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author | Raymond Hettinger <python@rcn.com> | 2012-06-10 02:15:26 (GMT) |
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committer | Raymond Hettinger <python@rcn.com> | 2012-06-10 02:15:26 (GMT) |
commit | 7929cfb18c54652133100f3209d5a6496f659ef1 (patch) | |
tree | fd1d4b281b2e1c724d5b13d1c18738ae16adbda0 /Doc/library | |
parent | 80ed4d47746ba48109c7c0f49877102521af93c8 (diff) | |
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Note that the _asdict() method is outdated
Diffstat (limited to 'Doc/library')
-rw-r--r-- | Doc/library/collections.rst | 949 |
1 files changed, 475 insertions, 474 deletions
diff --git a/Doc/library/collections.rst b/Doc/library/collections.rst index 71c27ed..cc5b897 100644 --- a/Doc/library/collections.rst +++ b/Doc/library/collections.rst @@ -2,15 +2,15 @@ ========================================== .. module:: collections - :synopsis: Container datatypes + :synopsis: Container datatypes .. moduleauthor:: Raymond Hettinger <python@rcn.com> .. sectionauthor:: Raymond Hettinger <python@rcn.com> .. testsetup:: * - from collections import * - import itertools - __name__ = '<doctest>' + from collections import * + import itertools + __name__ = '<doctest>' **Source code:** :source:`Lib/collections/__init__.py` @@ -33,9 +33,9 @@ Python's general purpose built-in containers, :class:`dict`, :class:`list`, ===================== ==================================================================== .. versionchanged:: 3.3 - Moved :ref:`collections-abstract-base-classes` to the :mod:`collections.abc` module. - For backwards compatibility, they continue to be visible in this module - as well. + Moved :ref:`collections-abstract-base-classes` to the :mod:`collections.abc` module. + For backwards compatibility, they continue to be visible in this module + as well. :class:`ChainMap` objects @@ -51,105 +51,105 @@ The class can be used to simulate nested scopes and is useful in templating. .. class:: ChainMap(*maps) - A :class:`ChainMap` groups multiple dicts or other mappings together to - create a single, updateable view. If no *maps* are specified, a single empty - dictionary is provided so that a new chain always has at least one mapping. + A :class:`ChainMap` groups multiple dicts or other mappings together to + create a single, updateable view. If no *maps* are specified, a single empty + dictionary is provided so that a new chain always has at least one mapping. - The underlying mappings are stored in a list. That list is public and can - accessed or updated using the *maps* attribute. There is no other state. + The underlying mappings are stored in a list. That list is public and can + accessed or updated using the *maps* attribute. There is no other state. - Lookups search the underlying mappings successively until a key is found. In - contrast, writes, updates, and deletions only operate on the first mapping. + Lookups search the underlying mappings successively until a key is found. In + contrast, writes, updates, and deletions only operate on the first mapping. - A :class:`ChainMap` incorporates the underlying mappings by reference. So, if - one of the underlying mappings gets updated, those changes will be reflected - in :class:`ChainMap`. + A :class:`ChainMap` incorporates the underlying mappings by reference. So, if + one of the underlying mappings gets updated, those changes will be reflected + in :class:`ChainMap`. - All of the usual dictionary methods are supported. In addition, there is a - *maps* attribute, a method for creating new subcontexts, and a property for - accessing all but the first mapping: + All of the usual dictionary methods are supported. In addition, there is a + *maps* attribute, a method for creating new subcontexts, and a property for + accessing all but the first mapping: - .. attribute:: maps + .. attribute:: maps - A user updateable list of mappings. The list is ordered from - first-searched to last-searched. It is the only stored state and can - be modified to change which mappings are searched. The list should - always contain at least one mapping. + A user updateable list of mappings. The list is ordered from + first-searched to last-searched. It is the only stored state and can + be modified to change which mappings are searched. The list should + always contain at least one mapping. - .. method:: new_child() + .. method:: new_child() - Returns a new :class:`ChainMap` containing a new :class:`dict` followed by - all of the maps in the current instance. A call to ``d.new_child()`` is - equivalent to: ``ChainMap({}, *d.maps)``. This method is used for - creating subcontexts that can be updated without altering values in any - of the parent mappings. + Returns a new :class:`ChainMap` containing a new :class:`dict` followed by + all of the maps in the current instance. A call to ``d.new_child()`` is + equivalent to: ``ChainMap({}, *d.maps)``. This method is used for + creating subcontexts that can be updated without altering values in any + of the parent mappings. - .. method:: parents() + .. method:: parents() - Returns a new :class:`ChainMap` containing all of the maps in the current - instance except the first one. This is useful for skipping the first map - in the search. The use-cases are similar to those for the - :keyword:`nonlocal` keyword used in :term:`nested scopes <nested scope>`. - The use-cases also parallel those for the builtin :func:`super` function. - A reference to ``d.parents`` is equivalent to: ``ChainMap(*d.maps[1:])``. + Returns a new :class:`ChainMap` containing all of the maps in the current + instance except the first one. This is useful for skipping the first map + in the search. The use-cases are similar to those for the + :keyword:`nonlocal` keyword used in :term:`nested scopes <nested scope>`. + The use-cases also parallel those for the builtin :func:`super` function. + A reference to ``d.parents`` is equivalent to: ``ChainMap(*d.maps[1:])``. - Example of simulating Python's internal lookup chain:: + Example of simulating Python's internal lookup chain:: - import builtins - pylookup = ChainMap(locals(), globals(), vars(builtins)) + import builtins + pylookup = ChainMap(locals(), globals(), vars(builtins)) - Example of letting user specified values take precedence over environment - variables which in turn take precedence over default values:: + Example of letting user specified values take precedence over environment + variables which in turn take precedence over default values:: - import os, argparse - defaults = {'color': 'red', 'user': guest} - parser = argparse.ArgumentParser() - parser.add_argument('-u', '--user') - parser.add_argument('-c', '--color') - user_specified = vars(parser.parse_args()) - combined = ChainMap(user_specified, os.environ, defaults) + import