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<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd"> <html xmlns="http://www.w3.org/1999/xhtml"> <head> <meta http-equiv="Content-Type" content="text/html; charset=utf-8" /> <title>Sorting HOW TO — Python 2.7.5 documentation</title> <link rel="stylesheet" href="../_static/default.css" type="text/css" /> <link rel="stylesheet" href="../_static/pygments.css" type="text/css" /> <script type="text/javascript"> var DOCUMENTATION_OPTIONS = { URL_ROOT: '../', VERSION: '2.7.5', COLLAPSE_INDEX: false, FILE_SUFFIX: '.html', HAS_SOURCE: true }; </script> <script type="text/javascript" src="../_static/jquery.js"></script> <script type="text/javascript" src="../_static/underscore.js"></script> <script type="text/javascript" src="../_static/doctools.js"></script> <script type="text/javascript" src="../_static/sidebar.js"></script> <link rel="search" type="application/opensearchdescription+xml" title="Search within Python 2.7.5 documentation" href="../_static/opensearch.xml"/> <link rel="author" title="About these documents" href="../about.html" /> <link rel="copyright" title="Copyright" href="../copyright.html" /> <link rel="top" title="Python 2.7.5 documentation" href="../index.html" /> <link rel="up" title="Python HOWTOs" href="index.html" /> <link rel="next" title="Unicode HOWTO" href="unicode.html" /> <link rel="prev" title="Socket Programming HOWTO" href="sockets.html" /> <link rel="shortcut icon" type="image/png" href="../_static/py.png" /> <script type="text/javascript" src="../_static/copybutton.js"></script> </head> <body> <div class="related"> <h3>Navigation</h3> <ul> <li class="right" style="margin-right: 10px"> <a href="../genindex.html" title="General Index" accesskey="I">index</a></li> <li class="right" > <a href="../py-modindex.html" title="Python Module Index" >modules</a> |</li> <li class="right" > <a href="unicode.html" title="Unicode HOWTO" accesskey="N">next</a> |</li> <li class="right" > <a href="sockets.html" title="Socket Programming HOWTO" accesskey="P">previous</a> |</li> <li><img src="../_static/py.png" alt="" style="vertical-align: middle; margin-top: -1px"/></li> <li><a href="http://www.python.org/">Python</a> »</li> <li> <a href="../index.html">Python 2.7.5 documentation</a> » </li> <li><a href="index.html" accesskey="U">Python HOWTOs</a> »</li> </ul> </div> <div class="document"> <div class="documentwrapper"> <div class="bodywrapper"> <div class="body"> <div class="section" id="sorting-how-to"> <h1>Sorting HOW TO<a class="headerlink" href="#sorting-how-to" title="Permalink to this headline">¶</a></h1> <table class="docutils field-list" frame="void" rules="none"> <col class="field-name" /> <col class="field-body" /> <tbody valign="top"> <tr class="field-odd field"><th class="field-name">Author:</th><td class="field-body">Andrew Dalke and Raymond Hettinger</td> </tr> <tr class="field-even field"><th class="field-name">Release:</th><td class="field-body">0.1</td> </tr> </tbody> </table> Python lists have a built-in <tt class="xref py py-meth docutils literal">list.sort()</tt> method that modifies the list in-place. There is also a <a class="reference internal" href="../library/functions.html#sorted" title="sorted"><tt class="xref py py-func docutils literal">sorted()</tt></a> built-in function that builds a new sorted list from an iterable. In this document, we explore the various techniques for sorting data using Python. <div class="section" id="sorting-basics"> <h2>Sorting Basics<a class="headerlink" href="#sorting-basics" title="Permalink to this headline">¶</a></h2> A simple ascending sort is very easy: just call the <a class="reference internal" href="../library/functions.html#sorted" title="sorted"><tt class="xref py py-func docutils literal">sorted()</tt></a> function. It returns a new sorted list: <div class="highlight-python"><div class="highlight"><pre>>>> sorted([5, 2, 3, 1, 4]) [1, 2, 3, 4, 5] </pre></div> </div> You can also use the <tt class="xref py py-meth docutils literal">list.sort()</tt> method of a list. It modifies the list in-place (and returns None to avoid confusion). Usually it’s less convenient than <a class="reference internal" href="../library/functions.html#sorted" title="sorted"><tt class="xref py py-func docutils literal">sorted()</tt></a> - but if you don’t need the original list, it’s slightly more efficient. <div class="highlight-python"><div class="highlight"><pre>>>> a = [5, 2, 3, 1, 4] >>> a.sort() >>> a [1, 2, 3, 4, 5] </pre></div> </div> Another difference is that the <tt class="xref py py-meth docutils literal">list.sort()</tt> method