Python is a
high-level
High-level and low-level, as technical terms, are used to classify, describe and point to specific goals of a systematic operation; and are applied in a wide range of contexts, such as, for instance, in domains as widely varied as computer scienc ...
,
general-purpose programming language. Its design philosophy emphasizes
code readability
Computer programming is the process of performing a particular computation (or more generally, accomplishing a specific computing result), usually by designing and building an executable computer program. Programming involves tasks such as an ...
with the use of
significant indentation.
Python is
dynamically-typed
In computer programming, a type system is a logical system comprising a set of rules that assigns a property called a type to every "term" (a word, phrase, or other set of symbols). Usually the terms are various constructs of a computer progra ...
and
garbage-collected. It supports multiple
programming paradigms, including
structured (particularly
procedural),
object-oriented
Object-oriented programming (OOP) is a programming paradigm based on the concept of "objects", which can contain data and code. The data is in the form of fields (often known as attributes or ''properties''), and the code is in the form of pro ...
and
functional programming
In computer science, functional programming is a programming paradigm where programs are constructed by Function application, applying and Function composition (computer science), composing Function (computer science), functions. It is a declar ...
. It is often described as a "batteries included" language due to its comprehensive
standard library
In computer programming, a standard library is the library made available across implementations of a programming language. These libraries are conventionally described in programming language specifications; however, contents of a language's as ...
.
Guido van Rossum began working on Python in the late 1980s as a successor to the
ABC programming language and first released it in 1991 as Python 0.9.0. Python 2.0 was released in 2000 and introduced new features such as
list comprehensions,
cycle-detecting garbage collection,
reference counting
In computer science, reference counting is a programming technique of storing the number of references, pointers, or handles to a resource, such as an object, a block of memory, disk space, and others.
In garbage collection algorithms, referenc ...
, and
Unicode
Unicode, formally The Unicode Standard,The formal version reference is is an information technology Technical standard, standard for the consistent character encoding, encoding, representation, and handling of Character (computing), text expre ...
support. Python 3.0, released in 2008, was a major revision that is not completely
backward-compatible with earlier versions. Python 2 was discontinued with version 2.7.18 in 2020.
Python consistently ranks as one of the most popular programming languages.
History

Python was conceived in the late 1980s
by
Guido van Rossum at
Centrum Wiskunde & Informatica
The (abbr. CWI; English: "National Research Institute for Mathematics and Computer Science") is a research centre in the field of mathematics and theoretical computer science. It is part of the institutes organization of the Dutch Research Cou ...
(CWI) in the
Netherlands
)
, anthem = ( en, "William of Nassau")
, image_map =
, map_caption =
, subdivision_type = Sovereign state
, subdivision_name = Kingdom of the Netherlands
, established_title = Before independence
, established_date = Spanish Netherl ...
as a successor to the
ABC programming language, which was inspired by
SETL
SETL (SET Language) is a very high-level programming language based on the mathematical theory of sets. It was originally developed by (Jack) Jacob T. Schwartz at the New York University (NYU) Courant Institute of Mathematical Sciences in the ...
,
capable of
exception handling (from the start plus new capabilities in Python 3.11) and interfacing with the
Amoeba operating system.
Its implementation began in December 1989.
Van Rossum shouldered sole responsibility for the project, as the lead developer, until 12 July 2018, when he announced his "permanent vacation" from his responsibilities as Python's "
benevolent dictator for life
Benevolent dictator for life (BDFL) is a title given to a small number of open-source software development leaders, typically project founders who retain the final say in disputes or arguments within the community. The phrase originated in 1995 w ...
", a title the Python community bestowed upon him to reflect his long-term commitment as the project's chief decision-maker.
In January 2019, active Python core developers elected a five-member Steering Council to lead the project.
Python 2.0 was released on 16 October 2000, with many major new features.
Python 3.0, released on 3 December 2008, with many of its major features
backported to Python 2.6.x
and 2.7.x. Releases of Python 3 include the
2to3
utility, which automates the translation of Python 2 code to Python 3.
Python 2.7's
end-of-life was initially set for 2015, then postponed to 2020 out of concern that a large body of existing code could not easily be forward-ported to Python 3. No further security patches or other improvements will be released for it. Currently only 3.7 and later are supported. In 2021, Python 3.9.2 and 3.8.8 were expedited as all versions of Python (including 2.7) had security issues leading to possible
remote code execution
In computer security, arbitrary code execution (ACE) is an attacker's ability to run any commands or code of the attacker's choice on a target machine or in a target process. An arbitrary code execution vulnerability is a security flaw in softwar ...
and
web cache poisoning.
In 2022, Python 3.10.4 and 3.9.12 were expedited and 3.8.13, and 3.7.13, because of many security issues. When Python 3.9.13 was released in May 2022, it was announced that the 3.9 series (joining the older series 3.8 and 3.7) will only receive security fixes going forward. On September 7, 2022, four new releases were made due to a potential
denial-of-service attack
In computing, a denial-of-service attack (DoS attack) is a cyber-attack in which the perpetrator seeks to make a machine or network resource unavailable to its intended users by temporarily or indefinitely disrupting services of a host connect ...
: 3.10.7, 3.9.14, 3.8.14, and 3.7.14.
Python 3.11.0 is the current stable release and among the notable changes from 3.10 are that it is 10–60% faster and significantly improved error reporting.
Python 3.12 (alpha 2) has improved error messages.
Removals from Python
The deprecated
smtpd
module has been removed from Python 3.12 (alpha). And a number of other old, broken and deprecated functions (e.g. from
unittest
module), classes and methods have been removed. The deprecated
wstr
and
wstr_
length members of the
C implementation of
Unicode
Unicode, formally The Unicode Standard,The formal version reference is is an information technology Technical standard, standard for the consistent character encoding, encoding, representation, and handling of Character (computing), text expre ...
objects were removed, to make
UTF-8
UTF-8 is a variable-width encoding, variable-length character encoding used for electronic communication. Defined by the Unicode Standard, the name is derived from ''Unicode'' (or ''Universal Coded Character Set'') ''Transformation Format 8-bit'' ...
the default in later Python versions.
Historically, Python 3 also made changes from Python 2, e.g. changed the division operator.
Design philosophy and features
Python is a
multi-paradigm programming language
Programming paradigms are a way to classify programming languages based on their features. Languages can be classified into multiple paradigms.
Some paradigms are concerned mainly with implications for the execution model of the language, suc ...
.
Object-oriented programming
Object-oriented programming (OOP) is a programming paradigm based on the concept of "objects", which can contain data and code. The data is in the form of fields (often known as attributes or ''properties''), and the code is in the form of pr ...
and
structured programming
Structured programming is a programming paradigm aimed at improving the clarity, quality, and development time of a computer program by making extensive use of the structured control flow constructs of selection ( if/then/else) and repetition ( ...
are fully supported, and many of their features support functional programming and
aspect-oriented programming (including
metaprogramming and
metaobject In computer science, a metaobject is an object that manipulates, creates, describes, or implements objects (including itself). The object that the metaobject pertains to is called the base object. Some information that a metaobject might define incl ...
s).
Many other paradigms are supported via extensions, including
design by contract and
logic programming.
Python uses
dynamic typing and a combination of
reference counting
In computer science, reference counting is a programming technique of storing the number of references, pointers, or handles to a resource, such as an object, a block of memory, disk space, and others.
In garbage collection algorithms, referenc ...
and a cycle-detecting garbage collector for
memory management.
It uses dynamic
name resolution (
late binding), which binds method and variable names during program execution.
Its design offers some support for functional programming in the
Lisp
A lisp is a speech impairment in which a person misarticulates sibilants (, , , , , , , ). These misarticulations often result in unclear speech.
Types
* A frontal lisp occurs when the tongue is placed anterior to the target. Interdental lisping ...
tradition. It has functions;
list comprehensions,
dictionaries
A dictionary is a listing of lexemes from the lexicon of one or more specific languages, often arranged alphabetically (or by radical and stroke for ideographic languages), which may include information on definitions, usage, etymologies, p ...
, sets, and
generator
Generator may refer to:
* Signal generator, electronic devices that generate repeating or non-repeating electronic signals
* Electric generator, a device that converts mechanical energy to electrical energy.
* Generator (circuit theory), an eleme ...
expressions.
The standard library has two modules ( and ) that implement functional tools borrowed from
Haskell and
Standard ML
Standard ML (SML) is a general-purpose, modular, functional programming language with compile-time type checking and type inference. It is popular among compiler writers and programming language researchers, as well as in the development of the ...
.
Its core philosophy is summarized in the document ''The
Zen of Python'' (''PEP 20''), which includes
aphorisms such as:
* Beautiful is better than ugly.
* Explicit is better than implicit.
* Simple is better than complex.
* Complex is better than complicated.
* Readability counts.
Rather than building all of its functionality into its core, Python was designed to be highly
extensible
Extensibility is a software engineering and systems design principle that provides for future growth. Extensibility is a measure of the ability to extend a system and the level of effort required to implement the extension. Extensions can be th ...
via modules. This compact modularity has made it particularly popular as a means of adding programmable interfaces to existing applications. Van Rossum's vision of a small core language with a large standard library and easily extensible interpreter stemmed from his frustrations with
ABC
ABC are the first three letters of the Latin script known as the alphabet.