os, argparse + defaults = {'color': 'red', 'user': guest} + parser = argparse.ArgumentParser() + parser.add_argument('-u', '--user') + parser.add_argument('-c', '--color') + user_specified = vars(parser.parse_args()) + combined = ChainMap(user_specified, os.environ, defaults) - Example patterns for using the :class:`ChainMap` class to simulate nested - contexts:: + Example patterns for using the :class:`ChainMap` class to simulate nested + contexts:: - c = ChainMap() # Create root context - d = c.new_child() # Create nested child context - e = c.new_child() # Child of c, independent from d - e.maps[0] # Current context dictionary -- like Python's locals() - e.maps[-1] # Root context -- like Python's globals() - e.parents # Enclosing context chain -- like Python's nonlocals + c = ChainMap() # Create root context + d = c.new_child() # Create nested child context + e = c.new_child() # Child of c, independent from d + e.maps[0] # Current context dictionary -- like Python's locals() + e.maps[-1] # Root context -- like Python's globals() + e.parents # Enclosing context chain -- like Python's nonlocals - d['x'] # Get first key in the chain of contexts - d['x'] = 1 # Set value in current context - del['x'] # Delete from current context - list(d) # All nested values - k in d # Check all nested values - len(d) # Number of nested values - d.items() # All nested items - dict(d) # Flatten into a regular dictionary + d['x'] # Get first key in the chain of contexts + d['x'] = 1 # Set value in current context + del['x'] # Delete from current context + list(d) # All nested values + k in d # Check all nested values + len(d) # Number of nested values + d.items() # All nested items + dict(d) # Flatten into a regular dictionary - .. seealso:: + .. seealso:: - * The `MultiContext class - <http://svn.enthought.com/svn/enthought/CodeTools/trunk/enthought/contexts/multi_context.py>`_ - in the Enthought `CodeTools package - <https://github.com/enthought/codetools>`_ has options to support - writing to any mapping in the chain. + * The `MultiContext class + <http://svn.enthought.com/svn/enthought/CodeTools/trunk/enthought/contexts/multi_context.py>`_ + in the Enthought `CodeTools package + <https://github.com/enthought/codetools>`_ has options to support + writing to any mapping in the chain. - * Django's `Context class - <http://code.djangoproject.com/browser/django/trunk/django/template/context.py>`_ - for templating is a read-only chain of mappings. It also features - pushing and popping of contexts similar to the - :meth:`~collections.ChainMap.new_child` method and the - :meth:`~collections.ChainMap.parents` property. + * Django's `Context class + <http://code.djangoproject.com/browser/django/trunk/django/template/context.py>`_ + for templating is a read-only chain of mappings. It also features + pushing and popping of contexts similar to the + :meth:`~collections.ChainMap.new_child` method and the + :meth:`~collections.ChainMap.parents` property. - * The `Nested Contexts recipe - <http://code.activestate.com/recipes/577434/>`_ has options to control - whether writes and other mutations apply only to the first mapping or to - any mapping in the chain. + * The `Nested Contexts recipe + <http://code.activestate.com/recipes/577434/>`_ has options to control + whether writes and other mutations apply only to the first mapping or to + any mapping in the chain. - * A `greatly simplified read-only version of Chainmap - <http://code.activestate.com/recipes/305268/>`_. + * A `greatly simplified read-only version of Chainmap + <http://code.activestate.com/recipes/305268/>`_. :class:`Counter` objects @@ -174,85 +174,85 @@ For example:: .. class:: Counter([iterable-or-mapping]) - A :class:`Counter` is a :class:`dict` subclass for counting hashable objects. - It is an unordered collection where elements are stored as dictionary keys - and their counts are stored as dictionary values. Counts are allowed to be - any integer value including zero or negative counts. The :class:`Counter` - class is similar to bags or multisets in other languages. + A :class:`Counter` is a :class:`dict` subclass for counting hashable objects. + It is an unordered collection where elements are stored as dictionary keys + and their counts are stored as dictionary values. Counts are allowed to be + any integer value including zero or negative counts. The :class:`Counter` + class is similar to bags or multisets in other languages. - Elements are counted from an *iterable* or initialized from another - *mapping* (or counter): + Elements are counted from an *iterable* or initialized from another + *mapping* (or counter): >>> c = Counter() # a new, empty counter >>> c = Counter('gallahad') # a new counter from an iterable >>> c = Counter({'red': 4, 'blue': 2}) # a new counter from a mapping >>> c = Counter(cats=4, dogs=8) # a new counter from keyword args - Counter objects have a dictionary interface except that they return a zero - count for missing items instead of raising a :exc:`KeyError`: + Counter objects have a dictionary interface except that they return a zero + count for missing items instead of raising a :exc:`KeyError`: >>> c = Counter(['eggs', 'ham']) >>> c['bacon'] # count of a missing element is zero 0 - Setting a count to zero does not remove an element from a counter. - Use ``del`` to remove it entirely: + Setting a count to zero does not remove an element from a counter. + Use ``del`` to remove it entirely: >>> c['sausage'] = 0 # counter entry with a zero count >>> del c['sausage'] # del actually removes the entry - .. versionadded:: 3.1 + .. versionadded:: 3.1 - Counter objects support three methods beyond those available for all - dictionaries: + Counter objects support three methods beyond those available for all + dictionaries: - .. method:: elements() + .. method:: elements() - Return an iterator over elements repeating each as many times as its - count. Elements are returned in arbitrary order. If an element's count - is less than one, :meth:`elements` will ignore it. + Return an iterator over elements repeating each as many times as its + count. Elements are returned in arbitrary order. If an element's count + is less than one, :meth:`elements` will ignore it. >>> c = Counter(a=4, b=2, c=0, d=-2) >>> list(c.elements()) ['a', 'a', 'a', 'a', 'b', 'b'] - .. method:: most_common([n]) + .. method:: most_common([n]) - Return a list of the *n* most common elements and their counts from the - most common to the least. If *n* is not specified, :func:`most_common` - returns *all* elements in the counter. Elements with equal counts are - ordered arbitrarily: + Return a list of the *n* most common elements and their counts from the + most common to the least. If *n* is not specified, :func:`most_common` + returns *all* elements in the counter. Elements with equal counts are + ordered arbitrarily: >>> Counter('abracadabra').most_common(3) [('a', 5), ('r', 2), ('b', 2)] - .. method:: subtract([iterable-or-mapping]) + .. method:: subtract([iterable-or-mapping]) - Elements are subtracted from an *iterable* or from another *mapping* - (or counter). Like :meth:`dict.update` but subtracts counts instead - of replacing them. Both inputs and outputs may be zero or negative. + Elements are subtracted from an *iterable* or from another *mapping* + (or counter). Like :meth:`dict.update` but subtracts counts instead + of replacing them. Both inputs and outputs may be zero or negative. >>> c = Counter(a=4, b=2, c=0, d=-2) >>> d = Counter(a=1, b=2, c=3, d=4) >>> c.subtract(d) Counter({'a': 3, 'b': 0, 'c': -3, 'd': -6}) - .. versionadded:: 3.2 + .. versionadded:: 3.2 - The usual dictionary methods are available for :class:`Counter` objects - except for two which work differently for counters. + The usual dictionary methods are available for :class:`Counter` objects + except for two which work differently for counters. - .. method:: fromkeys(iterable) + .. method:: fromkeys(iterable) - This class method is not implemented for :class:`Counter` objects. + This class method is not implemented for :class:`Counter` objects. - .. method:: update([iterable-or-mapping]) + .. method:: update([iterable-or-mapping]) - Elements are counted from an *iterable* or added-in from another - *mapping* (or counter). Like :meth:`dict.update` but adds counts - instead of replacing them. Also, the *iterable* is expected to be a - sequence of elements, not a sequence of ``(key, value)`` pairs. + Elements are counted from an *iterable* or added-in from another + *mapping* (or counter). Like :meth:`dict.update` but adds counts + instead of replacing them. Also, the *iterable* is expected to be a + sequence of elements, not a sequence of ``(key, value)`` pairs. Common patterns for working with :class:`Counter` objects:: @@ -294,57 +294,57 @@ or subtracting from an empty counter. Counter({'b': 4}) .. versionadded:: 3.3 - Added support for unary plus, unary minus, and in-place multiset operations. + Added support for unary plus, unary minus, and in-place multiset operations. .. note:: - Counters were primarily designed to work with positive integers to represent - running counts; however, care was taken to not unnecessarily preclude use - cases needing other types or negative values. To help with those use cases, - this section documents the minimum range and type restrictions. + Counters were primarily designed to work with positive integers to represent + running counts; however, care was taken to not unnecessarily preclude use + cases needing other types or negative values. To help with those use cases, + this section documents the minimum range and type restrictions. - * The :class:`Counter` class itself is a dictionary subclass with no - restrictions on its keys and values. The values are intended to be numbers - representing counts, but you *could* store anything in the value field. + * The :class:`Counter` class itself is a dictionary subclass with no + restrictions on its keys and values. The values are intended to be numbers + representing counts, but you *could* store anything in the value field. - * The :meth:`most_common` method requires only that the values be orderable. + * The :meth:`most_common` method requires only that the values be orderable. - * For in-place operations such as ``c[key] += 1``, the value type need only - support addition and subtraction. So fractions, floats, and decimals would - work and negative values are supported. The same is also true for - :meth:`update` and :meth:`subtract` which allow negative and zero values - for both inputs and outputs. + * For in-place operations such as ``c[key] += 1``, the value type need only + support addition and subtraction. So fractions, floats, and decimals would + work and negative values are supported. The same is also true for + :meth:`update` and :meth:`subtract` which allow negative and zero values + for both inputs and outputs. - * The multiset methods are designed only for use cases with positive values. - The inputs may be negative or zero, but only outputs with positive values - are created. There are no type restrictions, but the value type needs to - support addition, subtraction, and comparison. + * The multiset methods are designed only for use cases with positive values. + The inputs may be negative or zero, but only outputs with positive values + are created. There are no type restrictions, but the value type needs to + support addition, subtraction, and comparison. - * The :meth:`elements` method requires integer counts. It ignores zero and - negative counts. + * The :meth:`elements` method requires integer counts. It ignores zero and + negative counts. .. seealso:: * `Counter class <http://code.activestate.com/recipes/576611/>`_ - adapted for Python 2.5 and an early `Bag recipe - <http://code.activestate.com/recipes/259174/>`_ for Python 2.4. + adapted for Python 2.5 and an early `Bag recipe + <http://code.activestate.com/recipes/259174/>`_ for Python 2.4. * `Bag class <http://www.gnu.org/software/smalltalk/manual-base/html_node/Bag.html>`_ - in Smalltalk. + in Smalltalk. * Wikipedia entry for `Multisets <http://en.wikipedia.org/wiki/Multiset>`_. * `C++ multisets <http://www.demo2s.com/Tutorial/Cpp/0380__set-multiset/Catalog0380__set-multiset.htm>`_ - tutorial with examples. + tutorial with examples. * For mathematical operations on multisets and their use cases, see - *Knuth, Donald. The Art of Computer Programming Volume II, - Section 4.6.3, Exercise 19*. + *Knuth, Donald. The Art of Computer Programming Volume II, + Section 4.6.3, Exercise 19*. * To enumerate all distinct multisets of a given size over a given set of - elements, see :func:`itertools.combinations_with_replacement`. + elements, see :func:`itertools.combinations_with_replacement`. - map(Counter, combinations_with_replacement('ABC', 2)) --> AA AB AC BB BC CC + map(Counter, combinations_with_replacement('ABC', 2)) --> AA AB AC BB BC CC :class:`deque` objects @@ -352,105 +352,105 @@ or subtracting from an empty counter. .. class:: deque([iterable, [maxlen]]) - Returns a new deque object initialized left-to-right (using :meth:`append`) with - data from *iterable*. If *iterable* is not specified, the new deque is empty. + Returns a new deque object initialized left-to-right (using :meth:`append`) with + data from *iterable*. If *iterable* is not specified, the new deque is empty. - Deques are a generalization of stacks and queues (the name is pronounced "deck" - and is short for "double-ended queue"). Deques support thread-safe, memory - efficient appends and pops from either side of the deque