is only defined for lists. In contrast, the <a class="reference internal" href="../library/functions.html#sorted" title="sorted"><tt class="xref py py-func docutils literal">sorted()</tt></a> function accepts any iterable. <div class="highlight-python"><div class="highlight"><pre>>>> sorted({1: 'D', 2: 'B', 3: 'B', 4: 'E', 5: 'A'}) [1, 2, 3, 4, 5] </pre></div> </div> </div> <div class="section" id="key-functions"> <h2>Key Functions<a class="headerlink" href="#key-functions" title="Permalink to this headline">¶</a></h2> Starting with Python 2.4, both <tt class="xref py py-meth docutils literal">list.sort()</tt> and <a class="reference internal" href="../library/functions.html#sorted" title="sorted"><tt class="xref py py-func docutils literal">sorted()</tt></a> added a key parameter to specify a function to be called on each list element prior to making comparisons. For example, here’s a case-insensitive string comparison: <div class="highlight-python"><div class="highlight"><pre>>>> sorted("This is a test string from Andrew".split(), key=str.lower) ['a', 'Andrew', 'from', 'is', 'string', 'test', 'This'] </pre></div> </div> The value of the key parameter should be a function that takes a single argument and returns a key to use for sorting purposes. This technique is fast because the key function is called exactly once for each input record. A common pattern is to sort complex objects using some of the object’s indices as keys. For example: <div class="highlight-python"><div class="highlight"><pre>>>> student_tuples = [ ('john', 'A', 15), ('jane', 'B', 12), ('dave', 'B', 10), ] >>> sorted(student_tuples, key=lambda student: student[2]) # sort by age [('dave', 'B', 10), ('jane', 'B', 12), ('john', 'A', 15)] </pre></div> </div> The same technique works for objects with named attributes. For example: <div class="highlight-python"><div class="highlight"><pre>>>> class Student: def __init__(self, name, grade, age): self.name = name self.grade = grade self.age = age def __repr__(self): return repr((self.name, self.grade, self.age)) </pre></div> </div> <div class="highlight-python"><div class="highlight"><pre>>>> student_objects = [ Student('john', 'A', 15), Student('jane', 'B', 12), Student('dave', 'B', 10), ] >>> sorted(student_objects, key=lambda student: student.age) # sort by age [('dave', 'B', 10), ('jane', 'B', 12), ('john', 'A', 15)] </pre></div> </div> </div> <div class="section" id="operator-module-functions"> <h2>Operator Module Functions<a class="headerlink" href="#operator-module-functions" title="Permalink to this headline">¶</a></h2> The key-function patterns shown above are very common, so Python provides convenience functions to make accessor functions easier and faster. The operator module has <a class="reference internal" href="../library/operator.html#operator.itemgetter" title="operator.itemgetter"><tt class="xref py py-func docutils literal">operator.itemgetter()</tt></a>, <a class="reference internal" href="../library/operator.html#operator.attrgetter" title="operator.attrgetter"><tt class="xref py py-func docutils literal">operator.attrgetter()</tt></a>, and starting in Python 2.5 a <a class="reference internal" href="../library/operator.html#operator.methodcaller" title="operator.methodcaller"><tt class="xref py py-func docutils literal">operator.methodcaller()</tt></a> function. Using those functions, the above examples become simpler and faster: <div class="highlight-python"><div class="highlight"><pre>>>> from operator import itemgetter, attrgetter </pre></div> </div> <div class="highlight-python"><div class="highlight"><pre>>>> sorted(student_tuples, key=itemgetter(2)) [('dave', 'B', 10), ('jane', 'B', 12), ('john', 'A', 15)] </pre></div> </div> <div class="highlight-python"><div class="highlight"><pre>>>> sorted(student_objects, key=attrgetter('age')) [('dave', 'B', 10), ('jane', 'B', 12), ('john', 'A', 15)] </pre></div> </div> The operator module functions allow multiple levels of sorting. For example, to sort by grade then by age: <div class="highlight-python"><div class="highlight"><pre>>>> sorted(student_tuples, key=itemgetter(1,2)) [('john', 'A', 15), ('dave', 'B', 10), ('jane', 'B', 12)] </pre></div> </div> <div class="highlight-python"><div class="highlight"><pre>>>> sorted(student_objects, key=attrgetter('grade', 'age')) [('john', 'A', 15), ('dave', 'B', 10), ('jane', 'B', 12)] </pre></div> </div> The <a class="reference internal" href="../library/operator.html#operator.methodcaller" title="operator.methodcaller"><tt class="xref py py-func docutils literal">operator.methodcaller()</tt></a> function