|  | .. _tut-brieftour: | 
|  |  | 
|  | ********************************** | 
|  | Brief Tour of the Standard Library | 
|  | ********************************** | 
|  |  | 
|  |  | 
|  | .. _tut-os-interface: | 
|  |  | 
|  | Operating System Interface | 
|  | ========================== | 
|  |  | 
|  | The :mod:`os` module provides dozens of functions for interacting with the | 
|  | operating system:: | 
|  |  | 
|  | >>> import os | 
|  | >>> os.getcwd()      # Return the current working directory | 
|  | 'C:\\Python36' | 
|  | >>> os.chdir('/server/accesslogs')   # Change current working directory | 
|  | >>> os.system('mkdir today')   # Run the command mkdir in the system shell | 
|  | 0 | 
|  |  | 
|  | Be sure to use the ``import os`` style instead of ``from os import *``.  This | 
|  | will keep :func:`os.open` from shadowing the built-in :func:`open` function which | 
|  | operates much differently. | 
|  |  | 
|  | .. index:: builtin: help | 
|  |  | 
|  | The built-in :func:`dir` and :func:`help` functions are useful as interactive | 
|  | aids for working with large modules like :mod:`os`:: | 
|  |  | 
|  | >>> import os | 
|  | >>> dir(os) | 
|  | <returns a list of all module functions> | 
|  | >>> help(os) | 
|  | <returns an extensive manual page created from the module's docstrings> | 
|  |  | 
|  | For daily file and directory management tasks, the :mod:`shutil` module provides | 
|  | a higher level interface that is easier to use:: | 
|  |  | 
|  | >>> import shutil | 
|  | >>> shutil.copyfile('data.db', 'archive.db') | 
|  | 'archive.db' | 
|  | >>> shutil.move('/build/executables', 'installdir') | 
|  | 'installdir' | 
|  |  | 
|  |  | 
|  | .. _tut-file-wildcards: | 
|  |  | 
|  | File Wildcards | 
|  | ============== | 
|  |  | 
|  | The :mod:`glob` module provides a function for making file lists from directory | 
|  | wildcard searches:: | 
|  |  | 
|  | >>> import glob | 
|  | >>> glob.glob('*.py') | 
|  | ['primes.py', 'random.py', 'quote.py'] | 
|  |  | 
|  |  | 
|  | .. _tut-command-line-arguments: | 
|  |  | 
|  | Command Line Arguments | 
|  | ====================== | 
|  |  | 
|  | Common utility scripts often need to process command line arguments. These | 
|  | arguments are stored in the :mod:`sys` module's *argv* attribute as a list.  For | 
|  | instance the following output results from running ``python demo.py one two | 
|  | three`` at the command line:: | 
|  |  | 
|  | >>> import sys | 
|  | >>> print(sys.argv) | 
|  | ['demo.py', 'one', 'two', 'three'] | 
|  |  | 
|  | The :mod:`getopt` module processes *sys.argv* using the conventions of the Unix | 
|  | :func:`getopt` function.  More powerful and flexible command line processing is | 
|  | provided by the :mod:`argparse` module. | 
|  |  | 
|  |  | 
|  | .. _tut-stderr: | 
|  |  | 
|  | Error Output Redirection and Program Termination | 
|  | ================================================ | 
|  |  | 
|  | The :mod:`sys` module also has attributes for *stdin*, *stdout*, and *stderr*. | 
|  | The latter is useful for emitting warnings and error messages to make them | 
|  | visible even when *stdout* has been redirected:: | 
|  |  | 
|  | >>> sys.stderr.write('Warning, log file not found starting a new one\n') | 
|  | Warning, log file not found starting a new one | 
|  |  | 
|  | The most direct way to terminate a script is to use ``sys.exit()``. | 
|  |  | 
|  |  | 
|  | .. _tut-string-pattern-matching: | 
|  |  | 
|  | String Pattern Matching | 
|  | ======================= | 
|  |  | 
|  | The :mod:`re` module provides regular expression tools for advanced string | 
|  | processing. For complex matching and manipulation, regular expressions offer | 
|  | succinct, optimized solutions:: | 
|  |  | 
|  | >>> import re | 
|  | >>> re.findall(r'\bf[a-z]*', 'which foot or hand fell fastest') | 
|  | ['foot', 'fell', 'fastest'] | 
|  | >>> re.sub(r'(\b[a-z]+) \1', r'\1', 'cat in the the hat') | 
|  | 'cat in the hat' | 
|  |  | 
|  | When only simple capabilities are needed, string methods are preferred because | 
|  | they are easier to read and debug:: | 
|  |  | 
|  | >>> 'tea for too'.replace('too', 'two') | 
|  | 'tea for two' | 
|  |  | 
|  |  | 
|  | .. _tut-mathematics: | 
|  |  | 
|  | Mathematics | 
|  | =========== | 
|  |  | 
|  | The :mod:`math` module gives access to the underlying C library functions for | 