with approximately the - same O(1) performance in either direction. + Deques are a generalization of stacks and queues (the name is pronounced "deck" + and is short for "double-ended queue"). Deques support thread-safe, memory + efficient appends and pops from either side of the deque with approximately the + same O(1) performance in either direction. - Though :class:`list` objects support similar operations, they are optimized for - fast fixed-length operations and incur O(n) memory movement costs for - ``pop(0)`` and ``insert(0, v)`` operations which change both the size and - position of the underlying data representation. + Though :class:`list` objects support similar operations, they are optimized for + fast fixed-length operations and incur O(n) memory movement costs for + ``pop(0)`` and ``insert(0, v)`` operations which change both the size and + position of the underlying data representation. - If *maxlen* is not specified or is *None*, deques may grow to an - arbitrary length. Otherwise, the deque is bounded to the specified maximum - length. Once a bounded length deque is full, when new items are added, a - corresponding number of items are discarded from the opposite end. Bounded - length deques provide functionality similar to the ``tail`` filter in - Unix. They are also useful for tracking transactions and other pools of data - where only the most recent activity is of interest. + If *maxlen* is not specified or is *None*, deques may grow to an + arbitrary length. Otherwise, the deque is bounded to the specified maximum + length. Once a bounded length deque is full, when new items are added, a + corresponding number of items are discarded from the opposite end. Bounded + length deques provide functionality similar to the ``tail`` filter in + Unix. They are also useful for tracking transactions and other pools of data + where only the most recent activity is of interest. - Deque objects support the following methods: + Deque objects support the following methods: - .. method:: append(x) + .. method:: append(x) - Add *x* to the right side of the deque. + Add *x* to the right side of the deque. - .. method:: appendleft(x) + .. method:: appendleft(x) - Add *x* to the left side of the deque. + Add *x* to the left side of the deque. - .. method:: clear() + .. method:: clear() - Remove all elements from the deque leaving it with length 0. + Remove all elements from the deque leaving it with length 0. - .. method:: count(x) + .. method:: count(x) - Count the number of deque elements equal to *x*. + Count the number of deque elements equal to *x*. - .. versionadded:: 3.2 + .. versionadded:: 3.2 - .. method:: extend(iterable) + .. method:: extend(iterable) - Extend the right side of the deque by appending elements from the iterable - argument. + Extend the right side of the deque by appending elements from the iterable + argument. - .. method:: extendleft(iterable) + .. method:: extendleft(iterable) - Extend the left side of the deque by appending elements from *iterable*. - Note, the series of left appends results in reversing the order of - elements in the iterable argument. + Extend the left side of the deque by appending elements from *iterable*. + Note, the series of left appends results in reversing the order of + elements in the iterable argument. - .. method:: pop() + .. method:: pop() - Remove and return an element from the right side of the deque. If no - elements are present, raises an :exc:`IndexError`. + Remove and return an element from the right side of the deque. If no + elements are present, raises an :exc:`IndexError`. - .. method:: popleft() + .. method:: popleft() - Remove and return an element from the left side of the deque. If no - elements are present, raises an :exc:`IndexError`. + Remove and return an element from the left side of the deque. If no + elements are present, raises an :exc:`IndexError`. - .. method:: remove(value) + .. method:: remove(value) - Removed the first occurrence of *value*. If not found, raises a - :exc:`ValueError`. + Removed the first occurrence of *value*. If not found, raises a + :exc:`ValueError`. - .. method:: reverse() + .. method:: reverse() - Reverse the elements of the deque in-place and then return ``None``. + Reverse the elements of the deque in-place and then return ``None``. - .. versionadded:: 3.2 + .. versionadded:: 3.2 - .. method:: rotate(n) + .. method:: rotate(n) - Rotate the deque *n* steps to the right. If *n* is negative, rotate to - the left. Rotating one step to the right is equivalent to: - ``d.appendleft(d.pop())``. + Rotate the deque *n* steps to the right. If *n* is negative, rotate to + the left. Rotating one step to the right is equivalent to: + ``d.appendleft(d.pop())``. - Deque objects also provide one read-only attribute: + Deque objects also provide one read-only attribute: - .. attribute:: maxlen + .. attribute:: maxlen - Maximum size of a deque or *None* if unbounded. + Maximum size of a deque or *None* if unbounded. - .. versionadded:: 3.1 + .. versionadded:: 3.1 In addition to the above, deques support iteration, pickling, ``len(d)``, @@ -463,56 +463,56 @@ Example: .. doctest:: - >>> from collections import deque - >>> d = deque('ghi') # make a new deque with three items - >>> for elem in d: # iterate over the deque's elements - ... print(elem.upper()) - G - H - I - - >>> d.append('j') # add a new entry to the right side - >>> d.appendleft('f') # add a new entry to the left side - >>> d # show the representation of the deque - deque(['f', 'g', 'h', 'i', 'j']) - - >>> d.pop() # return and remove the rightmost item - 'j' - >>> d.popleft() # return and remove the leftmost item - 'f' - >>> list(d) # list the contents of the deque - ['g', 'h', 'i'] - >>> d[0] # peek at leftmost item - 'g' - >>> d[-1] # peek at rightmost item - 'i' - - >>> list(reversed(d)) # list the contents of a deque in reverse - ['i', 'h', 'g'] - >>> 'h' in d # search the deque - True - >>> d.extend('jkl') # add multiple elements at once - >>> d - deque(['g', 'h', 'i', 'j', 'k', 'l']) - >>> d.rotate(1) # right rotation - >>> d - deque(['l', 'g', 'h', 'i', 'j', 'k']) - >>> d.rotate(-1) # left rotation - >>> d - deque(['g', 'h', 'i', 'j', 'k', 'l']) - - >>> deque(reversed(d)) # make a new deque in reverse order - deque(['l', 'k', 'j', 'i', 'h', 'g']) - >>> d.clear() # empty the deque - >>> d.pop() # cannot pop from an empty deque - Traceback (most recent call last): - File "<pyshell#6>", line 1, in -toplevel- - d.pop() - IndexError: pop from an empty deque - - >>> d.extendleft('abc') # extendleft() reverses the input order - >>> d - deque(['c', 'b', 'a']) + >>> from collections import deque + >>> d = deque('ghi') # make a new deque with three items + >>> for elem in d: # iterate over the deque's elements + ... print(elem.upper()) + G + H + I + + >>> d.append('j') # add a new entry to the right side + >>> d.appendleft('f') # add a new entry to the left side + >>> d # show the representation of the deque + deque(['f', 'g', 'h', 'i', 'j']) + + >>> d.pop() # return and remove the rightmost item + 'j' + >>> d.popleft() # return and remove the leftmost item + 'f' + >>> list(d) # list the contents of the deque + ['g', 'h', 'i'] + >>> d[0] # peek at leftmost item + 'g' + >>> d[-1] # peek at rightmost item + 'i' + + >>> list(reversed(d)) # list the contents of a deque in reverse + ['i', 'h', 'g'] + >>> 'h' in d # search the deque + True + >>> d.extend('jkl') # add multiple elements at once + >>> d + deque(['g', 'h', 'i', 'j', 'k', 'l']) + >>> d.rotate(1) # right rotation + >>> d + deque(['l', 'g', 'h', 'i', 'j', 'k']) + >>> d.rotate(-1) # left rotation + >>> d + deque(['g', 'h', 'i', 'j', 'k', 'l']) + + >>> deque(reversed(d)) # make a new deque in reverse order + deque(['l', 'k', 'j', 'i', 'h', 'g']) + >>> d.clear() # empty the deque + >>> d.pop() # cannot pop from an empty deque + Traceback (most recent call last): + File "<pyshell#6>", line 1, in -toplevel- + d.pop() + IndexError: pop from an empty deque + + >>> d.extendleft('abc') # extendleft() reverses the input order + >>> d + deque(['c', 'b', 'a']) :class:`deque` Recipes @@ -523,10 +523,10 @@ This section shows various approaches to working with deques. Bounded length deques provide functionality similar to the ``tail`` filter in Unix:: - def tail(filename, n=10): - 'Return the last n lines of a file' - with open(filename) as f: - return deque(f, n) + def tail(filename, n=10): + 'Return the last n lines of a file' + with open(filename) as f: + return deque(f, n) Another approach to using deques is to maintain a sequence of recently added elements by appending to the right and popping to the left:: @@ -547,10 +547,10 @@ The :meth:`rotate` method provides a way to implement :class:`deque` slicing and deletion. For example, a pure Python implementation of ``del d[n]`` relies on the :meth:`rotate` method to position elements to be popped:: - def delete_nth(d, n): - d.rotate(-n) - d.popleft() - d.rotate(n) + def delete_nth(d, n): + d.rotate(-n) + d.popleft() + d.rotate(n) To implement :class:`deque` slicing, use a similar approach applying :meth:`rotate` to bring a target element to the left side of the deque. Remove @@ -566,50 +566,50 @@ stack manipulations such as ``dup``, ``drop``, ``swap``, ``over``, ``pick``, .. class:: defaultdict([default_factory[, ...]]) - Returns a new dictionary-like object. :class:`defaultdict` is a subclass of the - built-in :class:`dict` class. It overrides one method and adds one writable - instance variable. The remaining functionality is the same as for the - :class:`dict` class and is not documented here. + Returns a new dictionary-like object. :class:`defaultdict` is a subclass of the + built-in :class:`dict` class. It overrides one method and adds one writable + instance variable. The remaining functionality is the same as for the + :class:`dict` class and is not documented here. - The first argument provides the initial value for the :attr:`default_factory` - attribute; it defaults to ``None``. All remaining arguments are treated the same - as if they were passed to the :class:`dict` constructor, including keyword - arguments. + The first argument provides the initial value for the :attr:`default_factory` + attribute; it defaults to ``None``. All remaining arguments are treated the same + as if they were passed to the :class:`dict` constructor, including keyword + arguments. - :class:`defaultdict` objects support the following method in addition to the - standard :class:`dict` operations: + :class:`defaultdict` objects support the following method in addition to the + standard :class:`dict` operations: - .. method:: __missing__(key) + .. method:: __missing__(key) - If the :attr:`default_factory` attribute is ``None``, this raises a - :exc:`KeyError` exception with the *key* as argument. + If the :attr:`default_factory` attribute is ``None``, this raises a + :exc:`KeyError` exception with the *key* as argument. - If :attr:`default_factory` is not ``None``, it is called without arguments - to provide a default value for the given *key*, this value is inserted in - the dictionary for the *key*, and returned. + If :attr:`default_factory` is not ``None``, it is called without arguments + to provide a default value for the given *key*, this value is inserted in + the dictionary for the *key*, and returned. - If calling :attr:`default_factory` raises an exception this exception is - propagated unchanged. + If calling :attr:`default_factory` raises an exception this exception is + propagated unchanged. - This method is called by the :meth:`__getitem__` method of the - :class:`dict` class when the requested key is not found; whatever it - returns or raises is then returned or raised by :meth:`__getitem__`. + This method is called by the :meth:`__getitem__` method of the + :class:`dict` class when the requested key is not found; whatever it + returns or raises is then returned or raised by :meth:`__getitem__`. - Note that :meth:`__missing__` is *not* called for any operations besides - :meth:`__getitem__`. This means that :meth:`get` will, like normal - dictionaries, return ``None`` as a default rather than using - :attr:`default_factory`. + Note that :meth:`__missing__` is *not* called for any operations besides + :meth:`__getitem__`. This means that :meth:`get` will, like normal + dictionaries, return ``None`` as a default rather than using + :attr:`default_factory`. - :class:`defaultdict` objects support the following instance variable: + :class:`defaultdict` objects support the following instance variable: - .. attribute:: default_factory + .. attribute:: default_factory - This attribute is used by the :meth:`__missing__` method; it is - initialized from the first argument to the constructor, if present, or to - ``None``, if absent. + This attribute is used by the :meth:`__missing__` method; it is + initialized from the first argument to the constructor, if present, or to + ``None``, if absent. :class:`defaultdict` Examples @@ -618,13 +618,13 @@ stack manipulations such as ``dup``, ``drop``, ``swap``, ``over``, ``pick``, Using :class:`list` as the :attr:`default_factory`, it is easy to group a sequence of key-value pairs into a dictionary of lists: - >>> s = [('yellow', 1), ('blue', 2), ('yellow', 3), ('blue', 4), ('red', 1)] - >>> d = defaultdict(list) - >>> for k, v in s: - ... d[k].append(v) - ... - >>> list(d.items()) - [('blue', [2, 4]), ('red', [1]), ('yellow', [1, 3])] + >>> s = [('yellow', 1), ('blue', 2), ('yellow', 3), ('blue', 4), ('red', 1)] + >>> d = defaultdict(list) + >>> for k, v in s: + ... d[k].append(v) + ... + >>> list(d.items()) + [('blue', [2, 