` in ``'foo1\nfoo2\n'``
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matches 'foo2' normally, but 'foo1' in :const:`MULTILINE` mode; searching for
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a single ``$`` in ``'foo\n'`` will find two (empty) matches: one just before
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the newline, and one at the end of the string.
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``'*'``
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Causes the resulting RE to match 0 or more repetitions of the preceding RE, as
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many repetitions as are possible. ``ab*`` will match 'a', 'ab', or 'a' followed
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by any number of 'b's.
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``'+'``
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Causes the resulting RE to match 1 or more repetitions of the preceding RE.
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``ab+`` will match 'a' followed by any non-zero number of 'b's; it will not
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match just 'a'.
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``'?'``
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Causes the resulting RE to match 0 or 1 repetitions of the preceding RE.
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``ab?`` will match either 'a' or 'ab'.
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``*?``, ``+?``, ``??``
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The ``'*'``, ``'+'``, and ``'?'`` qualifiers are all :dfn:`greedy`; they match
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as much text as possible. Sometimes this behaviour isn't desired; if the RE
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``<.*>`` is matched against ``'<H1>title</H1>'``, it will match the entire
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string, and not just ``'<H1>'``. Adding ``'?'`` after the qualifier makes it
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perform the match in :dfn:`non-greedy` or :dfn:`minimal` fashion; as *few*
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characters as possible will be matched. Using ``.*?`` in the previous
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expression will match only ``'<H1>'``.
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``{m}``
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Specifies that exactly *m* copies of the previous RE should be matched; fewer
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matches cause the entire RE not to match. For example, ``a{6}`` will match
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exactly six ``'a'`` characters, but not five.
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``{m,n}``
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Causes the resulting RE to match from *m* to *n* repetitions of the preceding
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RE, attempting to match as many repetitions as possible. For example,
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``a{3,5}`` will match from 3 to 5 ``'a'`` characters. Omitting *m* specifies a
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lower bound of zero, and omitting *n* specifies an infinite upper bound. As an
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example, ``a{4,}b`` will match ``aaaab`` or a thousand ``'a'`` characters
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followed by a ``b``, but not ``aaab``. The comma may not be omitted or the
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modifier would be confused with the previously described form.
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``{m,n}?``
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Causes the resulting RE to match from *m* to *n* repetitions of the preceding
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RE, attempting to match as *few* repetitions as possible. This is the
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non-greedy version of the previous qualifier. For example, on the
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6-character string ``'aaaaaa'``, ``a{3,5}`` will match 5 ``'a'`` characters,
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while ``a{3,5}?`` will only match 3 characters.
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``'\'``
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Either escapes special characters (permitting you to match characters like
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``'*'``, ``'?'``, and so forth), or signals a special sequence; special
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sequences are discussed below.
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If you're not using a raw string to express the pattern, remember that Python
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also uses the backslash as an escape sequence in string literals; if the escape
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sequence isn't recognized by Python's parser, the backslash and subsequent
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character are included in the resulting string. However, if Python would
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recognize the resulting sequence, the backslash should be repeated twice. This
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is complicated and hard to understand, so it's highly recommended that you use
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raw strings for all but the simplest expressions.
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``[]``
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Used to indicate a set of characters. In a set:
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* Characters can be listed individually, e.g. ``[amk]`` will match ``'a'``,
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``'m'``, or ``'k'``.
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* Ranges of characters can be indicated by giving two characters and separating
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them by a ``'-'``, for example ``[a-z]`` will match any lowercase ASCII letter,
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``[0-5][0-9]`` will match all the two-digits numbers from ``00`` to ``59``, and
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``[0-9A-Fa-f]`` will match any hexadecimal digit. If ``-`` is escaped (e.g.
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``[a\-z]``) or if it's placed as the first or last character (e.g. ``[a-]``),
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it will match a literal ``'-'``.
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* Special characters lose their special meaning inside sets. For example,
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``[(+*)]`` will match any of the literal characters ``'('``, ``'+'``,
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``'*'``, or ``')'``.
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* Character classes such as ``\w`` or ``\S`` (defined below) are also accepted
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inside a set, although the characters they match depends on whether
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:const:`ASCII` or :const:`LOCALE` mode is in force.
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* Characters that are not within a range can be matched by :dfn:`complementing`
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the set. If the first character of the set is ``'^'``, all the characters
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that are *not* in the set will be matched. For example, ``[^5]`` will match
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any character except ``'5'``, and ``[^^]`` will match any character except
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``'^'``. ``^`` has no special meaning if it's not the first character in
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the set.
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* To match a literal ``']'`` inside a set, precede it with a backslash, or
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place it at the beginning of the set. For example, both ``[()[\]{}]`` and
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``[]()[{}]`` will both match a parenthesis.
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``'|'``
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``A|B``, where A and B can be arbitrary REs, creates a regular expression that
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will match either A or B. An arbitrary number of REs can be separated by the
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``'|'`` in this way. This can be used inside groups (see below) as well. As
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the target string is scanned, REs separated by ``'|'`` are tried from left to
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right. When one pattern completely matches, that branch is accepted. This means
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that once ``A`` matches, ``B`` will not be tested further, even if it would
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produce a longer overall match. In other words, the ``'|'`` operator is never
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greedy. To match a literal ``'|'``, use ``\|``, or enclose it inside a
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character class, as in ``[|]``.
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``(...)``
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Matches whatever regular expression is inside the parentheses, and indicates the
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start and end of a group; the contents of a group can be retrieved after a match
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has been performed, and can be matched later in the string with the ``\number``
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special sequence, described below. To match the literals ``'('`` or ``')'``,
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use ``\(`` or ``\)``, or enclose them inside a character class: ``[(] [)]``.
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``(?...)``
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This is an extension notation (a ``'?'`` following a ``'('`` is not meaningful
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otherwise). The first character after the ``'?'`` determines what the meaning
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and further syntax of the construct is. Extensions usually do not create a new
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group; ``(?P<name>...)`` is the only exception to this rule. Following are the
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currently supported extensions.
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``(?aiLmsux)``
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(One or more letters from the set ``'a'``, ``'i'``, ``'L'``, ``'m'``,
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``'s'``, ``'u'``, ``'x'``.) The group matches the empty string; the
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letters set the corresponding flags: :const:`re.A` (ASCII-only matching),
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:const:`re.I` (ignore case), :const:`re.L` (locale dependent),
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:const:`re.M` (multi-line), :const:`re.S` (dot matches all),
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and :const:`re.X` (verbose), for the entire regular expression. (The
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flags are described in :ref:`contents-of-module-re`.) This
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is useful if you wish to include the flags as part of the regular
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expression, instead of passing a *flag* argument to the
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:func:`re.compile` function.