makes method calls with fixed parameters for each object being sorted. For example, the <a class="reference internal" href="../library/stdtypes.html#str.count" title="str.count"><tt class="xref py py-meth docutils literal">str.count()</tt></a> method could be used to compute message priority by counting the number of exclamation marks in a message: <div class="highlight-python"><div class="highlight"><pre>>>> messages = ['critical!!!', 'hurry!', 'standby', 'immediate!!'] >>> sorted(messages, key=methodcaller('count', '!')) ['standby', 'hurry!', 'immediate!!', 'critical!!!'] </pre></div> </div> </div> <div class="section" id="ascending-and-descending"> <h2>Ascending and Descending<a class="headerlink" href="#ascending-and-descending" title="Permalink to this headline">¶</a></h2> Both <tt class="xref py py-meth docutils literal">list.sort()</tt> and <a class="reference internal" href="../library/functions.html#sorted" title="sorted"><tt class="xref py py-func docutils literal">sorted()</tt></a> accept a reverse parameter with a boolean value. This is used to flag descending sorts. For example, to get the student data in reverse age order: <div class="highlight-python"><div class="highlight"><pre>>>> sorted(student_tuples, key=itemgetter(2), reverse=True) [('john', 'A', 15), ('jane', 'B', 12), ('dave', 'B', 10)] </pre></div> </div> <div class="highlight-python"><div class="highlight"><pre>>>> sorted(student_objects, key=attrgetter('age'), reverse=True) [('john', 'A', 15), ('jane', 'B', 12), ('dave', 'B', 10)] </pre></div> </div> </div> <div class="section" id="sort-stability-and-complex-sorts"> <h2>Sort Stability and Complex Sorts<a class="headerlink" href="#sort-stability-and-complex-sorts" title="Permalink to this headline">¶</a></h2> Starting with Python 2.2, sorts are guaranteed to be <a class="reference external" href="http://en.wikipedia.org/wiki/Sorting_algorithm#Stability">stable</a>. That means that when multiple records have the same key, their original order is preserved. <div class="highlight-python"><div class="highlight"><pre>>>> data = [('red', 1), ('blue', 1), ('red', 2), ('blue', 2)] >>> sorted(data, key=itemgetter(0)) [('blue', 1), ('blue', 2), ('red', 1), ('red', 2)] </pre></div> </div> Notice how the two records for blue retain their original order so that <tt class="docutils literal">('blue', 1)</tt> is guaranteed to precede <tt class="docutils literal">('blue', 2)</tt>. This wonderful property lets you build complex sorts in a series of sorting steps. For example, to sort the student data by descending grade and then ascending age, do the age sort first and then sort again using grade: <div class="highlight-python"><div class="highlight"><pre>>>> s = sorted(student_objects, key=attrgetter('age')) # sort on secondary key >>> sorted(s, key=attrgetter('grade'), reverse=True) # now sort on primary key, descending [('dave', 'B', 10), ('jane', 'B', 12), ('john', 'A', 15)] </pre></div> </div> The <a class="reference external" href="http://en.wikipedia.org/wiki/Timsort">Timsort</a> algorithm used in Python does multiple sorts efficiently because it can take advantage of any ordering already present in a dataset. </div> <div class="section" id="the-old-way-using-decorate-sort-undecorate"> <h2>The Old Way Using Decorate-Sort-Undecorate<a class="headerlink" href="#the-old-way-using-decorate-sort-undecorate" title="Permalink to this headline">¶</a></h2> This idiom is called Decorate-Sort-Undecorate after its three steps: <ul class="simple"> <li>First, the initial list is decorated with new values that control the sort order.</li> <li>Second, the decorated list is sorted.</li> <li>Finally, the decorations are removed, creating a list that contains only the initial values in the new order.</li> </ul> For example, to sort the student data by grade using the DSU approach: <div class="highlight-python"><div class="highlight"><pre>>>> decorated = [(student.grade, i, student) for i, student in enumerate(student_objects)] >>> decorated.sort() >>> [student for grade, i, student in decorated] # undecorate [('john', 'A', 15), ('jane', 'B', 12), ('dave', 'B', 10)] </pre></div> </div> This idiom works because tuples are compared lexicographically; the first items are compared; if they are the same then the second items are compared, and so on. It is not strictly necessary in all cases to include the index i in the decorated list, but including it gives two benefits: <ul class="simple"> <li>The sort is stable – if two items have the same key, their order will be preserved in the sorted list.