4]), ('red', [1]), ('yellow', [1, 3])] When each key is encountered for the first time, it is not already in the mapping; so an entry is automatically created using the :attr:`default_factory` @@ -634,24 +634,24 @@ again, the look-up proceeds normally (returning the list for that key) and the :meth:`list.append` operation adds another value to the list. This technique is simpler and faster than an equivalent technique using :meth:`dict.setdefault`: - >>> d = {} - >>> for k, v in s: - ... d.setdefault(k, []).append(v) - ... - >>> list(d.items()) - [('blue', [2, 4]), ('red', [1]), ('yellow', [1, 3])] + >>> d = {} + >>> for k, v in s: + ... d.setdefault(k, []).append(v) + ... + >>> list(d.items()) + [('blue', [2, 4]), ('red', [1]), ('yellow', [1, 3])] Setting the :attr:`default_factory` to :class:`int` makes the :class:`defaultdict` useful for counting (like a bag or multiset in other languages): - >>> s = 'mississippi' - >>> d = defaultdict(int) - >>> for k in s: - ... d[k] += 1 - ... - >>> list(d.items()) - [('i', 4), ('p', 2), ('s', 4), ('m', 1)] + >>> s = 'mississippi' + >>> d = defaultdict(int) + >>> for k in s: + ... d[k] += 1 + ... + >>> list(d.items()) + [('i', 4), ('p', 2), ('s', 4), ('m', 1)] When a letter is first encountered, it is missing from the mapping, so the :attr:`default_factory` function calls :func:`int` to supply a default count of @@ -662,23 +662,23 @@ constant functions. A faster and more flexible way to create constant functions is to use a lambda function which can supply any constant value (not just zero): - >>> def constant_factory(value): - ... return lambda: value - >>> d = defaultdict(constant_factory('<missing>')) - >>> d.update(name='John', action='ran') - >>> '%(name)s %(action)s to %(object)s' % d - 'John ran to <missing>' + >>> def constant_factory(value): + ... return lambda: value + >>> d = defaultdict(constant_factory('<missing>')) + >>> d.update(name='John', action='ran') + >>> '%(name)s %(action)s to %(object)s' % d + 'John ran to <missing>' Setting the :attr:`default_factory` to :class:`set` makes the :class:`defaultdict` useful for building a dictionary of sets: - >>> s = [('red', 1), ('blue', 2), ('red', 3), ('blue', 4), ('red', 1), ('blue', 4)] - >>> d = defaultdict(set) - >>> for k, v in s: - ... d[k].add(v) - ... - >>> list(d.items()) - [('blue', {2, 4}), ('red', {1, 3})] + >>> s = [('red', 1), ('blue', 2), ('red', 3), ('blue', 4), ('red', 1), ('blue', 4)] + >>> d = defaultdict(set) + >>> for k, v in s: + ... d[k].add(v) + ... + >>> list(d.items()) + [('blue', {2, 4}), ('red', {1, 3})] :func:`namedtuple` Factory Function for Tuples with Named Fields @@ -690,69 +690,69 @@ they add the ability to access fields by name instead of position index. .. function:: namedtuple(typename, field_names, verbose=False, rename=False) - Returns a new tuple subclass named *typename*. The new subclass is used to - create tuple-like objects that have fields accessible by attribute lookup as - well as being indexable and iterable. Instances of the subclass also have a - helpful docstring (with typename and field_names) and a helpful :meth:`__repr__` - method which lists the tuple contents in a ``name=value`` format. + Returns a new tuple subclass named *typename*. The new subclass is used to + create tuple-like objects that have fields accessible by attribute lookup as + well as being indexable and iterable. Instances of the subclass also have a + helpful docstring (with typename and field_names) and a helpful :meth:`__repr__` + method which lists the tuple contents in a ``name=value`` format. - The *field_names* are a single string with each fieldname separated by whitespace - and/or commas, for example ``'x y'`` or ``'x, y'``. Alternatively, *field_names* - can be a sequence of strings such as ``['x', 'y']``. + The *field_names* are a single string with each fieldname separated by whitespace + and/or commas, for example ``'x y'`` or ``'x, y'``. Alternatively, *field_names* + can be a sequence of strings such as ``['x', 'y']``. - Any valid Python identifier may be used for a fieldname except for names - starting with an underscore. Valid identifiers consist of letters, digits, - and underscores but do not start with a digit or underscore and cannot be - a :mod:`keyword` such as *class*, *for*, *return*, *global*, *pass*, - or *raise*. + Any valid Python identifier may be used for a fieldname except for names + starting with an underscore. Valid identifiers consist of letters, digits, + and underscores but do not start with a digit or underscore and cannot be + a :mod:`keyword` such as *class*, *for*, *return*, *global*, *pass*, + or *raise*. - If *rename* is true, invalid fieldnames are automatically replaced - with positional names. For example, ``['abc', 'def', 'ghi', 'abc']`` is - converted to ``['abc', '_1', 'ghi', '_3']``, eliminating the keyword - ``def`` and the duplicate fieldname ``abc``. + If *rename* is true, invalid fieldnames are automatically replaced + with positional names. For example, ``['abc', 'def', 'ghi', 'abc']`` is + converted to ``['abc', '_1', 'ghi', '_3']``, eliminating the keyword + ``def`` and the duplicate fieldname ``abc``. - If *verbose* is true, the class definition is printed after it is - built. This option is outdated; instead, it is simpler to print the - :attr:`_source` attribute. + If *verbose* is true, the class definition is printed after it is + built. This option is outdated; instead, it is simpler to print the + :attr:`_source` attribute. - Named tuple instances do not have per-instance dictionaries, so they are - lightweight and require no more memory than regular tuples. + Named tuple instances do not have per-instance dictionaries, so they are + lightweight and require no more memory than regular tuples. - .. versionchanged:: 3.1 - Added support for *rename*. + .. versionchanged:: 3.1 + Added support for *rename*. .. doctest:: - :options: +NORMALIZE_WHITESPACE - - >>> # Basic example - >>> Point = namedtuple('Point', ['x', 'y']) - >>> p = Point(11, y=22) # instantiate with positional or keyword arguments - >>> p[0] + p[1] # indexable like the plain tuple (11, 22) - 33 - >>> x, y = p # unpack like a regular tuple - >>> x, y - (11, 22) - >>> p.x + p.y # fields also accessible by name - 33 - >>> p # readable __repr__ with a name=value style - Point(x=11, y=22) + :options: +NORMALIZE_WHITESPACE + + >>> # Basic example + >>> Point = namedtuple('Point', ['x', 'y']) + >>> p = Point(11, y=22) # instantiate with positional or keyword arguments + >>> p[0] + p[1] # indexable like the plain tuple (11, 22) + 33 + >>> x, y = p # unpack like a regular tuple + >>> x, y + (11, 22) + >>> p.x + p.y # fields also accessible by name + 33 + >>> p # readable __repr__ with a name=value style + Point(x=11, y=22) Named