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Note that the ``(?x)`` flag changes how the expression is parsed. It should be
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used first in the expression string, or after one or more whitespace characters.
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If there are non-whitespace characters before the flag, the results are
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undefined.
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``(?:...)``
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A non-capturing version of regular parentheses. Matches whatever regular
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expression is inside the parentheses, but the substring matched by the group
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*cannot* be retrieved after performing a match or referenced later in the
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pattern.
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``(?P<name>...)``
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Similar to regular parentheses, but the substring matched by the group is
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accessible within the rest of the regular expression via the symbolic group
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name *name*. Group names must be valid Python identifiers, and each group
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name must be defined only once within a regular expression. A symbolic group
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is also a numbered group, just as if the group were not named. So the group
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named ``id`` in the example below can also be referenced as the numbered group
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``1``.
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For example, if the pattern is ``(?P<id>[a-zA-Z_]\w*)``, the group can be
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referenced by its name in arguments to methods of match objects, such as
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``m.group('id')`` or ``m.end('id')``, and also by name in the regular
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expression itself (using ``(?P=id)``) and replacement text given to
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``.sub()`` (using ``\g<id>``).
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``(?P=name)``
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Matches whatever text was matched by the earlier group named *name*.
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``(?#...)``
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A comment; the contents of the parentheses are simply ignored.
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``(?=...)``
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Matches if ``...`` matches next, but doesn't consume any of the string. This is
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called a lookahead assertion. For example, ``Isaac (?=Asimov)`` will match
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``'Isaac '`` only if it's followed by ``'Asimov'``.
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``(?!...)``
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Matches if ``...`` doesn't match next. This is a negative lookahead assertion.
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For example, ``Isaac (?!Asimov)`` will match ``'Isaac '`` only if it's *not*
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followed by ``'Asimov'``.
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``(?<=...)``
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Matches if the current position in the string is preceded by a match for ``...``
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that ends at the current position. This is called a :dfn:`positive lookbehind
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assertion`. ``(?<=abc)def`` will find a match in ``abcdef``, since the
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lookbehind will back up 3 characters and check if the contained pattern matches.
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The contained pattern must only match strings of some fixed length, meaning that
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``abc`` or ``a|b`` are allowed, but ``a*`` and ``a{3,4}`` are not. Note that
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patterns which start with positive lookbehind assertions will never match at the
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beginning of the string being searched; you will most likely want to use the
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:func:`search` function rather than the :func:`match` function:
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>>> import re
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>>> m = re.search('(?<=abc)def', 'abcdef')
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>>> m.group(0)
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'def'
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This example looks for a word following a hyphen:
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>>> m = re.search('(?<=-)\w+', 'spam-egg')
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>>> m.group(0)
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'egg'
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``(?<!...)``
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Matches if the current position in the string is not preceded by a match for
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``...``. This is called a :dfn:`negative lookbehind assertion`. Similar to
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positive lookbehind assertions, the contained pattern must only match strings of
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some fixed length. Patterns which start with negative lookbehind assertions may
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match at the beginning of the string being searched.
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``(?(id/name)yes-pattern|no-pattern)``
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Will try to match with ``yes-pattern`` if the group with given *id* or
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*name* exists, and with ``no-pattern`` if it doesn't. ``no-pattern`` is
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optional and can be omitted. For example,
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``(<)?(\w+@\w+(?:\.\w+)+)(?(1)>|$)`` is a poor email matching pattern, which
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will match with ``'<user@host.com>'`` as well as ``'user@host.com'``, but
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not with ``'<user@host.com'`` nor ``'user@host.com>'`` .
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The special sequences consist of ``'\'`` and a character from the list below.
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If the ordinary character is not on the list, then the resulting RE will match
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the second character. For example, ``\$`` matches the character ``'$'``.
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``\number``
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Matches the contents of the group of the same number. Groups are numbered
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starting from 1. For example, ``(.+) \1`` matches ``'the the'`` or ``'55 55'``,
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but not ``'the end'`` (note the space after the group). This special sequence
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can only be used to match one of the first 99 groups. If the first digit of
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*number* is 0, or *number* is 3 octal digits long, it will not be interpreted as
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a group match, but as the character with octal value *number*. Inside the
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``'['`` and ``']'`` of a character class, all numeric escapes are treated as
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characters.
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``\A``
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Matches only at the start of the string.
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``\b``
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Matches the empty string, but only at the beginning or end of a word.
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A word is defined as a sequence of Unicode alphanumeric or underscore
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characters, so the end of a word is indicated by whitespace or a
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non-alphanumeric, non-underscore Unicode character. Note that
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formally, ``\b`` is defined as the boundary between a ``\w`` and a
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``\W`` character (or vice versa). By default Unicode alphanumerics
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are the ones used, but this can be changed by using the :const:`ASCII`
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flag. Inside a character range, ``\b`` represents the backspace
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character, for compatibility with Python's string literals.
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``\B``
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Matches the empty string, but only when it is *not* at the beginning or end of a
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word. This is just the opposite of ``\b``, so word characters are
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Unicode alphanumerics or the underscore, although this can be changed
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by using the :const:`ASCII` flag.
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``\d``
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For Unicode (str) patterns:
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Matches any Unicode decimal digit (that is, any character in
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Unicode character category [Nd]). This includes ``[0-9]``, and
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also many other digit characters. If the :const:`ASCII` flag is
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used only ``[0-9]`` is matched (but the flag affects the entire
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regular expression, so in such cases using an explicit ``[0-9]``
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may be a better choice).
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For 8-bit (bytes) patterns:
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Matches any decimal digit; this is equivalent to ``[0-9]``.
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``\D``
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Matches any character which is not a Unicode decimal digit. This is
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the opposite of ``\d``. If the :const:`ASCII` flag is used this
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becomes the equivalent of ``[^0-9]`` (but the flag affects the entire
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regular expression, so in such cases using an explicit ``[^0-9]`` may
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be a better choice).
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``\s``
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For Unicode (str) patterns:
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Matches Unicode whitespace characters (which includes
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``[ \t\n\r\f\v]``, and also many other characters, for example the
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non-breaking spaces mandated by typography rules in many
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languages). If the :const:`ASCII` flag is used, only
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``[ \t\n\r\f\v]`` is matched (but the flag affects the entire
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regular expression, so in such cases using an explicit
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``[ \t\n\r\f\v]`` may be a better choice).