ABC or abc may also refer to:
Arts, entertainment, and media Broadcasting
* American Broadcasting Company, a commercial U.S. TV broadcaster
** Disney–ABC Television ...
, which espoused the opposite approach.
Python strives for a simpler, less-cluttered syntax and grammar while giving developers a choice in their coding methodology. In contrast to
Perl
Perl is a family of two high-level, general-purpose, interpreted, dynamic programming languages. "Perl" refers to Perl 5, but from 2000 to 2019 it also referred to its redesigned "sister language", Perl 6, before the latter's name was offici ...
's "
there is more than one way to do it
There's more than one way to do it (TMTOWTDI or TIMTOWTDI, pronounced ''Tim Toady'') is a Perl programming motto. The language was designed with this idea in mind, in that it “doesn't try to tell the programmer how to program.” As proponents of ...
" motto, Python embraces a "there should be one—and preferably only one—obvious way to do it" philosophy.
Alex Martelli, a
Fellow
A fellow is a concept whose exact meaning depends on context.
In learned or professional societies, it refers to a privileged member who is specially elected in recognition of their work and achievements.
Within the context of higher education ...
at the
Python Software Foundation and Python book author, wrote: "To describe something as 'clever' is ''not'' considered a compliment in the Python culture."
Python's developers strive to avoid
premature optimization
In computer science, program optimization, code optimization, or software optimization, is the process of modifying a software system to make some aspect of it work more efficiently or use fewer resources. In general, a computer program may be o ...
and reject patches to non-critical parts of the
CPython reference implementation that would offer marginal increases in speed at the cost of clarity.
When speed is important, a Python programmer can move time-critical functions to extension modules written in languages such as C; or use
PyPy, a
just-in-time compiler
In computing, just-in-time (JIT) compilation (also dynamic translation or run-time compilations) is a way of executing computer code that involves compilation during execution of a program (at run time) rather than before execution. This may cons ...
.
Cython is also available, which translates a Python script into C and makes direct C-level API calls into the Python interpreter.
Python's developers aim for it to be fun to use. This is reflected in its name—a tribute to the British comedy group
Monty Python
Monty Python (also collectively known as the Pythons) were a British comedy troupe who created the sketch comedy television show '' Monty Python's Flying Circus'', which first aired on the BBC in 1969. Forty-five episodes were made over four ...
—and in occasionally playful approaches to tutorials and reference materials, such as examples that refer to spam and eggs (a reference to a
Monty Python sketch) instead of the standard
foo, and bar.
A common
neologism
A neologism Greek νέο- ''néo''(="new") and λόγος /''lógos'' meaning "speech, utterance"] is a relatively recent or isolated term, word, or phrase that may be in the process of entering common use, but that has not been fully accepted int ...
in the Python community is ''pythonic'', which has a wide range of meanings related to program style. "Pythonic" code may use Python idioms well, be natural or show fluency in the language, or conform with Python's minimalist philosophy and emphasis on readability. Code that is difficult to understand or reads like a rough transcription from another programming language is called ''unpythonic''.
Python users and admirers, especially those considered knowledgeable or experienced, are often referred to as ''Pythonistas''.
Syntax and semantics
Python is meant to be an easily readable language. Its formatting is visually uncluttered and often uses English keywords where other languages use punctuation. Unlike many other languages, it does not use
curly bracket programming language, curly brackets to delimit blocks, and semicolons after statements are allowed but rarely used. It has fewer syntactic exceptions and special cases than
C or
Pascal
Pascal, Pascal's or PASCAL may refer to:
People and fictional characters
* Pascal (given name), including a list of people with the name
* Pascal (surname), including a list of people and fictional characters with the name
** Blaise Pascal, Fren ...
.
Indentation
Python uses
whitespace
White space or whitespace may refer to:
Technology
* Whitespace characters, characters in computing that represent horizontal or vertical space
* White spaces (radio), allocated but locally unused radio frequencies
* TV White Space Database, a mec ...
indentation, rather than
curly bracket programming language, curly brackets or keywords, to delimit
blocks. An increase in indentation comes after certain statements; a decrease in indentation signifies the end of the current block.
Thus, the program's visual structure accurately represents its semantic structure.
This feature is sometimes termed the
off-side rule. Some other languages use indentation this way; but in most, indentation has no semantic meaning. The recommended indent size is four spaces.
Statements and control flow
Python's
statements include:
* The
assignment statement, using a single equals sign
=
* The
if
statement, which conditionally executes a block of code, along with
else
and
elif
(a contraction of else-if)
* The
for
For or FOR may refer to:
English language
*For, a preposition
*For, a complementizer
*For, a grammatical conjunction
Science and technology
* Fornax, a constellation
* for loop, a programming language statement
* Frame of reference, in physic ...
statement, which iterates over an iterable object, capturing each element to a local variable for use by the attached block
* The
while
statement, which executes a block of code as long as its condition is true
* The
try
Try or TRY may refer to:
Music Albums
* ''Try!'', an album by the John Mayer Trio
* ''Try'' (Bebo Norman album) (2014) Songs
* "Try" (Blue Rodeo song) (1987)
* "Try" (Colbie Caillat song) (2014)
* "Try" (Nelly Furtado song) (2004)
* " Try (Ju ...
statement, which allows exceptions raised in its attached code block to be caught and handled by
except
clauses (or new syntax
except*
in Python 3.11 for exception groups); it also ensures that clean-up code in a
finally
block is always run regardless of how the block exits
* The
raise
statement, used to raise a specified exception or re-raise a caught exception
* The
class
statement, which executes a block of code and attaches its local namespace to a
class
Class or The Class may refer to:
Common uses not otherwise categorized
* Class (biology), a taxonomic rank
* Class (knowledge representation), a collection of individuals or objects
* Class (philosophy), an analytical concept used differentl ...
, for use in object-oriented programming
* The
def
statement, which defines a
function or
method
* The
with
With or WITH may refer to:
* With, a preposition in English
* Carl Johannes With (1877–1923), Danish doctor and arachnologist
* With (character), a character in ''D. N. Angel''
* ''With'' (novel), a novel by Donald Harrington
* ''With'' (album ...
statement, which encloses a code block within a context manager (for example, acquiring a
lock before it is run, then releasing the lock; or opening and closing a
file
File or filing may refer to:
Mechanical tools and processes
* File (tool), a tool used to ''remove'' fine amounts of material from a workpiece
**Filing (metalworking), a material removal process in manufacturing
** Nail file, a tool used to gent ...
), allowing
resource-acquisition-is-initialization (RAII)-like behavior and replacing a common try/finally idiom
* The
break
Break or Breaks or The Break may refer to:
Time off from duties
* Recess (break), time in which a group of people is temporarily dismissed from its duties
* Break (work), time off during a shift/recess
** Coffee break, a short mid-morning rest ...
statement, which exits a loop
* The
continue
statement, which skips the rest of the current iteration and continues with the next
* The
del
statement, which removes a variable—deleting the reference from the name to the value, and producing an error if the variable is referred to before it is redefined
* The
pass
statement, serving as a
NOP, syntactically needed to create an empty code block
* The
assert
statement, used in debugging to check for conditions that should apply
* The
yield
statement, which returns a value from a
generator
Generator may refer to:
* Signal generator, electronic devices that generate repeating or non-repeating electronic signals
* Electric generator, a device that converts mechanical energy to electrical energy.
* Generator (circuit theory), an eleme ...
function (and also an operator); used to implement
coroutines
* The
return
statement, used to return a value from a function
* The
import
An import is the receiving country in an export from the sending country. Importation and exportation are the defining financial transactions of international trade.
In international trade, the importation and exportation of goods are limited ...
statement, used to import modules whose functions or variables can be used in the current program
The assignment statement (
=
) binds a name as a
reference
Reference is a relationship between objects in which one object designates, or acts as a means by which to connect to or link to, another object. The first object in this relation is said to ''refer to'' the second object. It is called a ''name'' ...
to a separate, dynamically-allocated
object
Object may refer to:
General meanings
* Object (philosophy), a thing, being, or concept
** Object (abstract), an object which does not exist at any particular time or place
** Physical object, an identifiable collection of matter
* Goal, an ai ...
. Variables may subsequently be rebound at any time to any object. In Python, a variable name is a generic reference holder without a fixed
data type
In computer science and computer programming, a data type (or simply type) is a set of possible values and a set of allowed operations on it. A data type tells the compiler or interpreter how the programmer intends to use the data. Most progra ...
; however, it always refers to ''some'' object with a type. This is called
dynamic typing—in contrast to
statically-typed
In computer programming, a type system is a logical system comprising a set of rules that assigns a property called a type (computer science), type to every "term" (a word, phrase, or other set of symbols). Usually the terms are various constru ...
languages, where each variable may contain only a value of a certain type.
Python does not support
tail call optimization or
first-class continuations, and, according to Van Rossum, it never will.
However, better support for
coroutine-like functionality is provided by extending Python's
generators.
Before 2.5, generators were
lazy iterators; data was passed unidirectionally out of the generator. From Python 2.5 on, it is possible to pass data back into a generator function; and from version 3.3, it can be passed through multiple stack levels.