</li> <li>The original items do not have to be comparable because the ordering of the decorated tuples will be determined by at most the first two items. So for example the original list could contain complex numbers which cannot be sorted directly.</li> </ul> Another name for this idiom is <a class="reference external" href="http://en.wikipedia.org/wiki/Schwartzian_transform">Schwartzian transform</a>, after Randal L. Schwartz, who popularized it among Perl programmers. For large lists and lists where the comparison information is expensive to calculate, and Python versions before 2.4, DSU is likely to be the fastest way to sort the list. For 2.4 and later, key functions provide the same functionality. </div> <div class="section" id="the-old-way-using-the-cmp-parameter"> <h2>The Old Way Using the cmp Parameter<a class="headerlink" href="#the-old-way-using-the-cmp-parameter" title="Permalink to this headline">¶</a></h2> Many constructs given in this HOWTO assume Python 2.4 or later. Before that, there was no <a class="reference internal" href="../library/functions.html#sorted" title="sorted"><tt class="xref py py-func docutils literal">sorted()</tt></a> builtin and <tt class="xref py py-meth docutils literal">list.sort()</tt> took no keyword arguments. Instead, all of the Py2.x versions supported a cmp parameter to handle user specified comparison functions. In Python 3, the cmp parameter was removed entirely (as part of a larger effort to simplify and unify the language, eliminating the conflict between rich comparisons and the <a class="reference internal" href="../reference/datamodel.html#object.__cmp__" title="object.__cmp__"><tt class="xref py py-meth docutils literal">__cmp__()</tt></a> magic method). In Python 2, <tt class="xref py py-meth docutils literal">sort()</tt> allowed an optional function which can be called for doing the comparisons. That function should take two arguments to be compared and then return a negative value for less-than, return zero if they are equal, or return a positive value for greater-than. For example, we can do: <div class="highlight-python"><div class="highlight"><pre>>>> def numeric_compare(x, y): return x - y >>> sorted([5, 2, 4, 1, 3], cmp=numeric_compare) [1, 2, 3, 4, 5] </pre></div> </div> Or you can reverse the order of comparison with: <div class="highlight-python"><div class="highlight"><pre>>>> def reverse_numeric(x, y): return y - x >>> sorted([5, 2, 4, 1, 3], cmp=reverse_numeric) [5, 4, 3, 2, 1] </pre></div> </div> When porting code from Python 2.x to 3.x, the situation can arise when you have the user supplying a comparison function and you need to convert that to a key function. The following wrapper makes that easy to do: <div class="highlight-python"><div class="highlight"><pre>def cmp_to_key(mycmp): 'Convert a cmp= function into a key= function' class K(object): def __init__(self, obj, *args): self.obj = obj def __lt__(self, other): return mycmp(self.obj, other.obj) < 0 def __gt__(self, other): return mycmp(self.obj, other.obj) > 0 def __eq__(self, other): return mycmp(self.obj, other.obj) == 0 def __le__(self, other): return mycmp(self.obj, other.obj) <= 0 def __ge__(self, other): return mycmp(self.obj, other.obj) >= 0 def __ne__(self, other): return mycmp(self.obj, other.obj) != 0 return K </pre></div> </div> To convert to a key function, just wrap the old comparison function: <div class="highlight-python"><div class="highlight"><pre>>>> sorted([5, 2, 4, 1, 3], key=cmp_to_key(reverse_numeric)) [5, 4, 3, 2, 1] </pre></div> </div> In Python 2.7, the <a class="reference internal" href="../library/functools.html#functools.cmp_to_key" title="functools.cmp_to_key"><tt class="xref py py-func docutils literal">functools.cmp_to_key()</tt></a> function was added to the functools module. </div> <div class="section" id="odd-and-ends"> <h2>Odd and Ends<a class="headerlink" href="#odd-and-ends" title="Permalink to this headline">¶</a></h2> <ul> <li>For locale aware sorting, use <a class="reference internal" href="../library/locale.html#locale.strxfrm" title="locale.strxfrm"><tt class="xref py py-func docutils literal">locale.strxfrm()</tt></a> for a key function or <a class="reference internal" href="../library/locale.html#locale.strcoll" title="locale.strcoll"><tt class="xref py py-func docutils literal">locale.strcoll()</tt></a> for a comparison function. </li> <li>The reverse parameter still maintains sort stability (so that records with equal keys retain their original order). Interestingly, that effect can be simulated without the parameter by using the builtin <a class="reference internal" href="../library/functions.html#reversed" title="reversed"><tt class="xref py py-func docutils literal">reversed()</tt></a> function twice: <div class="highlight-python"><div class="highlight"><pre>>>> data = [('red', 1), ('blue', 1), ('red', 2), ('blue', 2)] >>> assert sorted(data, reverse=True) == list(reversed(sorted(reversed(data)))) </pre></div> </div> </li> <li>To create a standard sort order for a class, just add the appropriate rich comparison methods: <div class="highlight-python"><div class="highlight"><pre>>>> Student.