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For 8-bit (bytes) patterns:
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Matches characters considered whitespace in the ASCII character set;
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this is equivalent to ``[ \t\n\r\f\v]``.
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``\S``
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Matches any character which is not a Unicode whitespace character. This is
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the opposite of ``\s``. If the :const:`ASCII` flag is used this
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becomes the equivalent of ``[^ \t\n\r\f\v]`` (but the flag affects the entire
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regular expression, so in such cases using an explicit ``[^ \t\n\r\f\v]`` may
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be a better choice).
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``\w``
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For Unicode (str) patterns:
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Matches Unicode word characters; this includes most characters
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that can be part of a word in any language, as well as numbers and
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the underscore. If the :const:`ASCII` flag is used, only
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``[a-zA-Z0-9_]`` is matched (but the flag affects the entire
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regular expression, so in such cases using an explicit
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``[a-zA-Z0-9_]`` may be a better choice).
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For 8-bit (bytes) patterns:
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Matches characters considered alphanumeric in the ASCII character set;
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this is equivalent to ``[a-zA-Z0-9_]``.
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``\W``
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Matches any character which is not a Unicode word character. This is
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the opposite of ``\w``. If the :const:`ASCII` flag is used this
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becomes the equivalent of ``[^a-zA-Z0-9_]`` (but the flag affects the
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entire regular expression, so in such cases using an explicit
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``[^a-zA-Z0-9_]`` may be a better choice).
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``\Z``
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Matches only at the end of the string.
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Most of the standard escapes supported by Python string literals are also
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accepted by the regular expression parser::
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\a \b \f \n
|
|
\r \t \v \x
|
|
\\
|
|
|
|
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
|
|
a group reference. As for string literals, octal escapes are always at most
|
|
three digits in length.
|
|
|
|
|
|
.. _matching-searching:
|
|
|
|
Matching vs. Searching
|
|
----------------------
|
|
|
|
.. sectionauthor:: Fred L. Drake, Jr. <fdrake@acm.org>
|
|
|
|
|
|
Python offers two different primitive operations based on regular expressions:
|
|
**match** checks for a match only at the beginning of the string, while
|
|
**search** checks for a match anywhere in the string (this is what Perl does
|
|
by default).
|
|
|
|
Note that match may differ from search even when using a regular expression
|
|
beginning with ``'^'``: ``'^'`` matches only at the start of the string, or in
|
|
:const:`MULTILINE` mode also immediately following a newline. The "match"
|
|
operation succeeds only if the pattern matches at the start of the string
|
|
regardless of mode, or at the starting position given by the optional *pos*
|
|
argument regardless of whether a newline precedes it.
|
|
|
|
>>> re.match("c", "abcdef") # No match
|
|
>>> re.search("c", "abcdef") # Match
|
|
<_sre.SRE_Match object at ...>
|
|
|
|
|
|
.. _contents-of-module-re:
|
|
|
|
Module Contents
|
|
---------------
|
|
|
|
The module defines several functions, constants, and an exception. Some of the
|
|
functions are simplified versions of the full featured methods for compiled
|
|
regular expressions. Most non-trivial applications always use the compiled
|
|
form.
|
|
|
|
|
|
.. function:: compile(pattern, flags=0)
|
|
|
|
Compile a regular expression pattern into a regular expression object, which
|
|
can be used for matching using its :func:`match` and :func:`search` methods,
|
|
described below.
|
|
|
|
The expression's behaviour can be modified by specifying a *flags* value.
|
|
Values can be any of the following variables, combined using bitwise OR (the
|
|
``|`` operator).
|
|
|
|
The sequence ::
|
|
|
|
prog = re.compile(pattern)
|
|
result = prog.match(string)
|
|
|
|
is equivalent to ::
|
|
|
|
result = re.match(pattern, string)
|
|
|
|
but using :func:`re.compile` and saving the resulting regular expression
|
|
object for reuse is more efficient when the expression will be used several
|
|
times in a single program.
|
|
|
|
.. note::
|
|
|
|
The compiled versions of the most recent patterns passed to
|
|
:func:`re.match`, :func:`re.search` or :func:`re.compile` are cached, so
|
|
programs that use only a few regular expressions at a time needn't worry
|
|
about compiling regular expressions.
|
|
|
|
|
|
.. data:: A
|
|
ASCII
|
|
|
|
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.
|
|
|
|
Note that for backward compatibility, the :const:`re.U` flag still
|
|
exists (as well as its synonym :const:`re.UNICODE` and its embedded
|
|
counterpart ``(?u)``), but these are redundant in Python 3 since
|
|
matches are Unicode by default for strings (and Unicode matching
|
|
isn't allowed for bytes).
|
|
|
|
|
|
.. data:: DEBUG
|
|
|
|
Display debug information about compiled expression.
|
|
|
|
|
|
.. data:: I
|
|
IGNORECASE
|
|
|
|
Perform case-insensitive matching; expressions like ``[A-Z]`` will match
|
|
lowercase letters, too. This is not affected by the current locale
|
|
and works for Unicode characters as expected.
|
|
|
|
|
|
.. 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.
|
|
|
|
|
|
.. data:: M
|
|
MULTILINE
|
|
|
|
When specified, the pattern character ``'^'`` matches at the beginning of the
|
|
string and at the beginning of each line (immediately following each newline);
|
|
and the pattern character ``'$'`` matches at the end of the string and at the
|
|
end of each line (immediately preceding each newline). By default, ``'^'``
|
|
matches only at the beginning of the string, and ``'$'`` only at the end of the
|
|
string and immediately before the newline (if any) at the end of the string.
|
|
|
|
|
|
.. data:: S
|
|
DOTALL
|
|
|
|
Make the ``'.'`` special character match any character at all, including a
|
|
newline; without this flag, ``'.'`` will match anything *except* a newline.
|
|
|
|
|
|
.. data:: X
|
|
VERBOSE
|
|
|
|
This flag allows you to write regular expressions that look nicer. Whitespace
|
|
within the pattern is ignored, except when in a character class or preceded by
|
|
an unescaped backslash, and, when a line contains a ``'#'`` neither in a
|
|
character class or preceded by an unescaped backslash, all characters from the
|
|
leftmost such ``'#'`` through the end of the line are ignored.