Expressions
Python's
expressions include:
* The
+
,
-
, and
*
operators for mathematical addition, subtraction, and multiplication are similar to other languages, but the behavior of division differs. There are two types of divisions in Python:
floor division
Division is one of the four basic operations of arithmetic, the ways that numbers are combined to make new numbers. The other operations are addition, subtraction, and multiplication.
At an elementary level the division of two natural numb ...
(or integer division)
//
and floating-point
/
division. Python uses the
**
operator for exponentiation.
* Python uses the
+
operator for string concatenation. Python uses the
*
operator for duplicating a string a specified number of times.
* The
@
infix operator. It is intended to be used by libraries such as
NumPy for
matrix multiplication.
* The syntax
:=
, called the "walrus operator", was introduced in Python 3.8. It assigns values to variables as part of a larger expression.
* In Python,
compares by value. Python's
is
operator may be used to compare object identities (comparison by reference), and comparisons may be chained—for example, .
* Python uses
and
,
or
, and
not
as boolean operators.
* Python has a type of expression called a ''
list comprehension'', as well as a more general expression called a ''
generator
Generator may refer to:
* Signal generator, electronic devices that generate repeating or non-repeating electronic signals
* Electric generator, a device that converts mechanical energy to electrical energy.
* Generator (circuit theory), an eleme ...
expression''.
*
Anonymous function
In computer programming, an anonymous function (function literal, lambda abstraction, lambda function, lambda expression or block) is a function definition that is not bound to an identifier. Anonymous functions are often arguments being passed to ...
s are implemented using
lambda expressions Lambda expression may refer to:
*Lambda expression in computer programming, also called an anonymous function
In computer programming, an anonymous function (function literal, lambda abstraction, lambda function, lambda expression or block) is a f ...
; however, there may be only one expression in each body.
* Conditional expressions are written as
(different in order of operands from the
c ? x : y
operator common to many other languages).
* Python makes a distinction between
lists
A ''list'' is any set of items in a row. List or lists may also refer to:
People
* List (surname)
Organizations
* List College, an undergraduate division of the Jewish Theological Seminary of America
* SC Germania List, German rugby unio ...
and
tuple
In mathematics, a tuple is a finite ordered list (sequence) of elements. An -tuple is a sequence (or ordered list) of elements, where is a non-negative integer. There is only one 0-tuple, referred to as ''the empty tuple''. An -tuple is defi ...
s. Lists are written as , are mutable, and cannot be used as the keys of dictionaries (dictionary keys must be
immutable
In object-oriented and functional programming, an immutable object (unchangeable object) is an object whose state cannot be modified after it is created.Goetz et al. ''Java Concurrency in Practice''. Addison Wesley Professional, 2006, Section 3.4 ...
in Python). Tuples, written as , are immutable and thus can be used as keys of dictionaries, provided all of the tuple's elements are immutable. The
+
operator can be used to concatenate two tuples, which does not directly modify their contents, but produces a new tuple containing the elements of both. Thus, given the variable
t
initially equal to , executing first evaluates , which yields , which is then assigned back to
t
—thereby effectively "modifying the contents" of
t
while conforming to the immutable nature of tuple objects. Parentheses are optional for tuples in unambiguous contexts.
* Python features ''sequence unpacking'' where multiple expressions, each evaluating to anything that can be assigned (to a variable, writable property, etc.) are associated in an identical manner to that forming tuple literals—and, as a whole, are put on the left-hand side of the equal sign in an assignment statement. The statement expects an ''iterable'' object on the right-hand side of the equal sign that produces the same number of values as the provided writable expressions; when iterated through them, it assigns each of the produced values to the corresponding expression on the left.
* Python has a "string format" operator
%
that functions analogously to
printf
format strings in C—e.g. evaluates to
"spam=blah eggs=2"
. In Python 2.6+ and 3+, this was supplemented by the
format()
method of the
str
class, e.g. . Python 3.6 added "f-strings": .
* Strings in Python can be
concatenated by "adding" them (with the same operator as for adding integers and floats), e.g. returns
"spameggs"
. If strings contain numbers, they are added as strings rather than integers, e.g. returns
"22"
.
* Python has various
string literals:
** Delimited by single or double quote marks; unlike in
Unix shells,
Perl
Perl is a family of two high-level, general-purpose, interpreted, dynamic programming languages. "Perl" refers to Perl 5, but from 2000 to 2019 it also referred to its redesigned "sister language", Perl 6, before the latter's name was offici ...
, and Perl-influenced languages, single and double quote marks work the same. Both use the backslash (
\
) as an
escape character
In computing and telecommunication, an escape character is a character (computing), character that invokes an alternative interpretation on the following characters in a character sequence. An escape character is a particular case of metacharac ...
.
String interpolation
In computer programming, string interpolation (or variable interpolation, variable substitution, or variable expansion) is the process of evaluating a string literal containing one or more placeholders, yielding a result in which the placeholders ...
became available in Python 3.6 as "formatted string literals".
** Triple-quoted (beginning and ending with three single or double quote marks), which may span multiple lines and function like
here documents in shells, Perl, and
Ruby
A ruby is a pinkish red to blood-red colored gemstone, a variety of the mineral corundum ( aluminium oxide). Ruby is one of the most popular traditional jewelry gems and is very durable. Other varieties of gem-quality corundum are called sa ...
.
**
Raw string
A string literal or anonymous string is a string value in the source code of a computer program. Modern programming languages commonly use a quoted sequence of characters, formally " bracketed delimiters", as in x = "foo", where "foo" is a strin ...
varieties, denoted by prefixing the string literal with
r
. Escape sequences are not interpreted; hence raw strings are useful where literal backslashes are common, such as
regular expressions and
Windows
Windows is a group of several proprietary graphical operating system families developed and marketed by Microsoft. Each family caters to a certain sector of the computing industry. For example, Windows NT for consumers, Windows Server for serv ...
-style paths. (Compare "
@
-quoting" in
C#.)
* Python has
array index and
array slicing expressions in lists, denoted as
a ey/code>, or . Indexes are zero-based, and negative indexes are relative to the end. Slices take elements from the ''start'' index up to, but not including, the ''stop'' index. The third slice parameter called ''step'' or ''stride'', allows elements to be skipped and reversed. Slice indexes may be omitted—for example, returns a copy of the entire list. Each element of a slice is a shallow copy In object-oriented programming, object copying is creating a copy of an existing object, a unit of data in object-oriented programming. The resulting object is called an ''object copy'' or simply ''copy'' of the original object. Copying is basic bu ...
.
In Python, a distinction between expressions and statements is rigidly enforced, in contrast to languages such as Common Lisp
Common Lisp (CL) is a dialect of the Lisp programming language, published in ANSI standard document ''ANSI INCITS 226-1994 (S20018)'' (formerly ''X3.226-1994 (R1999)''). The Common Lisp HyperSpec, a hyperlinked HTML version, has been derived fro ...
, Scheme A scheme is a systematic plan for the implementation of a certain idea.
Scheme or schemer may refer to:
Arts and entertainment
* ''The Scheme'' (TV series), a BBC Scotland documentary series
* The Scheme (band), an English pop band
* ''The Schem ...
, or Ruby
A ruby is a pinkish red to blood-red colored gemstone, a variety of the mineral corundum ( aluminium oxide). Ruby is one of the most popular traditional jewelry gems and is very durable. Other varieties of gem-quality corundum are called sa ...
. This leads to duplicating some functionality. For example:
* List comprehensions
A list comprehension is a syntactic construct available in some programming languages for creating a list based on existing lists. It follows the form of the mathematical ''set-builder notation'' (''set comprehension'') as distinct from the use of ...
vs. for
-loops
* Conditional
Conditional (if then) may refer to:
* Causal conditional, if X then Y, where X is a cause of Y
* Conditional probability, the probability of an event A given that another event B has occurred
*Conditional proof, in logic: a proof that asserts a ...
expressions vs. if
blocks
* The eval()
vs. exec()
built-in functions (in Python 2, exec
is a statement); the former is for expressions, the latter is for statements
Statements cannot be a part of an expression—so list and other comprehensions or lambda expressions Lambda expression may refer to:
*Lambda expression in computer programming, also called an anonymous function
In computer programming, an anonymous function (function literal, lambda abstraction, lambda function, lambda expression or block) is a f ...
, all being expressions, cannot contain statements. A particular case is that an assignment statement such as cannot form part of the conditional expression of a conditional statement. This has the advantage of avoiding a classic C error of mistaking an assignment operator =
for an equality operator
in conditions: is syntactically valid (but probably unintended) C code, but causes a syntax error in Python.
Methods
Methods
Method ( grc, μέθοδος, methodos) literally means a pursuit of knowledge, investigation, mode of prosecuting such inquiry, or system. In recent centuries it more often means a prescribed process for completing a task. It may refer to:
*Scien ...
on objects are functions attached to the object's class; the syntax is, for normal methods and functions, syntactic sugar for . Python methods have an explicit self
The self is an individual as the object of that individual’s own reflective consciousness. Since the ''self'' is a reference by a subject to the same subject, this reference is necessarily subjective. The sense of having a self—or ''selfhood ...
parameter to access instance data
In computer science, data that has several parts, known as a '' record,'' can be divided into fields (data fields). Relational databases arrange data as sets of database records, so called rows. Each record consists of several ''fields''; the fi ...