__eq__ = lambda self, other: self.age == other.age >>> Student.__ne__ = lambda self, other: self.age != other.age >>> Student.__lt__ = lambda self, other: self.age < other.age >>> Student.__le__ = lambda self, other: self.age <= other.age >>> Student.__gt__ = lambda self, other: self.age > other.age >>> Student.__ge__ = lambda self, other: self.age >= other.age >>> sorted(student_objects) [('dave', 'B', 10), ('jane', 'B', 12), ('john', 'A', 15)] </pre></div> </div> For general purpose comparisons, the recommended approach is to define all six rich comparison operators. The <a class="reference internal" href="../library/functools.html#functools.total_ordering" title="functools.total_ordering"><tt class="xref py py-func docutils literal">functools.total_ordering()</tt></a> class decorator makes this easy to implement. </li> <li>Key functions need not depend directly on the objects being sorted. A key function can also access external resources. For instance, if the student grades are stored in a dictionary, they can be used to sort a separate list of student names: <div class="highlight-python"><div class="highlight"><pre>>>> students = ['dave', 'john', 'jane'] >>> grades = {'john': 'F', 'jane':'A', 'dave': 'C'} >>> sorted(students, key=grades.__getitem__) ['jane', 'dave', 'john'] </pre></div> </div> </li> </ul> </div> </div> </div> </div> </div> <div class="sphinxsidebar"> <div class="sphinxsidebarwrapper"> <h3><a href="../contents.html">Table Of Contents</a></h3> <ul> <li><a class="reference internal" href="#">Sorting HOW TO</a><ul> <li><a class="reference internal" href="#sorting-basics">Sorting Basics</a></li> <li><a class="reference internal" href="#key-functions">Key Functions</a></li> <li><a class="reference internal" href="#operator-module-functions">Operator Module Functions</a></li> <li><a class="reference internal" href="#ascending-and-descending">Ascending and Descending</a></li> <li><a class="reference internal" href="#sort-stability-and-complex-sorts">Sort Stability and Complex Sorts</a></li> <li><a class="reference internal" href="#the-old-way-using-decorate-sort-undecorate">The Old Way Using Decorate-Sort-Undecorate</a></li> <li><a class="reference internal" href="#the-old-way-using-the-cmp-parameter">The Old Way Using the cmp Parameter</a></li> <li><a class="reference internal" href="#odd-and-ends">Odd and Ends</a></li> </ul> </li> </ul> <h4>Previous topic</h4> <a href="sockets.html" title="previous chapter">Socket Programming HOWTO</a> <h4>Next topic</h4> <a href="unicode.html" title="next chapter">Unicode HOWTO</a> <h3>This Page</h3> <ul class="this-page-menu"> <li><a href="../bugs.html">Report a Bug</a></li> <li><a href="../_sources/howto/sorting.txt" rel="nofollow">Show Source</a></li> </ul> <div id="searchbox" style="display: none"> <h3>Quick search</h3> <form class="search" action="../search.html" method="get"> <input type="text" name="q" /> <input type="submit" value="Go" /> <input type="hidden" name="check_keywords" value="yes" /> <input type="hidden" name="area" value="default" /> </form> Enter search terms or a module, class or function name. </div> <script type="text/javascript">$('#searchbox').show(0);</script> </div> </div> <div class="clearer"></div> </div> <div class="related"> <h3>Navigation</h3> <ul> <li class="right" style="margin-right: 10px"> <a href="../genindex.html" title="General Index" >index</a></li> <li class="right" > <a href="../py-modindex.html" title="Python Module Index" >modules</a> |</li> <li class="right" > <a href="unicode.html" title="Unicode HOWTO" >next</a> |</li> <li class="right" > <a href="sockets.html" title="Socket Programming HOWTO" >previous</a> |</li> <li><img src="../_static/py.png" alt="" style="vertical-align: middle; margin-top: -1px"/></li> <li><a href="http://www.python.org/">Python</a> »</li> <li> <a href="../index.html">Python 2.7.5 documentation</a> » </li> <li><a href="index.html" >Python HOWTOs</a> »</li> </ul> </div> <div class="footer"> © <a href="../copyright.html">Copyright</a> 1990-2019, Python Software Foundation. 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