|
|
|
|
That means that the two following regular expression objects that match a
|
|
decimal number are functionally equal::
|
|
|
|
a = re.compile(r"""\d + # the integral part
|
|
\. # the decimal point
|
|
\d * # some fractional digits""", re.X)
|
|
b = re.compile(r"\d+\.\d*")
|
|
|
|
|
|
|
|
|
|
.. function:: search(pattern, string, flags=0)
|
|
|
|
Scan through *string* looking for a location where the regular expression
|
|
*pattern* produces a match, and return a corresponding :ref:`match object
|
|
<match-objects>`. Return ``None`` if no position in the string matches the
|
|
pattern; note that this is different from finding a zero-length match at some
|
|
point in the string.
|
|
|
|
|
|
.. function:: match(pattern, string, flags=0)
|
|
|
|
If zero or more characters at the beginning of *string* match the regular
|
|
expression *pattern*, return a corresponding :ref:`match object
|
|
<match-objects>`. Return ``None`` if the string does not match the pattern;
|
|
note that this is different from a zero-length match.
|
|
|
|
.. note::
|
|
|
|
If you want to locate a match anywhere in *string*, use :func:`search`
|
|
instead.
|
|
|
|
|
|
.. function:: split(pattern, string, maxsplit=0, flags=0)
|
|
|
|
Split *string* by the occurrences of *pattern*. If capturing parentheses are
|
|
used in *pattern*, then the text of all groups in the pattern are also returned
|
|
as part of the resulting list. If *maxsplit* is nonzero, at most *maxsplit*
|
|
splits occur, and the remainder of the string is returned as the final element
|
|
of the list. ::
|
|
|
|
>>> re.split('\W+', 'Words, words, words.')
|
|
['Words', 'words', 'words', '']
|
|
>>> re.split('(\W+)', 'Words, words, words.')
|
|
['Words', ', ', 'words', ', ', 'words', '.', '']
|
|
>>> re.split('\W+', 'Words, words, words.', 1)
|
|
['Words', 'words, words.']
|
|
>>> re.split('[a-f]+', '0a3B9', flags=re.IGNORECASE)
|
|
['0', '3', '9']
|
|
|
|
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:
|
|
|
|
>>> re.split('(\W+)', '...words, words...')
|
|
['', '...', 'words', ', ', 'words', '...', '']
|
|
|
|
That way, separator components are always found at the same relative
|
|
indices within the result list.
|
|
|
|
Note that *split* will never split a string on an empty pattern match.
|
|
For example:
|
|
|
|
>>> re.split('x*', 'foo')
|
|
['foo']
|
|
>>> re.split("(?m)^$", "foo\n\nbar\n")
|
|
['foo\n\nbar\n']
|
|
|
|
.. versionchanged:: 3.1
|
|
Added the optional flags argument.
|
|
|
|
|
|
.. function:: findall(pattern, string, flags=0)
|
|
|
|
Return all non-overlapping matches of *pattern* in *string*, as a list of
|
|
strings. The *string* is scanned left-to-right, and matches are returned in
|
|
the order found. If one or more groups are present in the pattern, return a
|
|
list of groups; this will be a list of tuples if the pattern has more than
|
|
one group. Empty matches are included in the result unless they touch the
|
|
beginning of another match.
|
|
|
|
|
|
.. function:: finditer(pattern, string, flags=0)
|
|
|
|
Return an :term:`iterator` yielding :ref:`match objects <match-objects>` over
|
|
all non-overlapping matches for the RE *pattern* in *string*. The *string*
|
|
is scanned left-to-right, and matches are returned in the order found. Empty
|
|
matches are included in the result unless they touch the beginning of another
|
|
match.
|
|
|
|
|
|
.. function:: sub(pattern, repl, string, count=0, flags=0)
|
|
|
|
Return the string obtained by replacing the leftmost non-overlapping occurrences
|
|
of *pattern* in *string* by the replacement *repl*. If the pattern isn't found,
|
|
*string* is returned unchanged. *repl* can be a string or a function; if it is
|
|
a string, any backslash escapes in it are processed. That is, ``\n`` is
|
|
converted to a single newline character, ``\r`` is converted to a carriage return, and
|
|
so forth. Unknown escapes such as ``\j`` are left alone. Backreferences, such
|
|
as ``\6``, are replaced with the substring matched by group 6 in the pattern.
|
|
For example:
|
|
|
|
>>> re.sub(r'def\s+([a-zA-Z_][a-zA-Z_0-9]*)\s*\(\s*\):',
|
|
... r'static PyObject*\npy_\1(void)\n{',
|
|
... 'def myfunc():')
|
|
'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:
|
|
|
|
>>> def dashrepl(matchobj):
|
|
... if matchobj.group(0) == '-': return ' '
|
|
... else: return '-'
|
|
>>> re.sub('-{1,2}', dashrepl, 'pro----gram-files')
|
|
'pro--gram files'
|
|
>>> re.sub(r'\sAND\s', ' & ', 'Baked Beans And Spam', flags=re.IGNORECASE)
|
|
'Baked Beans & Spam'
|
|
|
|
The pattern may be a string or an RE object.
|
|
|
|
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
|
|
occurrences will be replaced. Empty matches for the pattern are replaced only
|
|
when not adjacent to a previous match, so ``sub('x*', '-', 'abc')`` returns
|
|
``'-a-b-c-'``.
|
|
|
|
In addition to character escapes and backreferences as described above,
|
|
``\g<name>`` will use the substring matched by the group named ``name``, as
|
|
defined by the ``(?P<name>...)`` syntax. ``\g<number>`` uses the corresponding
|
|
group number; ``\g<2>`` is therefore equivalent to ``\2``, but isn't ambiguous
|
|
in a replacement such as ``\g<2>0``. ``\20`` would be interpreted as a
|
|
reference to group 20, not a reference to group 2 followed by the literal
|
|
character ``'0'``. The backreference ``\g<0>`` substitutes in the entire
|
|
substring matched by the RE.
|
|
|
|
.. versionchanged:: 3.1
|
|
Added the optional flags argument.
|
|
|
|
|
|
.. function:: subn(pattern, repl, string, count=0, flags=0)
|
|
|
|
Perform the same operation as :func:`sub`, but return a tuple ``(new_string,
|
|
number_of_subs_made)``.
|
|
|
|
.. versionchanged:: 3.1
|
|
Added the optional flags argument.
|
|
|
|
|
|
.. function:: escape(string)
|
|
|
|
Return *string* with all non-alphanumerics backslashed; this is useful if you
|
|
want to match an arbitrary literal string that may have regular expression
|
|
metacharacters in it.
|
|
|
|
|
|
.. function:: purge()
|
|
|
|
Clear the regular expression cache.