, in contrast to the implicit self (or this
) in some other object-oriented programming languages (e.g., C++, Java, Objective-C, Ruby
A ruby is a pinkish red to blood-red colored gemstone, a variety of the mineral corundum ( aluminium oxide). Ruby is one of the most popular traditional jewelry gems and is very durable. Other varieties of gem-quality corundum are called sa ...
). Python also provides methods, often called ''dunder methods'' (due to their names beginning and ending with double-underscores), to allow user-defined classes to modify how they are handled by native operations including length, comparison, in arithmetic operations and type conversion.
Typing
Python uses duck typing and has typed objects but untyped variable names. Type constraints are not checked at compile time
In computer science, compile time (or compile-time) describes the time window during which a computer program is compiled.
The term is used as an adjective to describe concepts related to the context of program compilation, as opposed to concept ...
; rather, operations on an object may fail, signifying that it is not of a suitable type. Despite being dynamically typed
In computer programming, a type system is a logical system comprising a set of rules that assigns a property called a type to every "term" (a word, phrase, or other set of symbols). Usually the terms are various constructs of a computer progra ...
, Python is strongly typed
In computer programming, one of the many ways that programming languages are colloquially classified is whether the language's type system makes it strongly typed or weakly typed (loosely typed). However, there is no precise technical definition o ...
, forbidding operations that are not well-defined (for example, adding a number to a string) rather than silently attempting to make sense of them.
Python allows programmers to define their own types using classes, most often used for object-oriented programming
Object-oriented programming (OOP) is a programming paradigm based on the concept of "objects", which can contain data and code. The data is in the form of fields (often known as attributes or ''properties''), and the code is in the form of pr ...
. New instances of classes are constructed by calling the class (for example, or ), and the classes are instances of the metaclass type
(itself an instance of itself), allowing metaprogramming and reflection.
Before version 3.0, Python had two kinds of classes (both using the same syntax): ''old-style'' and ''new-style'', current Python versions only support the semantics new style.
The long-term plan is to support gradual typing. Python's syntax allows specifying static types, but they are not checked in the default implementation, CPython. An experimental optional static type-checker, ''mypy'', supports compile-time type checking.
Arithmetic operations
Python has the usual symbols for arithmetic operators (+
, -
, *
, /
), the floor division operator //
and the modulo operation
In computing, the modulo operation returns the remainder or signed remainder of a division, after one number is divided by another (called the '' modulus'' of the operation).
Given two positive numbers and , modulo (often abbreviated as ) is th ...
%
(where the remainder can be negative, e.g. 4 % -3 -2
). It also has **
for exponentiation
Exponentiation is a mathematical operation, written as , involving two numbers, the '' base'' and the ''exponent'' or ''power'' , and pronounced as " (raised) to the (power of) ". When is a positive integer, exponentiation corresponds to re ...
, e.g. 5**3 125
and 9**0.5 3.0
, and a matrix‑multiplication operator @
. These operators work like in traditional math; with the same precedence rules, the operators infix
An infix is an affix inserted inside a word stem (an existing word or the core of a family of words). It contrasts with ''adfix,'' a rare term for an affix attached to the outside of a stem, such as a prefix or suffix.
When marking text for int ...
(+
and -
can also be unary to represent positive and negative numbers respectively).
The division between integers produces floating-point results. The behavior of division has changed significantly over time:
* Current Python (i.e. since 3.0) changed /
to always be floating-point division, e.g. .
* The floor division //
operator was introduced. So 7//3 2
, -7//3 -3
, 7.5//3 2.0
and -7.5//3 -3.0
. Adding causes a module used in Python 2.7 to use Python 3.0 rules for division (see above).
In Python terms, /
is ''true division'' (or simply ''division''), and //
is ''floor division.'' /
before version 3.0 is ''classic division''.
Rounding towards negative infinity, though different from most languages, adds consistency. For instance, it means that the equation is always true. It also means that the equation is valid for both positive and negative values of a
. However, maintaining the validity of this equation means that while the result of a%b
is, as expected, in the half-open interval
In mathematics, a (real) interval is a set of real numbers that contains all real numbers lying between any two numbers of the set. For example, the set of numbers satisfying is an interval which contains , , and all numbers in between. Other ...
b
is a positive integer, it has to lie in the interval (''b'', 0">, ''b''), where
b
is a positive integer, it has to lie in the interval (''b'', 0when
b
is negative.
Python provides a
round
function for
rounding
Rounding means replacing a number with an approximate value that has a shorter, simpler, or more explicit representation. For example, replacing $ with $, the fraction 312/937 with 1/3, or the expression with .
Rounding is often done to obta ...
a float to the nearest integer. For
tie-breaking, Python 3 uses
round to even
Rounding means replacing a number with an approximate value that has a shorter, simpler, or more explicit representation. For example, replacing $ with $, the fraction 312/937 with 1/3, or the expression with .
Rounding is often done to obta ...
:
round(1.5)
and
round(2.5)
both produce
2
.
Versions before 3 used
round-away-from-zero:
round(0.5)
is
1.0
,
round(-0.5)
is
−1.0
.
Python allows boolean expressions with multiple equality relations in a manner that is consistent with general use in mathematics. For example, the expression
a < b < c
tests whether
a
is less than
b
and
b
is less than
c
.
C-derived languages interpret this expression differently: in C, the expression would first evaluate
a < b
, resulting in 0 or 1, and that result would then be compared with
c
.
Python uses
arbitrary-precision arithmetic for all integer operations. The
Decimal
type/class in the
decimal
module provides
decimal floating-point numbers to a pre-defined arbitrary precision and several rounding modes. The
Fraction
class in the
fractions
module provides arbitrary precision for
rational number
In mathematics, a rational number is a number that can be expressed as the quotient or fraction of two integers, a numerator and a non-zero denominator . For example, is a rational number, as is every integer (e.g. ). The set of all ration ...
s.
Due to Python's extensive mathematics library, and the third-party library
NumPy that further extends the native capabilities, it is frequently used as a scientific scripting language to aid in problems such as numerical data processing and manipulation.
Programming examples
Hello world program:
print('Hello, world!')
Program to calculate the
factorial
In mathematics, the factorial of a non-negative denoted is the product of all positive integers less than or equal The factorial also equals the product of n with the next smaller factorial:
\begin
n! &= n \times (n-1) \times (n-2) \t ...
of a positive integer:
n = int(input('Type a number, and its factorial will be printed: '))
if n < 0:
raise ValueError('You must enter a non-negative integer')
factorial = 1
for i in range(2, n + 1):
factorial *= i
print(factorial)
Libraries
Python's large standard library
provides tools suited to many tasks and is commonly cited as one of its greatest strengths. For Internet-facing applications, many standard formats and protocols such as
MIME and
HTTP
The Hypertext Transfer Protocol (HTTP) is an application layer protocol in the Internet protocol suite model for distributed, collaborative, hypermedia information systems. HTTP is the foundation of data communication for the World Wide Web, ...
are supported. It includes modules for creating
graphical user interface
The GUI ( "UI" by itself is still usually pronounced . or ), graphical user interface, is a form of user interface that allows users to interact with electronic devices through graphical icons and audio indicator such as primary notation, inste ...
s, connecting to
relational database
A relational database is a (most commonly digital) database based on the relational model of data, as proposed by E. F. Codd in 1970. A system used to maintain relational databases is a relational database management system (RDBMS). Many relatio ...
s,
generating pseudorandom numbers, arithmetic with arbitrary-precision decimals,
manipulating
regular expressions, and
unit testing.
Some parts of the standard library are covered by specifications—for example, the
Web Server Gateway Interface
The Web Server Gateway Interface (WSGI, pronounced ''whiskey'' or ) is a simple calling convention for web servers to forward requests to web applications or frameworks written in the Python programming language. The current version of WSGI, ver ...
(WSGI) implementation
wsgiref
follows PEP 333
—but most are specified by their code, internal documentation, and
test suite
In software development, a test suite, less commonly known as a validation suite, is a collection of test cases that are intended to be used to test a software program to show that it has some specified set of behaviors. A test suite often contai ...
s. However, because most of the standard library is cross-platform Python code, only a few modules need altering or rewriting for variant implementations.
the
Python Package Index (PyPI), the official repository for third-party Python software, contains over 415,000
packages with a wide range of functionality, including:
Development environments
Most Python implementations (including CPython) include a
read–eval–print loop (REPL), permitting them to function as a
command line interpreter for which users enter statements sequentially and receive results immediately.
Python also comes with an
Integrated development environment (IDE) called
IDLE
Idle generally refers to idleness, a lack of motion or energy.
Idle or ''idling'', may also refer to:
Technology
* Idle (engine), engine running without load
** Idle speed
* Idle (CPU), CPU non-utilisation or low-priority mode
** Synchronous ...
, which is more beginner-oriented.
Other shells, including
IDLE
Idle generally refers to idleness, a lack of motion or energy.