tuples are especially useful for assigning field names to result tuples returned by the :mod:`csv` or :mod:`sqlite3` modules:: - EmployeeRecord = namedtuple('EmployeeRecord', 'name, age, title, department, paygrade') + EmployeeRecord = namedtuple('EmployeeRecord', 'name, age, title, department, paygrade') - import csv - for emp in map(EmployeeRecord._make, csv.reader(open("employees.csv", "rb"))): - print(emp.name, emp.title) + import csv + for emp in map(EmployeeRecord._make, csv.reader(open("employees.csv", "rb"))): + print(emp.name, emp.title) - import sqlite3 - conn = sqlite3.connect('/companydata') - cursor = conn.cursor() - cursor.execute('SELECT name, age, title, department, paygrade FROM employees') - for emp in map(EmployeeRecord._make, cursor.fetchall()): - print(emp.name, emp.title) + import sqlite3 + conn = sqlite3.connect('/companydata') + cursor = conn.cursor() + cursor.execute('SELECT name, age, title, department, paygrade FROM employees') + for emp in map(EmployeeRecord._make, cursor.fetchall()): + print(emp.name, emp.title) In addition to the methods inherited from tuples, named tuples support three additional methods and two attributes. To prevent conflicts with @@ -760,62 +760,63 @@ field names, the method and attribute names start with an underscore. .. classmethod:: somenamedtuple._make(iterable) - Class method that makes a new instance from an existing sequence or iterable. + Class method that makes a new instance from an existing sequence or iterable. .. doctest:: - >>> t = [11, 22] - >>> Point._make(t) - Point(x=11, y=22) + >>> t = [11, 22] + >>> Point._make(t) + Point(x=11, y=22) .. method:: somenamedtuple._asdict() - Return a new :class:`OrderedDict` which maps field names to their corresponding - values:: + Return a new :class:`OrderedDict` which maps field names to their corresponding + values. Note, this method is no longer needed now that the same effect can + be achieved by using the built-in :func:`vars` function:: - >>> p._asdict() - OrderedDict([('x', 11), ('y', 22)]) + >>> vars(p) + OrderedDict([('x', 11), ('y', 22)]) - .. versionchanged:: 3.1 - Returns an :class:`OrderedDict` instead of a regular :class:`dict`. + .. versionchanged:: 3.1 + Returns an :class:`OrderedDict` instead of a regular :class:`dict`. .. method:: somenamedtuple._replace(kwargs) - Return a new instance of the named tuple replacing specified fields with new - values: + Return a new instance of the named tuple replacing specified fields with new + values: :: - >>> p = Point(x=11, y=22) - >>> p._replace(x=33) - Point(x=33, y=22) + >>> p = Point(x=11, y=22) + >>> p._replace(x=33) + Point(x=33, y=22) - >>> for partnum, record in inventory.items(): - ... inventory[partnum] = record._replace(price=newprices[partnum], timestamp=time.now()) + >>> for partnum, record in inventory.items(): + ... inventory[partnum] = record._replace(price=newprices[partnum], timestamp=time.now()) .. attribute:: somenamedtuple._source - A string with the pure Python source code used to create the named - tuple class. The source makes the named tuple self-documenting. - It can be printed, executed using :func:`exec`, or saved to a file - and imported. + A string with the pure Python source code used to create the named + tuple class. The source makes the named tuple self-documenting. + It can be printed, executed using :func:`exec`, or saved to a file + and imported. - .. versionadded:: 3.3 + .. versionadded:: 3.3 .. attribute:: somenamedtuple._fields - Tuple of strings listing the field names. Useful for introspection - and for creating new named tuple types from existing named tuples. + Tuple of strings listing the field names. Useful for introspection + and for creating new named tuple types from existing named tuples. .. doctest:: - >>> p._fields # view the field names - ('x', 'y') + >>> p._fields # view the field names + ('x', 'y') - >>> Color = namedtuple('Color', 'red green blue') - >>> Pixel = namedtuple('Pixel', Point._fields + Color._fields) - >>> Pixel(11, 22, 128, 255, 0) - Pixel(x=11, y=22, red=128, green=255, blue=0) + >>> Color = namedtuple('Color', 'red green blue') + >>> Pixel = namedtuple('Pixel', Point._fields + Color._fields) + >>> Pixel(11, 22, 128, 255, 0) + Pixel(x=11, y=22, red=128, green=255, blue=0) To retrieve a field whose name is stored in a string, use the :func:`getattr` function: @@ -826,24 +827,24 @@ function: To convert a dictionary to a named tuple, use the double-star-operator (as described in :ref:`tut-unpacking-arguments`): - >>> d = {'x': 11, 'y': 22} - >>> Point(**d) - Point(x=11, y=22) + >>> d = {'x': 11, 'y': 22} + >>> Point(**d) + Point(x=11, y=22) Since a named tuple is a regular Python class, it is easy to add or change functionality with a subclass. Here is how to add a calculated field and a fixed-width print format: >>> class Point(namedtuple('Point', 'x y')): - __slots__ = () - @property - def hypot(self): - return (self.x ** 2 + self.y ** 2) ** 0.5 - def __str__(self): - return 'Point: x=%6.3f y=%6.3f hypot=%6.3f' % (self.x, self.y, self.hypot) + __slots__ = () + @property + def hypot(self): + return (self.x ** 2 + self.y ** 2) ** 0.5 + def __str__(self): + return 'Point: x=%6.3f y=%6.3f hypot=%6.3f' % (self.x, self.y, self.hypot) >>> for p in Point(3, 4), Point(14, 5/7): - print(p) + print(p) Point: x= 3.000 y= 4.000 hypot= 5.000 Point: x=14.000 y= 0.714 hypot=14.018 @@ -870,19 +871,19 @@ and more efficient to use a simple class declaration: >>> Status.open, Status.pending, Status.closed (0, 1, 2) >>> class Status: - open, pending, closed = range(3) + open, pending, closed = range(3) .. seealso:: - * `Named tuple recipe <http://code.activestate.com/recipes/500261/>`_ - adapted for Python 2.4. + * `Named tuple recipe <http://code.activestate.com/recipes/500261/>`_ + adapted for Python 2.4. - * `Recipe for named tuple abstract base class with a metaclass mix-in - <http://code.activestate.com/recipes/577629-namedtupleabc-abstract-base-class-mix-in-for-named/>`_ - by Jan Kaliszewski. Besides providing an :term:`abstract base class` for - named tuples, it also supports an alternate :term:`metaclass`-based - constructor that is convenient for use cases where named tuples are being - subclassed. + * `Recipe for named tuple abstract base class with a metaclass mix-in + <http://code.activestate.com/recipes/577629-namedtupleabc-abstract-base-class-mix-in-for-named/>`_ + by Jan Kaliszewski. Besides providing an :term:`abstract base class` for + named tuples, it also supports an alternate :term:`metaclass`-based + constructor that is convenient for use cases where named tuples are being + subclassed. :class:`OrderedDict` objects @@ -894,36 +895,36 @@ the items are returned in the order their keys were first added. .. class:: OrderedDict([items]) - Return an instance of a