|
|
|
|
|
|
.. exception:: error
|
|
|
|
Exception raised when a string passed to one of the functions here is not a
|
|
valid regular expression (for example, it might contain unmatched parentheses)
|
|
or when some other error occurs during compilation or matching. It is never an
|
|
error if a string contains no match for a pattern.
|
|
|
|
|
|
.. _re-objects:
|
|
|
|
Regular Expression Objects
|
|
--------------------------
|
|
|
|
Compiled regular expression objects support the following methods and
|
|
attributes:
|
|
|
|
.. method:: regex.search(string[, pos[, endpos]])
|
|
|
|
Scan through *string* looking for a location where this regular expression
|
|
produces a match, and return a corresponding :ref:`match object
|
|
<match-objects>`. Return ``None`` if no position in the string matches the
|
|
pattern; note that this is different from finding a zero-length match at some
|
|
point in the string.
|
|
|
|
The optional second parameter *pos* gives an index in the string where the
|
|
search is to start; it defaults to ``0``. This is not completely equivalent to
|
|
slicing the string; the ``'^'`` pattern character matches at the real beginning
|
|
of the string and at positions just after a newline, but not necessarily at the
|
|
index where the search is to start.
|
|
|
|
The optional parameter *endpos* limits how far the string will be searched; it
|
|
will be as if the string is *endpos* characters long, so only the characters
|
|
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)``.
|
|
|
|
>>> pattern = re.compile("d")
|
|
>>> pattern.search("dog") # Match at index 0
|
|
<_sre.SRE_Match object at ...>
|
|
>>> pattern.search("dog", 1) # No match; search doesn't include the "d"
|
|
|
|
|
|
.. method:: regex.match(string[, pos[, endpos]])
|
|
|
|
If zero or more characters at the *beginning* of *string* match this regular
|
|
expression, return a corresponding :ref:`match object <match-objects>`.
|
|
Return ``None`` if the string does not 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:`~regex.search` method.
|
|
|
|
.. note::
|
|
|
|
If you want to locate a match anywhere in *string*, use
|
|
:meth:`~regex.search` instead.
|
|
|
|
>>> pattern = re.compile("o")
|
|
>>> pattern.match("dog") # No match as "o" is not at the start of "dog".
|
|
>>> pattern.match("dog", 1) # Match as "o" is the 2nd character of "dog".
|
|
<_sre.SRE_Match object at ...>
|
|
|
|
|
|
.. method:: regex.split(string, maxsplit=0)
|
|
|
|
Identical to the :func:`split` function, using the compiled pattern.
|
|
|
|
|
|
.. method:: regex.findall(string[, pos[, endpos]])
|
|
|
|
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`.
|
|
|
|
|
|
.. method:: regex.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`.
|
|
|
|
|
|
.. method:: regex.sub(repl, string, count=0)
|
|
|
|
Identical to the :func:`sub` function, using the compiled pattern.
|
|
|
|
|
|
.. method:: regex.subn(repl, string, count=0)
|
|
|
|
Identical to the :func:`subn` function, using the compiled pattern.
|
|
|
|
|
|
.. attribute:: regex.flags
|
|
|
|
The flags argument used when the RE object was compiled, or ``0`` if no flags
|
|
were provided.
|
|
|
|
|
|
.. attribute:: regex.groups
|
|
|
|
The number of capturing groups in the pattern.
|
|
|
|
|
|
.. attribute:: regex.groupindex
|
|
|
|
A dictionary mapping any symbolic group names defined by ``(?P<id>)`` to group
|
|
numbers. The dictionary is empty if no symbolic groups were used in the
|
|
pattern.
|
|
|
|
|
|
.. attribute:: regex.pattern
|
|
|
|
The pattern string from which the RE object was compiled.
|
|
|
|
|
|
.. _match-objects:
|
|
|
|
Match Objects
|
|
-------------
|
|
|
|
Match objects always have a boolean value of :const:`True`. This lets you
|
|
use a simple if-statement to test whether a match was found. Match objects
|
|
support the following methods and attributes:
|
|
|
|
|
|
.. method:: match.expand(template)
|
|
|
|
Return the string obtained by doing backslash substitution on the template
|
|
string *template*, as done by the :meth:`~regex.sub` method.
|
|
Escapes such as ``\n`` are converted to the appropriate characters,
|
|
and numeric backreferences (``\1``, ``\2``) and named backreferences
|
|
(``\g<1>``, ``\g<name>``) are replaced by the contents of the
|
|
corresponding group.
|
|
|
|
|
|
.. method:: match.group([group1, ...])
|
|
|
|
Returns one or more subgroups of the match. If there is a single argument, the
|
|
result is a single string; if there are multiple arguments, the result is a
|
|
tuple with one item per argument. Without arguments, *group1* defaults to zero
|
|
(the whole match is returned). If a *groupN* argument is zero, the corresponding
|
|
return value is the entire matching string; if it is in the inclusive range
|
|
[1..99], it is the string matching the corresponding parenthesized group. If a
|
|
group number is negative or larger than the number of groups defined in the
|
|
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.
|
|
|
|
>>> m = re.match(r"(\w+) (\w+)", "Isaac Newton, physicist")
|
|
>>> m.group(0) # The entire match
|
|
'Isaac Newton'
|
|
>>> m.group(1) # The first parenthesized subgroup.
|
|
'Isaac'
|
|
>>> m.group(2) # The second parenthesized subgroup.
|
|
'Newton'
|
|
>>> m.group(1, 2) # Multiple arguments give us a tuple.
|
|
('Isaac', 'Newton')
|
|
|
|
If the regular expression uses the ``(?P<name>...)`` syntax, the *groupN*
|
|
arguments may also be strings identifying groups by their group name. If a
|
|
string argument is not used as a group name in the pattern, an :exc:`IndexError`
|
|
exception is raised.
|
|
|
|
A moderately complicated example:
|
|
|
|
>>> m = re.match(r"(?P<first_name>\w+) (?P<last_name>\w+)", "Malcolm Reynolds")
|
|
>>> m.group('first_name')
|
|
'Malcolm'
|
|
>>> m.group('last_name')
|
|
'Reynolds'
|
|
|
|
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:
|
|
|
|
>>> m = re.match(r"(..)+", "a1b2c3") # Matches 3 times.
|
|
>>> m.group(1) # Returns only the last match.