Idle or ''idling'', may also refer to:
Technology
* Idle (engine), engine running without load
** Idle speed
* Idle (CPU), CPU non-utilisation or low-priority mode
** Synchronous ...
and
IPython
IPython (Interactive Python) is a command shell for interactive computing in multiple programming languages, originally developed for the Python programming language, that offers introspection, rich media, shell syntax, tab completion, and histo ...
, add further abilities such as improved auto-completion, session state retention, and
syntax highlighting.
As well as standard desktop
integrated development environment
An integrated development environment (IDE) is a software application that provides comprehensive facilities to computer programmers for software development. An IDE normally consists of at least a source code editor, build automation tools a ...
s, there are
Web browser
A web browser is application software for accessing websites. When a user requests a web page from a particular website, the browser retrieves its files from a web server and then displays the page on the user's screen. Browsers are used on ...
-based IDEs, including
SageMath, for developing science- and math-related programs;
PythonAnywhere, a browser-based IDE and hosting environment; and Canopy IDE, a commercial IDE emphasizing
scientific computing
Computational science, also known as scientific computing or scientific computation (SC), is a field in mathematics that uses advanced computing capabilities to understand and solve complex problems. It is an area of science that spans many disc ...
.
Implementations
Reference implementation
CPython is the
reference implementation of Python. It is written in C, meeting the
C89 standard (Python 3.11 uses
C11) with several select
C99
C99 (previously known as C9X) is an informal name for ISO/IEC 9899:1999, a past version of the C programming language standard. It extends the previous version ( C90) with new features for the language and the standard library, and helps impl ...
features (With later C versions out, it is considered outdated. CPython includes its own C extensions, but third-party extensions are not limited to older C versions—e.g. they can be implemented with
C11 or C++.
) It compiles Python programs into an intermediate
bytecode
Bytecode (also called portable code or p-code) is a form of instruction set designed for efficient execution by a software interpreter. Unlike human-readable source code, bytecodes are compact numeric codes, constants, and references (norma ...
which is then executed by its
virtual machine
In computing, a virtual machine (VM) is the virtualization/emulation of a computer system. Virtual machines are based on computer architectures and provide functionality of a physical computer. Their implementations may involve specialized hardw ...
.
CPython is distributed with a large standard library written in a mixture of C and native Python, and is available for many platforms, including Windows (starting with Python 3.9, the Python installer deliberately fails to install on
Windows 7
Windows 7 is a major release of the Windows NT operating system developed by Microsoft. It was released to manufacturing on July 22, 2009, and became generally available on October 22, 2009. It is the successor to Windows Vista, released nearly ...
and 8;
Windows XP
Windows XP is a major release of Microsoft's Windows NT operating system. It was released to manufacturing on August 24, 2001, and later to retail on October 25, 2001. It is a direct upgrade to its predecessors, Windows 2000 for high-end and ...
was supported until Python 3.5) and most modern
Unix-like
A Unix-like (sometimes referred to as UN*X or *nix) operating system is one that behaves in a manner similar to a Unix system, although not necessarily conforming to or being certified to any version of the Single UNIX Specification. A Unix-li ...
systems, including macOS (and
Apple M1 Macs, since Python 3.9.1, with experimental installer) and unofficial support for e.g.
VMS #REDIRECT VMS
{{redirect category shell, {{R from other capitalisation{{R from ambiguous page ...
. Platform portability was one of its earliest priorities.
(During Python 1 and 2 development, even
OS/2 and
Solaris
Solaris may refer to:
Arts and entertainment Literature, television and film
* ''Solaris'' (novel), a 1961 science fiction novel by Stanisław Lem
** ''Solaris'' (1968 film), directed by Boris Nirenburg
** ''Solaris'' (1972 film), directed by ...
were supported, but support has since been dropped for many platforms.)
Other implementations
*
PyPy is a fast, compliant interpreter of Python 2.7 and 3.8.
Its
just-in-time compiler
In computing, just-in-time (JIT) compilation (also dynamic translation or run-time compilations) is a way of executing computer code that involves compilation during execution of a program (at run time) rather than before execution. This may cons ...
often brings a significant speed improvement over CPython but some libraries written in C cannot be used with it.
*
Stackless Python is a significant fork of CPython that implements
microthreads; it does not use the
call stack
In computer science, a call stack is a stack data structure that stores information about the active subroutines of a computer program. This kind of stack is also known as an execution stack, program stack, control stack, run-time stack, or ma ...
in the same way, thus allowing massively concurrent programs. PyPy also has a stackless version.
*
MicroPython
MicroPython is a software implementation of a programming language largely compatible with Python 3, written in C, that is optimized to run on a microcontroller.
MicroPython consists of a Python compiler to bytecode and a runtime interpreter of ...
and
CircuitPython are Python 3 variants optimized for
microcontroller
A microcontroller (MCU for ''microcontroller unit'', often also MC, UC, or μC) is a small computer on a single VLSI integrated circuit (IC) chip. A microcontroller contains one or more CPUs (processor cores) along with memory and programmable i ...
s, including
Lego Mindstorms EV3
LEGO Mindstorms EV3 is the third generation robotics kit in LEGO's Mindstorms line. It is the successor to the second generation LEGO Mindstorms NXT kit. The "EV" designation refers to the "evolution" of the Mindstorms product line. "3" refers t ...
.
* Pyston is a variant of the Python runtime that uses just-in-time compilation to speed up the execution of Python programs.
* Cinder is a performance-oriented fork of CPython 3.8 that contains a number of optimizations including bytecode inline caching, eager evaluation of coroutines, a method-at-a-time
JIT
Jit (also known as jiti, jit-jive and the Harare beat) is a style of popular Zimbabwean music, Zimbabwean dance music. It features a swift rhythm played on drums and accompanied by a guitar. Jit evolved out many diverse influences, including dom ...
, and an experimental bytecode compiler.
Unsupported implementations
Other just-in-time Python compilers have been developed, but are now unsupported:
* Google began a project named
Unladen Swallow
CPython is the reference implementation of the Python programming language. Written in C and Python, CPython is the default and most widely used implementation of the Python language.
CPython can be defined as both an interpreter and a compi ...
in 2009, with the aim of speeding up the Python interpreter fivefold by using the
LLVM
LLVM is a set of compiler and toolchain technologies that can be used to develop a front end for any programming language and a back end for any instruction set architecture. LLVM is designed around a language-independent intermediate represen ...
, and of improving its multithreading ability to scale to thousands of cores,
while ordinary implementations suffer from the
global interpreter lock.
*
Psyco is a discontinued
just-in-time specializing compiler that integrates with CPython and transforms bytecode to machine code at runtime. The emitted code is specialized for certain
data type
In computer science and computer programming, a data type (or simply type) is a set of possible values and a set of allowed operations on it. A data type tells the compiler or interpreter how the programmer intends to use the data. Most progra ...
s and is faster than the standard Python code. Psyco does not support Python 2.7 or later.
*
PyS60
The Python for S60 also called PyS60 (Unix name), was Nokia's port of the general Python programming language to its S60 software platform, originally based on Python 2.2.2 from 2002.
The latest final version, PyS60-2.0.0, released on 11 Februa ...
was a Python 2 interpreter for
Series 60 mobile phones released by
Nokia
Nokia Corporation (natively Nokia Oyj, referred to as Nokia) is a Finnish multinational corporation, multinational telecommunications industry, telecommunications, technology company, information technology, and consumer electronics corporatio ...
in 2005. It implemented many of the modules from the standard library and some additional modules for integrating with the
Symbian
Symbian is a discontinued mobile operating system
A mobile operating system is an operating system for mobile phones, tablets, smartwatches, smartglasses, or other non-laptop personal mobile computing devices. While computers such as typic ...
operating system. The Nokia
N900 also supports Python with
GTK widget libraries, enabling programs to be written and run on the target device.
Cross-compilers to other languages
There are several compilers to high-level object languages, with either unrestricted Python, a restricted subset of Python, or a language similar to Python as the source language:
* Brython, Transcrypt and
Pyjs (latest release in 2012) compile Python to
JavaScript
JavaScript (), often abbreviated as JS, is a programming language that is one of the core technologies of the World Wide Web, alongside HTML and CSS. As of 2022, 98% of Website, websites use JavaScript on the Client (computing), client side ...
.
*
Cython compiles (a superset of) Python 2.7 to C (while the resulting code is also usable with Python 3 and also e.g. C++).
*
Nuitka
Nuitka (pronounced as ) is a source-to-source compiler which compiles Python code to C source code, applying some compile-time optimizations in the process such as constant folding and propagation, built-in call prediction, type inference, an ...
compiles Python into C.
*
Numba uses LLVM to compile a subset of Python to machine code.
* Pythran compiles a subset of Python 3 to C++ (
C++11
C++11 is a version of the ISO/IEC 14882 standard for the C++ programming language. C++11 replaced the prior version of the C++ standard, called C++03, and was later replaced by C++14. The name follows the tradition of naming language versions by ...
).
*
RPython can be compiled to C, and is used to build the PyPy interpreter of Python.
* The Python → 11l → C++ transpiler compiles a subset of Python 3 to C++ (
C++17
C++17 is a version of the ISO/IEC 14882 standard for the C++ programming language. C++17 replaced the prior version of the C++ standard, called C++14, and was later replaced by C++20.