|  | floating point math:: | 
|  |  | 
|  | >>> import math | 
|  | >>> math.cos(math.pi / 4) | 
|  | 0.70710678118654757 | 
|  | >>> math.log(1024, 2) | 
|  | 10.0 | 
|  |  | 
|  | The :mod:`random` module provides tools for making random selections:: | 
|  |  | 
|  | >>> import random | 
|  | >>> random.choice(['apple', 'pear', 'banana']) | 
|  | 'apple' | 
|  | >>> random.sample(range(100), 10)   # sampling without replacement | 
|  | [30, 83, 16, 4, 8, 81, 41, 50, 18, 33] | 
|  | >>> random.random()    # random float | 
|  | 0.17970987693706186 | 
|  | >>> random.randrange(6)    # random integer chosen from range(6) | 
|  | 4 | 
|  |  | 
|  | The :mod:`statistics` module calculates basic statistical properties | 
|  | (the mean, median, variance, etc.) of numeric data:: | 
|  |  | 
|  | >>> import statistics | 
|  | >>> data = [2.75, 1.75, 1.25, 0.25, 0.5, 1.25, 3.5] | 
|  | >>> statistics.mean(data) | 
|  | 1.6071428571428572 | 
|  | >>> statistics.median(data) | 
|  | 1.25 | 
|  | >>> statistics.variance(data) | 
|  | 1.3720238095238095 | 
|  |  | 
|  | The SciPy project <https://scipy.org> has many other modules for numerical | 
|  | computations. | 
|  |  | 
|  | .. _tut-internet-access: | 
|  |  | 
|  | Internet Access | 
|  | =============== | 
|  |  | 
|  | There are a number of modules for accessing the internet and processing internet | 
|  | protocols. Two of the simplest are :mod:`urllib.request` for retrieving data | 
|  | from URLs and :mod:`smtplib` for sending mail:: | 
|  |  | 
|  | >>> from urllib.request import urlopen | 
|  | >>> with urlopen('http://tycho.usno.navy.mil/cgi-bin/timer.pl') as response: | 
|  | ...     for line in response: | 
|  | ...         line = line.decode('utf-8')  # Decoding the binary data to text. | 
|  | ...         if 'EST' in line or 'EDT' in line:  # look for Eastern Time | 
|  | ...             print(line) | 
|  |  | 
|  | <BR>Nov. 25, 09:43:32 PM EST | 
|  |  | 
|  | >>> import smtplib | 
|  | >>> server = smtplib.SMTP('localhost') | 
|  | >>> server.sendmail('soothsayer@example.org', 'jcaesar@example.org', | 
|  | ... """To: jcaesar@example.org | 
|  | ... From: soothsayer@example.org | 
|  | ... | 
|  | ... Beware the Ides of March. | 
|  | ... """) | 
|  | >>> server.quit() | 
|  |  | 
|  | (Note that the second example needs a mailserver running on localhost.) | 
|  |  | 
|  |  | 
|  | .. _tut-dates-and-times: | 
|  |  | 
|  | Dates and Times | 
|  | =============== | 
|  |  | 
|  | The :mod:`datetime` module supplies classes for manipulating dates and times in | 
|  | both simple and complex ways. While date and time arithmetic is supported, the | 
|  | focus of the implementation is on efficient member extraction for output | 
|  | formatting and manipulation.  The module also supports objects that are timezone | 
|  | aware. :: | 
|  |  | 
|  | >>> # dates are easily constructed and formatted | 
|  | >>> from datetime import date | 
|  | >>> now = date.today() | 
|  | >>> now | 
|  | datetime.date(2003, 12, 2) | 
|  | >>> now.strftime("%m-%d-%y. %d %b %Y is a %A on the %d day of %B.") | 
|  | '12-02-03. 02 Dec 2003 is a Tuesday on the 02 day of December.' | 
|  |  | 
|  | >>> # dates support calendar arithmetic | 
|  | >>> birthday = date(1964, 7, 31) | 
|  | >>> age = now - birthday | 
|  | >>> age.days | 
|  | 14368 | 
|  |  | 
|  |  | 
|  | .. _tut-data-compression: | 
|  |  | 
|  | Data Compression | 
|  | ================ | 
|  |  | 
|  | Common data archiving and compression formats are directly supported by modules | 
|  | including: :mod:`zlib`, :mod:`gzip`, :mod:`bz2`, :mod:`lzma`, :mod:`zipfile` and | 
|  | :mod:`tarfile`. :: | 
|  |  | 
|  | >>> import zlib | 
|  | >>> s = b'witch which has which witches wrist watch' | 
|  | >>> len(s) | 
|  | 41 | 
|  | >>> t = zlib.compress(s) | 
|  | >>> len(t) | 
|  | 37 | 
|  | >>> zlib.decompress(t) | 
|  | b'witch which has which witches wrist watch' | 
|  | >>> zlib.crc32(s) | 
|  | 226805979 | 
|  |  | 
|  |  | 
|  | .. _tut-performance-measurement: | 
|  |  | 
|  | Performance Measurement | 
|  | ======================= | 
|  |  | 
|  | Some Python users develop a deep interest in knowing the relative performance of | 
|  | different approaches to the same problem. Python provides a measurement tool | 