|
|
'c3'
|
|
|
|
|
|
.. method:: match.groups(default=None)
|
|
|
|
Return a tuple containing all the subgroups of the match, from 1 up to however
|
|
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:
|
|
|
|
>>> m = re.match(r"(\d+)\.(\d+)", "24.1632")
|
|
>>> m.groups()
|
|
('24', '1632')
|
|
|
|
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:
|
|
|
|
>>> m = re.match(r"(\d+)\.?(\d+)?", "24")
|
|
>>> m.groups() # Second group defaults to None.
|
|
('24', None)
|
|
>>> m.groups('0') # Now, the second group defaults to '0'.
|
|
('24', '0')
|
|
|
|
|
|
.. method:: match.groupdict(default=None)
|
|
|
|
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:
|
|
|
|
>>> m = re.match(r"(?P<first_name>\w+) (?P<last_name>\w+)", "Malcolm Reynolds")
|
|
>>> m.groupdict()
|
|
{'first_name': 'Malcolm', 'last_name': 'Reynolds'}
|
|
|
|
|
|
.. method:: match.start([group])
|
|
match.end([group])
|
|
|
|
Return the indices of the start and end of the substring matched by *group*;
|
|
*group* defaults to zero (meaning the whole matched substring). Return ``-1`` if
|
|
*group* exists but did not contribute to the match. For a match object *m*, and
|
|
a group *g* that did contribute to the match, the substring matched by group *g*
|
|
(equivalent to ``m.group(g)``) is ::
|
|
|
|
m.string[m.start(g):m.end(g)]
|
|
|
|
Note that ``m.start(group)`` will equal ``m.end(group)`` if *group* matched a
|
|
null string. For example, after ``m = re.search('b(c?)', 'cba')``,
|
|
``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:
|
|
|
|
>>> email = "tony@tiremove_thisger.net"
|
|
>>> m = re.search("remove_this", email)
|
|
>>> email[:m.start()] + email[m.end():]
|
|
'tony@tiger.net'
|
|
|
|
|
|
.. method:: match.span([group])
|
|
|
|
For a match *m*, return the 2-tuple ``(m.start(group), m.end(group))``. Note
|
|
that if *group* did not contribute to the match, this is ``(-1, -1)``.
|
|
*group* defaults to zero, the entire match.
|
|
|
|
|
|
.. attribute:: match.pos
|
|
|
|
The value of *pos* which was passed to the :meth:`~regex.search` or
|
|
:meth:`~regex.match` method of a :ref:`match object <match-objects>`. This
|
|
is the index into the string at which the RE engine started looking for a
|
|
match.
|
|
|
|
|
|
.. attribute:: match.endpos
|
|
|
|
The value of *endpos* which was passed to the :meth:`~regex.search` or
|
|
:meth:`~regex.match` method of a :ref:`match object <match-objects>`. This
|
|
is the index into the string beyond which the RE engine will not go.
|
|
|
|
|
|
.. attribute:: match.lastindex
|
|
|
|
The integer index of the last matched capturing group, or ``None`` if no group
|
|
was matched at all. For example, the expressions ``(a)b``, ``((a)(b))``, and
|
|
``((ab))`` will have ``lastindex == 1`` if applied to the string ``'ab'``, while
|
|
the expression ``(a)(b)`` will have ``lastindex == 2``, if applied to the same
|
|
string.
|
|
|
|
|
|
.. attribute:: match.lastgroup
|
|
|
|
The name of the last matched capturing group, or ``None`` if the group didn't
|
|
have a name, or if no group was matched at all.
|
|
|
|
|
|
.. attribute:: match.re
|
|
|
|
The regular expression object whose :meth:`~regex.match` or
|
|
:meth:`~regex.search` method produced this match instance.
|
|
|
|
|
|
.. attribute:: match.string
|
|
|
|
The string passed to :meth:`~regex.match` or :meth:`~regex.search`.
|
|
|
|
|
|
.. _re-examples:
|
|
|
|
Regular Expression Examples
|
|
---------------------------
|
|
|
|
|
|
Checking for a Pair
|
|
^^^^^^^^^^^^^^^^^^^
|
|
|
|
In this example, we'll use the following helper function to display match
|
|
objects a little more gracefully:
|
|
|
|
.. testcode::
|
|
|
|
def displaymatch(match):
|
|
if match is None:
|
|
return None
|
|
return '<Match: %r, groups=%r>' % (match.group(), match.groups())
|
|
|
|
Suppose you are writing a poker program where a player's hand is represented as
|
|
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:
|
|
|
|
>>> valid = re.compile(r"^[a2-9tjqk]{5}$")
|
|
>>> displaymatch(valid.match("akt5q")) # Valid.
|
|
"<Match: 'akt5q', groups=()>"
|
|
>>> displaymatch(valid.match("akt5e")) # Invalid.
|
|
>>> displaymatch(valid.match("akt")) # Invalid.
|
|
>>> displaymatch(valid.match("727ak")) # Valid.
|
|
"<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:
|
|
|
|
>>> pair = re.compile(r".*(.).*\1")
|
|
>>> displaymatch(pair.match("717ak")) # Pair of 7s.
|
|
"<Match: '717', groups=('7',)>"
|
|
>>> displaymatch(pair.match("718ak")) # No pairs.
|
|
>>> displaymatch(pair.match("354aa")) # Pair of aces.
|
|
"<Match: '354aa', groups=('a',)>"
|
|
|
|
To find out what card the pair consists of, one could use the
|
|
:meth:`~match.group` method of the match object in the following manner:
|
|
|
|
.. doctest::
|
|
|
|
>>> pair.match("717ak").group(1)
|
|
'7'
|
|
|
|
# Error because re.match() returns None, which doesn't have a group() method:
|
|
>>> pair.match("718ak").group(1)
|
|
Traceback (most recent call last):
|
|
File "<pyshell#23>", line 1, in <module>
|
|
re.match(r".*(.).*\1", "718ak").group(1)
|
|
AttributeError: 'NoneType' object has no attribute 'group'
|
|
|
|
>>> pair.match("354aa").group(1)
|
|
'a'
|
|
|
|
|
|
Simulating scanf()
|
|
^^^^^^^^^^^^^^^^^^
|
|
|
|
.. index:: single: scanf()
|
|
|
|
Python does not currently have an equivalent to :c:func:`scanf`. Regular
|
|
expressions are generally more powerful, though also more verbose, than
|
|
:c:func:`scanf` format strings. The table below offers some more-or-less
|
|
equivalent mappings between :c:func:`scanf` format tokens and regular
|
|
expressions.