History
Before the C++ Standards Committee fixed a 3-year rel ...
).
Specialized:
*
MyHDL MyHDL is a Python-based hardware description language (HDL).
Features of MyHDL include:
* The ability to generate VHDL and Verilog code from a MyHDL design.
* The ability to generate a testbench (Conversion of test benches) with test vectors in VHD ...
is a Python-based
hardware description language (HDL), that converts MyHDL code to
Verilog or
VHDL code.
Older projects (or not to be used with Python 3.x and latest syntax):
* Google's Grumpy (latest release in 2017)
transpile
A source-to-source translator, source-to-source compiler (S2S compiler), transcompiler, or transpiler is a type of translator that takes the source code of a program written in a programming language as its input and produces an equivalent sou ...
s Python 2 to
Go.
*
IronPython
IronPython is an implementation of the Python programming language targeting the .NET Framework and Mono. Jim Hugunin created the project and actively contributed to it up until Version 1.0 which was released on September 5, 2006. IronPython 2.0 ...
allows running Python 2.7 programs (and an
alpha
Alpha (uppercase , lowercase ; grc, ἄλφα, ''álpha'', or ell, άλφα, álfa) is the first letter of the Greek alphabet. In the system of Greek numerals, it has a value of one. Alpha is derived from the Phoenician letter aleph , whic ...
, released in 2021, is also available for "Python 3.4, although features and behaviors from later versions may be included") on the .NET
Common Language Runtime
The Common Language Runtime (CLR), the virtual machine component of Microsoft .NET Framework, manages the execution of .NET programs. Just-in-time compilation converts the managed code (compiled intermediate language code) into machine instructio ...
.
*
Jython
Jython is an implementation of the Python programming language designed to run on the Java platform. The implementation was formerly known as JPython until 1999.
Overview
Jython programs can import and use any Java class. Except for some standa ...
compiles Python 2.7 to Java bytecode, allowing the use of the Java libraries from a Python program.
*
Pyrex (latest release in 2010) and
Shed Skin
Shed Skin is an experimental restricted-Python (3.8+) to C++ programming language compiler. It can translate pure, but implicitly statically typed Python programs into optimized C++. It can generate stand-alone programs or extension modules tha ...
(latest release in 2013) compile to C and C++ respectively.
Performance
Performance comparison of various Python implementations on a non-numerical (combinatorial) workload was presented at EuroSciPy '13. Python's performance compared to other programming languages is also benchmarked by
The Computer Language Benchmarks Game.
Development
Python's development is conducted largely through the ''Python Enhancement Proposal'' (PEP) process, the primary mechanism for proposing major new features, collecting community input on issues, and documenting Python design decisions.
Python coding style is covered in PEP 8. Outstanding PEPs are reviewed and commented on by the Python community and the steering council.
Enhancement of the language corresponds with the development of the CPython reference implementation. The mailing list python-dev is the primary forum for the language's development. Specific issues were originally discussed in the
Roundup
A roundup is a systematic gathering together of people or things.
Roundup, Round Up or Round-up may also refer to:
Agriculture
* A muster (livestock) (AU/NZ) or a roundup (US/CA) is the process of gathering livestock.
* Roundup (herbicide), a M ...
bug tracker hosted at by the foundation.
In 2022, all issues and discussions were migrated to
GitHub
GitHub, Inc. () is an Internet hosting service for software development and version control using Git. It provides the distributed version control of Git plus access control, bug tracking, software feature requests, task management, continuous ...
. Development originally took place on a
self-hosted source-code repository running
Mercurial, until Python moved to
GitHub
GitHub, Inc. () is an Internet hosting service for software development and version control using Git. It provides the distributed version control of Git plus access control, bug tracking, software feature requests, task management, continuous ...
in January 2017.
CPython's public releases come in three types, distinguished by which part of the version number is incremented:
* Backward-incompatible versions, where code is expected to break and needs to be manually
ported. The first part of the version number is incremented. These releases happen infrequently—version 3.0 was released 8 years after 2.0. According to Guido van Rossum, a version 4.0 is very unlikely to ever happen.
* Major or "feature" releases are largely compatible with the previous version but introduce new features. The second part of the version number is incremented. Starting with Python 3.9, these releases are expected to happen annually. Each major version is supported by bug fixes for several years after its release.
* Bugfix releases,
which introduce no new features, occur about every 3 months and are made when a sufficient number of bugs have been fixed upstream since the last release. Security vulnerabilities are also patched in these releases. The third and final part of the version number is incremented.
Many
alpha, beta, and release-candidates are also released as previews and for testing before final releases. Although there is a rough schedule for each release, they are often delayed if the code is not ready. Python's development team monitors the state of the code by running the large
unit test suite during development.
The major
academic conference
An academic conference or scientific conference (also congress, symposium, workshop, or meeting) is an event for researchers (not necessarily academics) to present and discuss their scholarly work. Together with academic or scientific journals an ...
on Python is
PyCon. There are also special Python mentoring programs, such as
Pyladies.
Python 3.10 deprecated
wstr
(to be removed in Python 3.12; meaning Python extensions need to be modified by then), and added
pattern matching to the language.
API documentation generators
Tools that can generate documentation for Python API include
pydoc (available as part of the standard library),
Sphinx,
Pdoc and its forks,
Doxygen and
Graphviz, among others.
Naming
Python's name is derived from the British comedy group
Monty Python
Monty Python (also collectively known as the Pythons) were a British comedy troupe who created the sketch comedy television show '' Monty Python's Flying Circus'', which first aired on the BBC in 1969. Forty-five episodes were made over four ...
, whom Python creator Guido van Rossum enjoyed while developing the language. Monty Python references appear frequently in Python code and culture;
for example, the
metasyntactic variables often used in Python literature are
''spam'' and ''eggs'' instead of the traditional
''foo'' and ''bar''.
The official Python documentation also contains various references to Monty Python routines.
The prefix ''Py-'' is used to show that something is related to Python. Examples of the use of this prefix in names of Python applications or libraries include
Pygame, a
binding of
SDL to Python (commonly used to create games);
PyQt and
PyGTK, which bind
Qt and GTK to Python respectively; and
PyPy, a Python implementation originally written in Python.
Popularity
Since 2003, Python has consistently ranked in the top ten most popular programming languages in the
TIOBE Programming Community Index where, , it is the most popular language (ahead of
Java
Java (; id, Jawa, ; jv, ꦗꦮ; su, ) is one of the Greater Sunda Islands in Indonesia. It is bordered by the Indian Ocean to the south and the Java Sea to the north. With a population of 151.6 million people, Java is the world's List ...
, and C). It was selected Programming Language of the Year (for "the highest rise in ratings in a year") in 2007, 2010, 2018, and 2020 (the only language to do so four times).
An empirical study found that scripting languages, such as Python, are more productive than conventional languages, such as C and Java, for programming problems involving string manipulation and search in a dictionary, and determined that memory consumption was often "better than Java and not much worse than C or C++".
Large organizations that use Python include
Wikipedia
Wikipedia is a multilingual free online encyclopedia written and maintained by a community of volunteers, known as Wikipedians, through open collaboration and using a wiki-based editing system. Wikipedia is the largest and most-read refer ...
,
Google
Google LLC () is an American multinational technology company focusing on search engine technology, online advertising, cloud computing, computer software, quantum computing, e-commerce, artificial intelligence, and consumer electronics. ...
,
Yahoo!
Yahoo! (, styled yahoo''!'' in its logo) is an American web services provider. It is headquartered in Sunnyvale, California and operated by the namesake company Yahoo Inc., which is 90% owned by investment funds managed by Apollo Global Man ...
,
CERN
The European Organization for Nuclear Research, known as CERN (; ; ), is an intergovernmental organization that operates the largest particle physics laboratory in the world. Established in 1954, it is based in a northwestern suburb of Gene ...
,
NASA
The National Aeronautics and Space Administration (NASA ) is an independent agency of the US federal government responsible for the civil space program, aeronautics research, and space research.
NASA was established in 1958, succeeding t ...
,
Facebook
Facebook is an online social media and social networking service owned by American company Meta Platforms. Founded in 2004 by Mark Zuckerberg with fellow Harvard College students and roommates Eduardo Saverin, Andrew McCollum, Dustin M ...
,
Amazon
Amazon most often refers to:
* Amazons, a tribe of female warriors in Greek mythology
* Amazon rainforest, a rainforest covering most of the Amazon basin
* Amazon River, in South America
* Amazon (company), an American multinational technology c ...
,
Instagram
Instagram is a photo and video sharing social networking service owned by American company Meta Platforms. The app allows users to upload media that can be edited with filters and organized by hashtags and geographical tagging. Posts can ...
,
Spotify
Spotify (; ) is a proprietary Swedish audio streaming and media services provider founded on 23 April 2006 by Daniel Ek and Martin Lorentzon. It is one of the largest music streaming service providers, with over 456 million monthly active us ...
, and some smaller entities like
ILM and
ITA
Ita or ITA may refer to :
Places and jurisdictions
* ITA, ISO 3166-1 country code for Italy
* Ita (Africa), an ancient city and former bishopric in Roman Mauretania, presently a Latin Catholic titular see
* Itá, Paraguay
People
* Ita (prin ...