dict subclass, supporting the usual :class:`dict` - methods. An *OrderedDict* is a dict that remembers the order that keys - were first inserted. If a new entry overwrites an existing entry, the - original insertion position is left unchanged. Deleting an entry and - reinserting it will move it to the end. + Return an instance of a dict subclass, supporting the usual :class:`dict` + methods. An *OrderedDict* is a dict that remembers the order that keys + were first inserted. If a new entry overwrites an existing entry, the + original insertion position is left unchanged. Deleting an entry and + reinserting it will move it to the end. - .. versionadded:: 3.1 + .. versionadded:: 3.1 - .. method:: popitem(last=True) + .. method:: popitem(last=True) - The :meth:`popitem` method for ordered dictionaries returns and removes a - (key, value) pair. The pairs are returned in LIFO order if *last* is true - or FIFO order if false. + The :meth:`popitem` method for ordered dictionaries returns and removes a + (key, value) pair. The pairs are returned in LIFO order if *last* is true + or FIFO order if false. - .. method:: move_to_end(key, last=True) + .. method:: move_to_end(key, last=True) - Move an existing *key* to either end of an ordered dictionary. The item - is moved to the right end if *last* is true (the default) or to the - beginning if *last* is false. Raises :exc:`KeyError` if the *key* does - not exist:: + Move an existing *key* to either end of an ordered dictionary. The item + is moved to the right end if *last* is true (the default) or to the + beginning if *last* is false. Raises :exc:`KeyError` if the *key* does + not exist:: - >>> d = OrderedDict.fromkeys('abcde') - >>> d.move_to_end('b') - >>> ''.join(d.keys()) - 'acdeb' - >>> d.move_to_end('b', last=False) - >>> ''.join(d.keys()) - 'bacde' + >>> d = OrderedDict.fromkeys('abcde') + >>> d.move_to_end('b') + >>> ''.join(d.keys()) + 'acdeb' + >>> d.move_to_end('b', last=False) + >>> ''.join(d.keys()) + 'bacde' - .. versionadded:: 3.2 + .. versionadded:: 3.2 In addition to the usual mapping methods, ordered dictionaries also support reverse iteration using :func:`reversed`. @@ -941,8 +942,8 @@ semantics pass-in keyword arguments using a regular unordered dictionary. .. seealso:: - `Equivalent OrderedDict recipe <http://code.activestate.com/recipes/576693/>`_ - that runs on Python 2.4 or later. + `Equivalent OrderedDict recipe <http://code.activestate.com/recipes/576693/>`_ + that runs on Python 2.4 or later. :class:`OrderedDict` Examples and Recipes ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ @@ -985,7 +986,7 @@ original insertion position is changed and moved to the end:: An ordered dictionary can be combined with the :class:`Counter` class so that the counter remembers the order elements are first encountered:: - class OrderedCounter(Counter, OrderedDict): + class OrderedCounter(Counter, OrderedDict): 'Counter that remembers the order elements are first encountered' def __repr__(self): @@ -1006,19 +1007,19 @@ attribute. .. class:: UserDict([initialdata]) - Class that simulates a dictionary. The instance's contents are kept in a - regular dictionary, which is accessible via the :attr:`data` attribute of - :class:`UserDict` instances. If *initialdata* is provided, :attr:`data` is - initialized with its contents; note that a reference to *initialdata* will not - be kept, allowing it be used for other purposes. + Class that simulates a dictionary. The instance's contents are kept in a + regular dictionary, which is accessible via the :attr:`data` attribute of + :class:`UserDict` instances. If *initialdata* is provided, :attr:`data` is + initialized with its contents; note that a reference to *initialdata* will not + be kept, allowing it be used for other purposes. - In addition to supporting the methods and operations of mappings, - :class:`UserDict` instances provide the following attribute: + In addition to supporting the methods and operations of mappings, + :class:`UserDict` instances provide the following attribute: - .. attribute:: data + .. attribute:: data - A real dictionary used to store the contents of the :class:`UserDict` - class. + A real dictionary used to store the contents of the :class:`UserDict` + class. @@ -1036,19 +1037,19 @@ to work with because the underlying list is accessible as an attribute. .. class:: UserList([list]) - Class that simulates a list. The instance's contents are kept in a regular - list, which is accessible via the :attr:`data` attribute of :class:`UserList` - instances. The instance's contents are initially set to a copy of *list*, - defaulting to the empty list ``[]``. *list* can be any iterable, for - example a real Python list or a :class:`UserList` object. + Class that simulates a list. The instance's contents are kept in a regular + list, which is accessible via the :attr:`data` attribute of :class:`UserList` + instances. The instance's contents are initially set to a copy of *list*, + defaulting to the empty list ``[]``. *list* can be any iterable, for + example a real Python list or a :class:`UserList` object. - In addition to supporting the methods and operations of mutable sequences, - :class:`UserList` instances provide the following attribute: + In addition to supporting the methods and operations of mutable sequences, + :class:`UserList` instances provide the following attribute: - .. attribute:: data + .. attribute:: data - A real :class:`list` object used to store the contents of the - :class:`UserList` class. + A real :class:`list` object used to store the contents of the + :class:`UserList` class. **Subclassing requirements:** Subclasses of :class:`UserList` are expect to offer a constructor which can be called with either no arguments or one @@ -1073,10 +1074,10 @@ attribute. .. class:: UserString([sequence]) - Class that simulates a string or a Unicode string object. The instance's - content is kept in a regular string object, which is accessible via the - :attr:`data` attribute of :class:`UserString` instances. The instance's - contents are initially set to a copy of *sequence*. The *sequence* can - be an instance of :class:`bytes`, :class:`str`, :class:`UserString` (or a - subclass) or an arbitrary sequence which can be converted into a string using - the built-in :func:`str` function. + Class that simulates a string or a Unicode string object. The instance's + content is kept in a regular string object, which is accessible via the + :attr:`data` attribute of :class:`UserString` instances. The instance's + contents are initially set to a copy of *sequence*. The *sequence* can + be an instance of :class:`bytes`, :class:`str`, :class:`UserString` (or a + subclass) or an arbitrary sequence which can be converted into a string using + the built-in :func:`str` function. |