natsort
Natural sorting for python.
- Source Code: https://github.com/SethMMorton/natsort
- Downloads: https://pypi.python.org/pypi/natsort
- Documentation: http://pythonhosted.org//natsort/
Quick Description
When you try to sort a list of strings that contain numbers, the normal python sort algorithm sorts lexicographically, so you might not get the results that you expect:
>>> a = ['a2', 'a9', 'a1', 'a4', 'a10']
>>> sorted(a)
['a1', 'a10', 'a2', 'a4', 'a9']
Notice that it has the order ('1', '10', '2') - this is because the list is being sorted in lexicographical order, which sorts numbers like you would letters (i.e. 'b', 'ba', 'c').
natsort
provides a function natsorted
that helps sort lists "naturally",
either as real numbers (i.e. signed/unsigned floats or ints), or as versions.
Using natsorted
is simple:
>>> from natsort import natsorted
>>> a = ['a2', 'a9', 'a1', 'a4', 'a10']
>>> natsorted(a)
['a1', 'a2', 'a4', 'a9', 'a10']
natsorted
identifies real numbers anywhere in a string and sorts them
naturally.
Sorting version numbers is just as easy with the versorted
function:
>>> from natsort import versorted
>>> a = ['version-1.9', 'version-2.0', 'version-1.11', 'version-1.10']
>>> versorted(a)
['version-1.9', 'version-1.10', 'version-1.11', 'version-2.0']
>>> natsorted(a) # natsorted tries to sort as signed floats, so it won't work
['version-2.0', 'version-1.9', 'version-1.11', 'version-1.10']
You can also perform locale-aware sorting (or "human sorting"), where the
non-numeric characters are ordered based on their meaning, not on their
ordinal value; this can be achieved with the humansorted
function:
>>> a = ['Apple', 'Banana', 'apple', 'banana']
>>> natsorted(a)
['Apple', 'Banana', 'apple', 'banana']
>>> import locale
>>> locale.setlocale(locale.LC_ALL, 'en_US.UTF-8')
'en_US.UTF-8'
>>> from natsort import humansorted
>>> humansorted(a)
['apple', 'Apple', 'banana', 'Banana']
You may find you need to explicitly set the locale to get this to work
(as shown in the example).
Please see the following caveat
and the "Optional Dependencies" section
below before using the humansorted
function.
You can mix and match int
, float
, and str
(or unicode
) types
when you sort:
>>> a = ['4.5', 6, 2.0, '5', 'a']
>>> natsorted(a)
[2.0, '4.5', '5', 6, 'a']
>>> # On Python 2, sorted(a) would return [2.0, 6, '4.5', '5', 'a']
>>> # On Python 3, sorted(a) would raise an "unorderable types" TypeError
The natsort algorithm does other fancy things like
- recursively descend into lists of lists
- control the case-sensitivity
- sort file paths correctly
- allow custom sorting keys
- exposes a natsort_key generator to pass to list.sort
Please see the package documentation for more details, including examples and recipes.
Shell script
natsort
comes with a shell script called natsort
, or can also be called
from the command line with python -m natsort
. The command line script is
only installed onto your PATH
if you don't install via a wheel.
Requirements
natsort
requires python version 2.6 or greater
(this includes python 3.x). To run version 2.6, 3.0, or 3.1 the
argparse module is required.
Optional Dependencies
fastnumbers
The most efficient sorting can occur if you install the
fastnumbers package (it helps
with the string to number conversions.) natsort
will still run (efficiently)
without the package, but if you need to squeeze out that extra juice it is
recommended you include this as a dependency. natsort
will not require (or
check) that fastnumbers is installed
at installation.
PyICU
On some systems, Python's locale
library can be buggy (I have found this to be
the case on Mac OS X), so natsort
will use
PyICU under the hood if it is installed
on your computer; this will give more reliable results. natsort
will not
require (or check) that PyICU is installed
at installation.
Deprecation Notices
- In
natsort
version 4.0.0, thenumber_type
,signed
,exp
,as_path
, andpy3_safe
options will be removed from the (documented) API, in favor of thealg
option andns
enum. They will remain as keyword-only arguments after that (for the foreseeable future).- In
natsort
version 4.0.0, thenatsort_key
function will be removed from the public API. All future development should usenatsort_keygen
in preparation for this.- In
natsort
version 3.1.0, the shell script changed how it interpreted input; previously, all input was assumed to be a filepath, but as of 3.1.0 input is just treated as a string. For most cases the results are the same.
- As of
natsort
version 3.4.0, a--path
option has been added to force the shell script to interpret the input as filepaths.
Author
Seth M. Morton
History
These are the last three entries of the changelog. See the package documentation for the complete changelog.
01-13-2015 v. 3.5.2
- Enhancement that will convert a 'pathlib.Path' object to a 'str' if 'ns.PATH' is enabled.
09-25-2014 v. 3.5.1
- Fixed bug that caused list/tuples to fail when using 'ns.LOWECASEFIRST' or 'ns.IGNORECASE'.
- Refactored modules so that only the public API was in natsort.py and ns_enum.py.
- Refactored all import statements to be absolute, not relative.
09-02-2014 v. 3.5.0
- Added the 'alg' argument to the 'natsort' functions. This argument accepts an enum that is used to indicate the options the user wishes to use. The 'number_type', 'signed', 'exp', 'as_path', and 'py3_safe' options are being deprecated and will become (undocumented) keyword-only options in natsort version 4.0.0.
- The user can now modify how 'natsort' handles the case of non-numeric characters.
- The user can now instruct 'natsort' to use locale-aware sorting, which allows 'natsort' to perform true "human sorting".
- The humansorted convenience function has been included to make this easier.
- Updated shell script with locale functionality.