.
The social news networking site
Reddit
Reddit (; stylized in all lowercase as reddit) is an American social news aggregation, content rating, and discussion website. Registered users (commonly referred to as "Redditors") submit content to the site such as links, text posts, images ...
was written mostly in Python.
Uses

Python can serve as a
scripting language
A scripting language or script language is a programming language that is used to manipulate, customize, and automate the facilities of an existing system. Scripting languages are usually interpreted at runtime rather than compiled.
A scripting ...
for
web application
A web application (or web app) is application software that is accessed using a web browser. Web applications are delivered on the World Wide Web to users with an active network connection.
History
In earlier computing models like client-serve ...
s, e.g., via for the
Apache webserver
The Apache HTTP Server ( ) is a free and open-source cross-platform web server software, released under the terms of Apache License 2.0. Apache is developed and maintained by an open community of developers under the auspices of the Apache Soft ...
.
With
Web Server Gateway Interface
The Web Server Gateway Interface (WSGI, pronounced ''whiskey'' or ) is a simple calling convention for web servers to forward requests to web applications or frameworks written in the Python programming language. The current version of WSGI, ver ...
, a standard API has evolved to facilitate these applications.
Web framework
A web framework (WF) or web application framework (WAF) is a software framework that is designed to support the development of web applications including web services, web resources, and web APIs. Web frameworks provide a standard way to build and ...
s like
Django,
Pylons
Pylon may refer to:
Structures and boundaries
* Pylon (architecture), the gateway to the inner part of an Ancient Egyptian temple or Christian cathedral
* Pylon, a support tower structure for suspension bridges or highways
* Pylon, an orange mar ...
,
Pyramid
A pyramid (from el, πυραμίς ') is a structure whose outer surfaces are triangular and converge to a single step at the top, making the shape roughly a pyramid in the geometric sense. The base of a pyramid can be trilateral, quadrilat ...
,
TurboGears,
web2py,
Tornado
A tornado is a violently rotating column of air that is in contact with both the surface of the Earth and a cumulonimbus cloud or, in rare cases, the base of a cumulus cloud. It is often referred to as a twister, whirlwind or cyclone, altho ...
,
Flask, Bottle, and
Zope support developers in the design and maintenance of complex applications. Pyjs and
IronPython
IronPython is an implementation of the Python programming language targeting the .NET Framework and Mono. Jim Hugunin created the project and actively contributed to it up until Version 1.0 which was released on September 5, 2006. IronPython 2.0 ...
can be used to develop the client-side of Ajax-based applications.
SQLAlchemy
SQLAlchemy is an open-source SQL toolkit and object-relational mapper (ORM) for the Python programming language released under the MIT License.
Description
SQLAlchemy's philosophy is that relational databases behave less like object collectio ...
can be used as a
data mapper to a relational database.
Twisted Twisted may refer to:
Film and television
* ''Twisted'' (1986 film), a horror film by Adam Holender starring Christian Slater
* ''Twisted'' (1996 film), a modern retelling of ''Oliver Twist''
* ''Twisted'', a 2011 Singapore Chinese film directed ...
is a framework to program communications between computers, and is used (for example) by
Dropbox.
Libraries such as
NumPy,
SciPy
SciPy (pronounced "sigh pie") is a free and open-source Python library used for scientific computing and technical computing.
SciPy contains modules for optimization, linear algebra, integration, interpolation, special functions, FFT, signal ...
, and
Matplotlib
Matplotlib is a plotting library for the Python programming language and its numerical mathematics extension NumPy. It provides an object-oriented API for embedding plots into applications using general-purpose GUI toolkits like Tkinter, wxPytho ...
allow the effective use of Python in scientific computing,
with specialized libraries such as
Biopython and
Astropy
Astropy is a collection of software packages written in the Python programming language and designed for use in astronomy.
The software is a single, free, core package for astronomical utilities due to the increasingly widespread usage of Python ...
providing domain-specific functionality.
SageMath is a
computer algebra system
A computer algebra system (CAS) or symbolic algebra system (SAS) is any mathematical software with the ability to manipulate mathematical expressions in a way similar to the traditional manual computations of mathematicians and scientists. The de ...
with a
notebook interface programmable in Python: its library covers many aspects of
mathematics
Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, including
algebra
Algebra () is one of the broad areas of mathematics. Roughly speaking, algebra is the study of mathematical symbols and the rules for manipulating these symbols in formulas; it is a unifying thread of almost all of mathematics.
Elementary a ...
,
combinatorics
Combinatorics is an area of mathematics primarily concerned with counting, both as a means and an end in obtaining results, and certain properties of finite structures. It is closely related to many other areas of mathematics and has many appl ...
,
numerical mathematics
Numerical analysis is the study of algorithms that use numerical approximation (as opposed to symbolic manipulations) for the problems of mathematical analysis (as distinguished from discrete mathematics). It is the study of numerical methods th ...
,
number theory
Number theory (or arithmetic or higher arithmetic in older usage) is a branch of pure mathematics devoted primarily to the study of the integers and arithmetic function, integer-valued functions. German mathematician Carl Friedrich Gauss (1777� ...
, and
calculus
Calculus, originally called infinitesimal calculus or "the calculus of infinitesimals", is the mathematical study of continuous change, in the same way that geometry is the study of shape, and algebra is the study of generalizations of arithm ...
.
OpenCV has Python bindings with a rich set of features for
computer vision
Computer vision is an interdisciplinary scientific field that deals with how computers can gain high-level understanding from digital images or videos. From the perspective of engineering, it seeks to understand and automate tasks that the hum ...
and
image processing
An image is a visual representation of something. It can be two-dimensional, three-dimensional, or somehow otherwise feed into the visual system to convey information. An image can be an artifact, such as a photograph or other two-dimensiona ...
.
Python is commonly used in
artificial intelligence
Artificial intelligence (AI) is intelligence—perceiving, synthesizing, and inferring information—demonstrated by machines, as opposed to intelligence displayed by animals and humans. Example tasks in which this is done include speech re ...
projects and machine learning projects with the help of libraries like
TensorFlow,
Keras
Keras is an open-source software library that provides a Python interface for artificial neural networks. Keras acts as an interface for the TensorFlow library.
Up until version 2.3, Keras supported multiple backends, including TensorFlow, Micro ...
,
Pytorch, and
scikit-learn.
As a scripting language with a
modular architecture
Broadly speaking, modularity is the degree to which a system's components may be separated and recombined, often with the benefit of flexibility and variety in use. The concept of modularity is used primarily to reduce complexity by breaking a sy ...
, simple syntax, and rich text processing tools, Python is often used for
natural language processing
Natural language processing (NLP) is an interdisciplinary subfield of linguistics, computer science, and artificial intelligence concerned with the interactions between computers and human language, in particular how to program computers to pro ...
.
Python can also be used to create games, with libraries such as
Pygame, which can make 2D games.
Python has been successfully embedded in many software products as a scripting language, including in
finite element method software such as
Abaqus, 3D parametric modelers like
FreeCAD
FreeCAD is a general-purpose parametric 3D computer-aided design (CAD) modeler and a building information modeling (BIM) software application with finite element method (FEM) support. It is intended for mechanical engineering product design bu ...
, 3D animation packages such as
3ds Max
Autodesk 3ds Max, formerly 3D Studio and 3D Studio Max, is a professional 3D computer graphics program for making 3D animations, models, games and images. It is developed and produced by Autodesk Media and Entertainment. It has modeling capabil ...
,
Blender,
Cinema 4D
Cinema 4D is a 3D software suite developed by the German company Maxon.
Overview
As of R21, only one version of Cinema 4D is available. It replaces all previous variants, including BodyPaint 3D, and includes all features of the past 'Studio' ...
,
Lightwave,
Houdini
Harry Houdini (, born Erik Weisz; March 24, 1874 – October 31, 1926) was a Hungarian-American escape artist, magic man, and stunt performer, noted for his escape acts. His pseudonym is a reference to his spiritual master, French magician ...
,
Maya,
modo,
MotionBuilder
MotionBuilder is a 3D character animation software produced by Autodesk. It is used for virtual cinematography, motion capture, and traditional keyframe animation. It was originally named Filmbox when it was first created by Canadian company Ka ...
,
Softimage
Autodesk Softimage, or simply Softimage () was a 3D computer graphics application, for producing 3D computer graphics, 3D modeling, and computer animation. Now owned by Autodesk and formerly titled Softimage, XSI, the software has been predomi ...
, the visual effects compositor
Nuke
Nuke is most commonly used as a slang term for a nuclear weapon, or the act of detonating/setting one off.
Nuke may also refer to:
Computing
* Nuke (software), a node-based compositor
* Nuke (video games), a type of damaging attack that is mos ...
, 2D imaging programs like
GIMP
GIMP ( ; GNU Image Manipulation Program) is a free and open-source raster graphics editor used for image manipulation (retouching) and image editing, free-form drawing, transcoding between different image file formats, and more specialized task ...
,
Inkscape,
Scribus and
Paint Shop Pro,
and
musical notation
Music notation or musical notation is any system used to visually represent aurally perceived music played with instruments or sung by the human voice through the use of written, printed, or otherwise-produced symbols, including notation fo ...
programs like
scorewriter and
capella.
