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authorRaymond Hettinger <python@rcn.com>2012-06-10 02:15:26 (GMT)
committerRaymond Hettinger <python@rcn.com>2012-06-10 02:15:26 (GMT)
commit7929cfb18c54652133100f3209d5a6496f659ef1 (patch)
treefd1d4b281b2e1c724d5b13d1c18738ae16adbda0 /Doc/library/collections.rst
parent80ed4d47746ba48109c7c0f49877102521af93c8 (diff)
downloadcpython-7929cfb18c54652133100f3209d5a6496f659ef1.zip
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Note that the _asdict() method is outdated
Diffstat (limited to 'Doc/library/collections.rst')
-rw-r--r--Doc/library/collections.rst949
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.