|
|
|
|
+--------------------------------+---------------------------------------------+
|
|
| :c:func:`scanf` Token | Regular Expression |
|
|
+================================+=============================================+
|
|
| ``%c`` | ``.`` |
|
|
+--------------------------------+---------------------------------------------+
|
|
| ``%5c`` | ``.{5}`` |
|
|
+--------------------------------+---------------------------------------------+
|
|
| ``%d`` | ``[-+]?\d+`` |
|
|
+--------------------------------+---------------------------------------------+
|
|
| ``%e``, ``%E``, ``%f``, ``%g`` | ``[-+]?(\d+(\.\d*)?|\.\d+)([eE][-+]?\d+)?`` |
|
|
+--------------------------------+---------------------------------------------+
|
|
| ``%i`` | ``[-+]?(0[xX][\dA-Fa-f]+|0[0-7]*|\d+)`` |
|
|
+--------------------------------+---------------------------------------------+
|
|
| ``%o`` | ``0[0-7]*`` |
|
|
+--------------------------------+---------------------------------------------+
|
|
| ``%s`` | ``\S+`` |
|
|
+--------------------------------+---------------------------------------------+
|
|
| ``%u`` | ``\d+`` |
|
|
+--------------------------------+---------------------------------------------+
|
|
| ``%x``, ``%X`` | ``0[xX][\dA-Fa-f]+`` |
|
|
+--------------------------------+---------------------------------------------+
|
|
|
|
To extract the filename and numbers from a string like ::
|
|
|
|
/usr/sbin/sendmail - 0 errors, 4 warnings
|
|
|
|
you would use a :c:func:`scanf` format like ::
|
|
|
|
%s - %d errors, %d warnings
|
|
|
|
The equivalent regular expression would be ::
|
|
|
|
(\S+) - (\d+) errors, (\d+) warnings
|
|
|
|
|
|
Avoiding recursion
|
|
^^^^^^^^^^^^^^^^^^
|
|
|
|
If you create regular expressions that require the engine to perform a lot of
|
|
recursion, you may encounter a :exc:`RuntimeError` exception with the message
|
|
``maximum recursion limit exceeded``. For example, ::
|
|
|
|
>>> s = 'Begin ' + 1000*'a very long string ' + 'end'
|
|
>>> re.match('Begin (\w| )*? end', s).end()
|
|
Traceback (most recent call last):
|
|
File "<stdin>", line 1, in ?
|
|
File "/usr/local/lib/python3.2/re.py", line 132, in match
|
|
return _compile(pattern, flags).match(string)
|
|
RuntimeError: maximum recursion limit exceeded
|
|
|
|
You can often restructure your regular expression to avoid recursion.
|
|
|
|
Simple uses of the ``*?`` pattern are special-cased to avoid recursion. Thus,
|
|
the above regular expression can avoid recursion by being recast as ``Begin
|
|
[a-zA-Z0-9_ ]*?end``. As a further benefit, such regular expressions will run
|
|
faster than their recursive equivalents.
|
|
|
|
|
|
search() vs. match()
|
|
^^^^^^^^^^^^^^^^^^^^
|
|
|
|
In a nutshell, :func:`match` only attempts to match a pattern at the beginning
|
|
of a string where :func:`search` will match a pattern anywhere in a string.
|
|
For example:
|
|
|
|
>>> re.match("o", "dog") # No match as "o" is not the first letter of "dog".
|
|
>>> re.search("o", "dog") # Match as search() looks everywhere in the string.
|
|
<_sre.SRE_Match object at ...>
|
|
|
|
.. note::
|
|
|
|
The following applies only to regular expression objects like those created
|
|
with ``re.compile("pattern")``, not the primitives ``re.match(pattern,
|
|
string)`` or ``re.search(pattern, string)``.
|
|
|
|
:func:`match` has an optional second parameter that gives an index in the string
|
|
where the search is to start::
|
|
|
|
>>> pattern = re.compile("o")
|
|
>>> pattern.match("dog") # No match as "o" is not at the start of "dog."
|
|
|
|
# Equivalent to the above expression as 0 is the default starting index:
|
|
>>> pattern.match("dog", 0)
|
|
|
|
# Match as "o" is the 2nd character of "dog" (index 0 is the first):
|
|
>>> pattern.match("dog", 1)
|
|
<_sre.SRE_Match object at ...>
|
|
>>> pattern.match("dog", 2) # No match as "o" is not the 3rd character of "dog."
|
|
|
|
|
|
Making a Phonebook
|
|
^^^^^^^^^^^^^^^^^^
|
|
|
|
:func:`split` splits a string into a list delimited by the passed pattern. The
|
|
method is invaluable for converting textual data into data structures that can be
|
|
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:
|
|
|
|
>>> input = """Ross McFluff: 834.345.1254 155 Elm Street
|
|
...
|
|
... Ronald Heathmore: 892.345.3428 436 Finley Avenue
|
|
... Frank Burger: 925.541.7625 662 South Dogwood Way
|
|
...
|
|
...
|
|
... Heather Albrecht: 548.326.4584 919 Park Place"""
|
|
|
|
The entries are separated by one or more newlines. Now we convert the string
|
|
into a list with each nonempty line having its own entry:
|
|
|
|
.. doctest::
|
|
:options: +NORMALIZE_WHITESPACE
|
|
|
|
>>> entries = re.split("\n+", input)
|
|
>>> entries
|
|
['Ross McFluff: 834.345.1254 155 Elm Street',
|
|
'Ronald Heathmore: 892.345.3428 436 Finley Avenue',
|
|
'Frank Burger: 925.541.7625 662 South Dogwood Way',
|
|
'Heather Albrecht: 548.326.4584 919 Park Place']
|
|
|
|
Finally, split each entry into a list with first name, last name, telephone
|
|
number, and address. We use the ``maxsplit`` parameter of :func:`split`
|
|
because the address has spaces, our splitting pattern, in it:
|
|
|
|
.. doctest::
|
|
:options: +NORMALIZE_WHITESPACE
|
|
|
|
>>> [re.split(":? ", entry, 3) for entry in entries]
|
|
[['Ross', 'McFluff', '834.345.1254', '155 Elm Street'],
|
|
['Ronald', 'Heathmore', '892.345.3428', '436 Finley Avenue'],
|
|
['Frank', 'Burger', '925.541.7625', '662 South Dogwood Way'],
|
|
['Heather', 'Albrecht', '548.326.4584', '919 Park Place']]
|
|
|
|
The ``:?`` pattern matches the colon after the last name, so that it does not
|
|
occur in the result list. With a ``maxsplit`` of ``4``, we could separate the
|
|
house number from the street name:
|
|
|
|
.. doctest::
|
|
:options: +NORMALIZE_WHITESPACE
|
|
|
|
>>> [re.split(":? ", entry, 4) for entry in entries]
|
|
[['Ross', 'McFluff', '834.345.1254', '155', 'Elm Street'],
|
|
['Ronald', 'Heathmore', '892.345.3428', '436', 'Finley Avenue'],
|
|
['Frank', 'Burger', '925.541.7625', '662', 'South Dogwood Way'],
|
|
['Heather', 'Albrecht', '548.326.4584', '919', 'Park Place']]
|
|
|
|
|
|
Text Munging
|
|
^^^^^^^^^^^^
|
|
|
|
:func:`sub` replaces every occurrence of a pattern with a string or the
|
|
result of a function. This example demonstrates using :func:`sub` with
|
|
a function to "munge" text, or randomize the order of all the characters
|
|
in each word of a sentence except for the first and last characters::
|
|
|
|
>>> def repl(m):
|
|
... inner_word = list(m.group(2))
|
|
... random.shuffle(inner_word)
|
|
... return m.group(1) + "".join(inner_word) + m.group(3)
|
|
>>> text = "Professor Abdolmalek, please report your absences promptly."