GNU Debugger uses Python as a
pretty printer to show complex structures such as C++ containers.
Esri promotes Python as the best choice for writing scripts in
ArcGIS.
It has also been used in several video games,
and has been adopted as first of the three available
programming language
A programming language is a system of notation for writing computer programs. Most programming languages are text-based formal languages, but they may also be graphical. They are a kind of computer language.
The description of a programming ...
s in
Google App Engine
Google App Engine (often referred to as GAE or simply App Engine) is a cloud computing platform as a service for developing and hosting web applications in Google-managed data centers. Applications are sandboxed and run across multiple servers. ...
, the other two being
Java
Java (; id, Jawa, ; jv, ꦗꦮ; su, ) is one of the Greater Sunda Islands in Indonesia. It is bordered by the Indian Ocean to the south and the Java Sea to the north. With a population of 151.6 million people, Java is the world's List ...
and
Go.
Many operating systems include Python as a standard component. It ships with most
Linux distribution
A Linux distribution (often abbreviated as distro) is an operating system made from a software collection that includes the Linux kernel and, often, a package management system. Linux users usually obtain their operating system by downloading one ...
s,
AmigaOS 4 (using Python 2.7),
FreeBSD
FreeBSD is a free and open-source Unix-like operating system descended from the Berkeley Software Distribution (BSD), which was based on Research Unix. The first version of FreeBSD was released in 1993. In 2005, FreeBSD was the most popular ...
(as a package),
NetBSD
NetBSD is a free and open-source Unix operating system based on the Berkeley Software Distribution (BSD). It was the first open-source BSD descendant officially released after 386BSD was forked. It continues to be actively developed and is a ...
, and
OpenBSD
OpenBSD is a security-focused, free and open-source, Unix-like operating system based on the Berkeley Software Distribution (BSD). Theo de Raadt created OpenBSD in 1995 by forking NetBSD 1.0. According to the website, the OpenBSD project em ...
(as a package) and can be used from the command line (terminal). Many Linux distributions use installers written in Python:
Ubuntu
Ubuntu ( ) is a Linux distribution based on Debian and composed mostly of free and open-source software. Ubuntu is officially released in three editions: ''Desktop'', ''Server'', and ''Core'' for Internet of things devices and robots. All the ...
uses the
Ubiquity
Ubiquity is a synonym for omnipresence, the property of being present everywhere.
Ubiquity may also refer to:
* Ubiquity (software), a simple graphical installer made for the Ubuntu operating system
* Ubiquity (Firefox), an experimental extensi ...
installer, while
Red Hat Linux
Red Hat Linux was a widely used Commercial software, commercial Open-source software, open-source Linux distribution created by Red Hat until its discontinuation in 2004.
Early releases of Red Hat Linux were called Red Hat Commercial Linux. R ...
and
Fedora Linux use the
Anaconda
Anacondas or water boas are a group of large snakes of the genus ''Eunectes''. They are found in tropical South America. Four species are currently recognized.
Description
Although the name applies to a group of snakes, it is often used to re ...
installer.
Gentoo Linux
Gentoo Linux (pronounced ) is a Linux distribution built using the Portage package management system. Unlike a binary software distribution, the source code is compiled locally according to the user's preferences and is often optimized for the ...
uses Python in its
package management system
A package manager or package-management system is a collection of software tools that automates the process of installing, upgrading, configuring, and removing computer programs for a computer in a consistent manner.
A package manager deals w ...
,
Portage
Portage or portaging (Canada: ; ) is the practice of carrying water craft or cargo over land, either around an obstacle in a river, or between two bodies of water. A path where items are regularly carried between bodies of water is also called a ...
.
Python is used extensively in the
information security
Information security, sometimes shortened to InfoSec, is the practice of protecting information by mitigating information risks. It is part of information risk management. It typically involves preventing or reducing the probability of unauthorize ...
industry, including in exploit development.
Most of the
Sugar
Sugar is the generic name for sweet-tasting, soluble carbohydrates, many of which are used in food. Simple sugars, also called monosaccharides, include glucose, fructose, and galactose. Compound sugars, also called disaccharides or double ...
software for the
One Laptop per Child XO, developed at
Sugar Labs
Sugar Labs is a community-run software project whose mission is to produce, distribute, and support the use of Sugar, an open source desktop environment and learning platform. Sugar Labs was initially established as a member project of the Softwa ...
since 2008, is written in Python.
The
Raspberry Pi single-board computer
A single-board computer (SBC) is a complete computer built on a single circuit board, with microprocessor(s), memory, input/output (I/O) and other features required of a functional computer. Single-board computers are commonly made as demonstrati ...
project has adopted Python as its main user-programming language.
LibreOffice includes Python and intends to replace Java with Python. Its Python Scripting Provider is a core feature since Version 4.0 from 7 February 2013.
Languages influenced by Python
Python's design and philosophy have influenced many other programming languages:
*
Boo uses indentation, a similar syntax, and a similar object model.
*
Cobra uses indentation and a similar syntax, and its ''Acknowledgements'' document lists Python first among languages that influenced it.
*
CoffeeScript, a programming language that cross-compiles to JavaScript, has Python-inspired syntax.
*
ECMAScript
ECMAScript (; ES) is a JavaScript standard intended to ensure the interoperability of web pages across different browsers. It is standardized by Ecma International in the documenECMA-262
ECMAScript is commonly used for client-side scripting o ...
/
JavaScript
JavaScript (), often abbreviated as JS, is a programming language that is one of the core technologies of the World Wide Web, alongside HTML and CSS. As of 2022, 98% of Website, websites use JavaScript on the Client (computing), client side ...
borrowed iterators and
generators from Python.
*
GDScript, a scripting language very similar to Python, built-in to the
Godot game engine.
*
Go is designed for the "speed of working in a dynamic language like Python"
and shares the same syntax for slicing arrays.
*
Groovy
''Groovy'' (or, less commonly, ''groovie'' or ''groovey'') is a slang colloquialism popular during the 1950s, '60s and '70s. It is roughly synonymous with words such as "excellent", "fashionable", or "amazing", depending on context.
History
The ...
was motivated by the desire to bring the Python design philosophy to
Java
Java (; id, Jawa, ; jv, ꦗꦮ; su, ) is one of the Greater Sunda Islands in Indonesia. It is bordered by the Indian Ocean to the south and the Java Sea to the north. With a population of 151.6 million people, Java is the world's List ...
.
*
Julia was designed to be "as usable for general programming as Python".
*
Nim
Nim is a mathematical two player game.
Nim or NIM may also refer to:
* Nim (programming language)
* Nim Chimpsky, a signing chimpanzee Acronyms
* Network Installation Manager, an IBM framework
* Nuclear Instrumentation Module
* Negative index met ...
uses indentation and similar syntax.
*
Ruby
A ruby is a pinkish red to blood-red colored gemstone, a variety of the mineral corundum ( aluminium oxide). Ruby is one of the most popular traditional jewelry gems and is very durable. Other varieties of gem-quality corundum are called sa ...
's creator,
Yukihiro Matsumoto, has said: "I wanted a scripting language that was more powerful than Perl, and more object-oriented than Python. That's why I decided to design my own language."
*
Swift, a programming language developed by Apple, has some Python-inspired syntax.
Python's development practices have also been emulated by other languages. For example, the practice of requiring a document describing the rationale for, and issues surrounding, a change to the language (in Python, a PEP) is also used in
Tcl
TCL or Tcl or TCLs may refer to:
Business
* TCL Technology, a Chinese consumer electronics and appliance company
**TCL Electronics, a subsidiary of TCL Technology
* Texas Collegiate League, a collegiate baseball league
* Trade Centre Limited, a ...
,
Erlang,
and Swift.
See also
*
Python syntax and semantics
*
pip (package manager)
*
List of programming languages
This is an index to notable programming languages, in current or historical use. Dialects of BASIC, esoteric programming languages, and markup languages are not included. A programming language does not need to be imperative or Turing-complet ...
*
History of programming languages
The history of programming languages spans from documentation of early mechanical computers to modern tools for software development. Early programming languages were highly specialized, relying on mathematical notation and similarly obscure ...
*
Comparison of programming languages
References
Sources
*
*
*
*
Further reading
*
*
*
*
*
*
* Ramalho, Luciano (May 2022).
Fluent Python' (2nd ed.). O'Reilly Media.
ISBN
The International Standard Book Number (ISBN) is a numeric commercial book identifier that is intended to be unique. Publishers purchase ISBNs from an affiliate of the International ISBN Agency.
An ISBN is assigned to each separate edition and ...
978-1-4920-5632-4.
External links
*
Articles with example Python (programming language) code
Class-based programming languages
Notebook interface
Computer science in the Netherlands
Concurrent programming languages
Cross-platform free software
Cross-platform software
Dutch inventions
Dynamically typed programming languages
Educational programming languages
High-level programming languages
Information technology in the Netherlands
Multi-paradigm programming languages
Object-oriented programming languages
Pattern matching programming languages
Programming languages
Programming languages created in 1991
Scripting languages
Text-oriented programming languages
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