|  | that answers those questions immediately. | 
|  |  | 
|  | For example, it may be tempting to use the tuple packing and unpacking feature | 
|  | instead of the traditional approach to swapping arguments. The :mod:`timeit` | 
|  | module quickly demonstrates a modest performance advantage:: | 
|  |  | 
|  | >>> from timeit import Timer | 
|  | >>> Timer('t=a; a=b; b=t', 'a=1; b=2').timeit() | 
|  | 0.57535828626024577 | 
|  | >>> Timer('a,b = b,a', 'a=1; b=2').timeit() | 
|  | 0.54962537085770791 | 
|  |  | 
|  | In contrast to :mod:`timeit`'s fine level of granularity, the :mod:`profile` and | 
|  | :mod:`pstats` modules provide tools for identifying time critical sections in | 
|  | larger blocks of code. | 
|  |  | 
|  |  | 
|  | .. _tut-quality-control: | 
|  |  | 
|  | Quality Control | 
|  | =============== | 
|  |  | 
|  | One approach for developing high quality software is to write tests for each | 
|  | function as it is developed and to run those tests frequently during the | 
|  | development process. | 
|  |  | 
|  | The :mod:`doctest` module provides a tool for scanning a module and validating | 
|  | tests embedded in a program's docstrings.  Test construction is as simple as | 
|  | cutting-and-pasting a typical call along with its results into the docstring. | 
|  | This improves the documentation by providing the user with an example and it | 
|  | allows the doctest module to make sure the code remains true to the | 
|  | documentation:: | 
|  |  | 
|  | def average(values): | 
|  | """Computes the arithmetic mean of a list of numbers. | 
|  |  | 
|  | >>> print(average([20, 30, 70])) | 
|  | 40.0 | 
|  | """ | 
|  | return sum(values) / len(values) | 
|  |  | 
|  | import doctest | 
|  | doctest.testmod()   # automatically validate the embedded tests | 
|  |  | 
|  | The :mod:`unittest` module is not as effortless as the :mod:`doctest` module, | 
|  | but it allows a more comprehensive set of tests to be maintained in a separate | 
|  | file:: | 
|  |  | 
|  | import unittest | 
|  |  | 
|  | class TestStatisticalFunctions(unittest.TestCase): | 
|  |  | 
|  | def test_average(self): | 
|  | self.assertEqual(average([20, 30, 70]), 40.0) | 
|  | self.assertEqual(round(average([1, 5, 7]), 1), 4.3) | 
|  | with self.assertRaises(ZeroDivisionError): | 
|  | average([]) | 
|  | with self.assertRaises(TypeError): | 
|  | average(20, 30, 70) | 
|  |  | 
|  | unittest.main()  # Calling from the command line invokes all tests | 
|  |  | 
|  |  | 
|  | .. _tut-batteries-included: | 
|  |  | 
|  | Batteries Included | 
|  | ================== | 
|  |  | 
|  | Python has a "batteries included" philosophy.  This is best seen through the | 
|  | sophisticated and robust capabilities of its larger packages. For example: | 
|  |  | 
|  | * The :mod:`xmlrpc.client` and :mod:`xmlrpc.server` modules make implementing | 
|  | remote procedure calls into an almost trivial task.  Despite the modules | 
|  | names, no direct knowledge or handling of XML is needed. | 
|  |  | 
|  | * The :mod:`email` package is a library for managing email messages, including | 
|  | MIME and other RFC 2822-based message documents. Unlike :mod:`smtplib` and | 
|  | :mod:`poplib` which actually send and receive messages, the email package has | 
|  | a complete toolset for building or decoding complex message structures | 
|  | (including attachments) and for implementing internet encoding and header | 
|  | protocols. | 
|  |  | 
|  | * The :mod:`json` package provides robust support for parsing this | 
|  | popular data interchange format.  The :mod:`csv` module supports | 
|  | direct reading and writing of files in Comma-Separated Value format, | 
|  | commonly supported by databases and spreadsheets.  XML processing is | 
|  | supported by the :mod:`xml.etree.ElementTree`, :mod:`xml.dom` and | 
|  | :mod:`xml.sax` packages. Together, these modules and packages | 
|  | greatly simplify data interchange between Python applications and | 
|  | other tools. | 
|  |  | 
|  | * The :mod:`sqlite3` module is a wrapper for the SQLite database | 
|  | library, providing a persistent database that can be updated and | 
|  | accessed using slightly nonstandard SQL syntax. | 
|  |  | 
|  | * Internationalization is supported by a number of modules including | 
|  | :mod:`gettext`, :mod:`locale`, and the :mod:`codecs` package. |