|
|
>>> re.sub(r"(\w)(\w+)(\w)", repl, text)
|
|
'Poefsrosr Aealmlobdk, pslaee reorpt your abnseces plmrptoy.'
|
|
>>> re.sub(r"(\w)(\w+)(\w)", repl, text)
|
|
'Pofsroser Aodlambelk, plasee reoprt yuor asnebces potlmrpy.'
|
|
|
|
|
|
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:
|
|
|
|
>>> text = "He was carefully disguised but captured quickly by police."
|
|
>>> re.findall(r"\w+ly", text)
|
|
['carefully', 'quickly']
|
|
|
|
|
|
Finding all Adverbs and their Positions
|
|
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
|
|
|
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:
|
|
|
|
>>> text = "He was carefully disguised but captured quickly by police."
|
|
>>> for m in re.finditer(r"\w+ly", text):
|
|
... print('%02d-%02d: %s' % (m.start(), m.end(), m.group(0)))
|
|
07-16: carefully
|
|
40-47: quickly
|
|
|
|
|
|
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:
|
|
|
|
>>> re.match(r"\W(.)\1\W", " ff ")
|
|
<_sre.SRE_Match object at ...>
|
|
>>> re.match("\\W(.)\\1\\W", " ff ")
|
|
<_sre.SRE_Match object at ...>
|
|
|
|
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:
|
|
|
|
>>> re.match(r"\\", r"\\")
|
|
<_sre.SRE_Match object at ...>
|
|
>>> re.match("\\\\", r"\\")
|
|
<_sre.SRE_Match object at ...>
|
|
|
|
|
|
Writing a Tokenizer
|
|
^^^^^^^^^^^^^^^^^^^
|
|
|
|
A `tokenizer or scanner <http://en.wikipedia.org/wiki/Lexical_analysis>`_
|
|
analyzes a string to categorize groups of characters. This is a useful first
|
|
step in writing a compiler or interpreter.
|
|
|
|
The text categories are specified with regular expressions. The technique is
|
|
to combine those into a single master regular expression and to loop over
|
|
successive matches::
|
|
|
|
import collections
|
|
import re
|
|
|
|
Token = collections.namedtuple('Token', ['typ', 'value', 'line', 'column'])
|
|
|
|
def tokenize(s):
|
|
keywords = {'IF', 'THEN', 'ENDIF', 'FOR', 'NEXT', 'GOSUB', 'RETURN'}
|
|
token_specification = [
|
|
('NUMBER', r'\d+(\.\d*)?'), # Integer or decimal number
|
|
('ASSIGN', r':='), # Assignment operator
|
|
('END', r';'), # Statement terminator
|
|
('ID', r'[A-Za-z]+'), # Identifiers
|
|
('OP', r'[+*\/\-]'), # Arithmetic operators
|
|
('NEWLINE', r'\n'), # Line endings
|
|
('SKIP', r'[ \t]'), # Skip over spaces and tabs
|
|
]
|
|
tok_regex = '|'.join('(?P<%s>%s)' % pair for pair in token_specification)
|
|
get_token = re.compile(tok_regex).match
|
|
line = 1
|
|
pos = line_start = 0
|
|
mo = get_token(s)
|
|
while mo is not None:
|
|
typ = mo.lastgroup
|
|
if typ == 'NEWLINE':
|
|
line_start = pos
|
|
line += 1
|
|
elif typ != 'SKIP':
|
|
val = mo.group(typ)
|
|
if typ == 'ID' and val in keywords:
|
|
typ = val
|
|
yield Token(typ, val, line, mo.start()-line_start)
|
|
pos = mo.end()
|
|
mo = get_token(s, pos)
|
|
if pos != len(s):
|
|
raise RuntimeError('Unexpected character %r on line %d' %(s[pos], line))
|
|
|
|
statements = '''
|
|
IF quantity THEN
|
|
total := total + price * quantity;
|
|
tax := price * 0.05;
|
|
ENDIF;
|
|
'''
|
|
|
|
for token in tokenize(statements):
|
|
print(token)
|
|
|
|
The tokenizer produces the following output::
|
|
|
|
Token(typ='IF', value='IF', line=2, column=5)
|
|
Token(typ='ID', value='quantity', line=2, column=8)
|
|
Token(typ='THEN', value='THEN', line=2, column=17)
|
|
Token(typ='ID', value='total', line=3, column=9)
|
|
Token(typ='ASSIGN', value=':=', line=3, column=15)
|
|
Token(typ='ID', value='total', line=3, column=18)
|
|
Token(typ='OP', value='+', line=3, column=24)
|
|
Token(typ='ID', value='price', line=3, column=26)
|
|
Token(typ='OP', value='*', line=3, column=32)
|
|
Token(typ='ID', value='quantity', line=3, column=34)
|
|
Token(typ='END', value=';', line=3, column=42)
|
|
Token(typ='ID', value='tax', line=4, column=9)
|
|
Token(typ='ASSIGN', value=':=', line=4, column=13)
|
|
Token(typ='ID', value='price', line=4, column=16)
|
|
Token(typ='OP', value='*', line=4, column=22)
|
|
Token(typ='NUMBER', value='0.05', line=4, column=24)
|
|
Token(typ='END', value=';', line=4, column=28)
|
|
Token(typ='ENDIF', value='ENDIF', line=5, column=5)
|
|
Token(typ='END', value=';', line=5, column=10)
|