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authorRaymond Hettinger <python@rcn.com>2009-01-14 02:20:07 (GMT)
committerRaymond Hettinger <python@rcn.com>2009-01-14 02:20:07 (GMT)
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Issue #1696199: Add collections.Counter().
Forward port from Py2.7.
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diff --git a/Doc/library/collections.rst b/Doc/library/collections.rst
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@@ -140,6 +140,140 @@ Notes on using :class:`Set` and :class:`MutableSet` as a mixin:
(For more about ABCs, see the :mod:`abc` module and :pep:`3119`.)
+.. _counter-objects:
+
+:class:`Counter` objects
+------------------------
+
+A counter tool is provided to support convenient and rapid tallies.
+For example::
+
+ # Tally repeated words in a list
+ >>> words = ['red', 'blue', 'red', 'green', 'blue', 'blue']
+ >>> cnt = Counter()
+ >>> for word in words:
+ ... cnt[word] += 1
+ >>> cnt
+ Counter({'blue': 3, 'red': 2, 'green': 1})
+
+ # Find the ten most common words in Hamlet
+ >>> import re
+ >>> words = re.findall('\w+', open('hamlet.txt').read().lower())
+ >>> Counter(hamlet_words).most_common(10)
+ [('the', 1143), ('and', 966), ('to', 762), ('of', 669), ('i', 631),
+ ('you', 554), ('a', 546), ('my', 514), ('hamlet', 471), ('in', 451)]
+
+.. class:: Counter([iterable-or-mapping])
+
+ A :class:`Counter` is a :class:`dict` subclass for counting hashable items.
+ 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)::
+
+ >>> 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
+
+ The returned object has a dictionary style interface except that it returns
+ a zero count for missing items (instead of raising a :exc:`KeyError` like a
+ dictionary would)::
+
+ >>> c = Counter(['egg', 'ham'])
+ >>> c['bacon'] # count of a missing element is zero
+ 0
+
+ Assigning a count of zero or reducing the count to zero leaves the
+ element in the dictionary. Use ``del`` to remove the entry entirely:
+
+ >>> c = Counter(['arthur', 'gwain'])
+ >>> c['arthur'] = 0 # set the count of 'arthur' to zero
+ >>> 'arthur' in c # but 'arthur' is still in the counter
+ True
+ >>> del c['arthur'] # del will completely remove the entry
+
+ .. versionadded:: 2.7
+
+
+ Counter objects support two methods beyond those available for all
+ dictionaries:
+
+ .. 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 has been
+ set to zero or a negative number, :meth:`elements` will ignore it.
+
+ >>> c = Counter({'a': 4, 'b': 2, 'd': 0, 'e': -2})
+ >>> list(c.elements())
+ ['a', 'a', 'a', 'a', 'b', 'b']
+
+ .. 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 or is ``None``,
+ return a list of all element counts in decreasing order of frequency.
+ Elements with equal counts are ordered arbitrarily::
+
+ >>> Counter('abracadabra').most_common(3)
+ [('a', 5), ('r', 2), ('b', 2)]
+
+ The usual dictionary methods are available for :class:`Counter` objects.
+ All of those work the same as they do for dictionaries except for two
+ which work differently for counters.
+
+ .. method:: fromkeys(iterable)
+
+ There is no equivalent class method for :class:`Counter` objects.
+ Raises a :exc:`NotImplementedError` when called.
+
+ .. method:: update([iterable-or-mapping])
+
+ Like :meth:`dict.update` but adds-in counts instead of replacing them.
+
+ Elements are counted from an *iterable* or added-in from another
+ *mapping* (or counter)::
+
+ >>> c = Counter('which')
+ >>> c.update('witch') # add elements from another iterable
+ >>> d = Counter('watch')
+ >>> c.update(d) # add elements from another counter
+ >>> c['h'] # four 'h' in which, witch, and watch
+ 4
+
+Common patterns for working with :class:`Counter` objects::
+
+ sum(c.values()) # total of all counts
+ c.clear() # reset all counts
+ list(c) # list unique elements
+ set(c) # convert to a set
+ dict(c) # convert to a regular dictionary
+ c.items() # convert to a list of (elem, cnt) pairs
+ Counter(dict(list_of_pairs)) # convert from a list of (elem, cnt) pairs
+ c.most_common()[:-n:-1] # n least common elements
+
+**References**:
+
+* Wikipedia entry for `Multisets <http://en.wikipedia.org/wiki/Multiset>`_
+
+* `Bag class <http://www.gnu.org/software/smalltalk/manual-base/html_node/Bag.html>`_
+ in Smalltalk
+* `C++ multisets <http://www.demo2s.com/Tutorial/Cpp/0380__set-multiset/Catalog0380__set-multiset.htm>`_
+ tutorial with standalone examples
+
+* An early Python `Bag <http://code.activestate.com/recipes/259174/>`_ recipe
+ for Python 2.4 and a `Counter <http://code.activestate.com/recipes/576611/>`_
+ comformant recipe for Python 2.5 and later
+
+* Use cases for multisets and mathematical operations on multisets.
+ Knuth, Donald. The Art of Computer Programming Volume II,
+ Section 4.6.3, Exercise 19
+
+
+
.. _deque-objects:
:class:`deque` objects