Онлайн python компиляторы для запуска кода в браузере

Terms and Conditions («Terms»)

Last updated: 06/30/2021

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Major new features of the 3.9 series, compared to 3.8

Some of the new major new features and changes in Python 3.9 are:

  • PEP 573, Module State Access from C Extension Methods
  • PEP 584, Union Operators in
  • PEP 585, Type Hinting Generics In Standard Collections
  • PEP 593, Flexible function and variable annotations
  • PEP 602, Python adopts a stable annual release cadence
  • PEP 614, Relaxing Grammar Restrictions On Decorators
  • PEP 615, Support for the IANA Time Zone Database in the Standard Library
  • PEP 616, String methods to remove prefixes and suffixes
  • PEP 617, New PEG parser for CPython
  • BPO 38379, garbage collection does not block on resurrected objects;
  • BPO 38692, os.pidfd_open added that allows process management without races and signals;
  • BPO 39926, Unicode support updated to version 13.0.0;
  • BPO 1635741, when Python is initialized multiple times in the same process, it does not leak memory anymore;
  • A number of Python builtins (range, tuple, set, frozenset, list, dict) are now sped up using PEP 590 vectorcall;
  • A number of Python modules (_abc, audioop, _bz2, _codecs, _contextvars, _crypt, _functools, _json, _locale, operator, resource, time, _weakref) now use multiphase initialization as defined by PEP 489;
  • A number of standard library modules (audioop, ast, grp, _hashlib, pwd, _posixsubprocess, random, select, struct, termios, zlib) are now using the stable ABI defined by PEP 384.

You can find a more comprehensive list in this release’s «What’s New» document.

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3: Токенизация

Создайте файл для сценария в текстовом редакторе (файл называется nlp.py).

Импортируйте корпус в файл. Затем создайте переменную tweets и присвойте ей список строк твитов из файла positive_tweets.json

  • Использование переменных в Python 3
  • Работа со списками в Python 3

При первой загрузке списка твитов каждый твит представлен в виде одной строки. Прежде чем сценарий сможет отличить прилагательные и существительные, нужно разметить твиты.

Токенизация – это процесс разбиения последовательности строк на части: на слова, ключевые слова, фразы, символы и другие элементы, которые называются токенами. Создайте новую переменную, tweets_tokens, и присвойте ей токенизированный список твитов.

Теперь переменная tweets_tokens содержит список токенов. Каждому токену можно присвоить тег.

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OpenPGP Public Keys

Source and binary executables are signed by the release manager or binary builder using their
OpenPGP key. Release files for currently supported releases are signed by the following:

  • Pablo Galindo Salgado (3.10.x and 3.11.x source files and tags) (key id: 64E628F8D684696D)
  • Steve Dower (Windows binaries) (key id: FC62 4643 4870 34E5)
  • Łukasz Langa (3.8.x and 3.9.x source files and tags) (key id: B269 95E3 1025 0568)
  • Ned Deily (macOS binaries, 3.7.x / 3.6.x source files and tags) (key ids: 2D34 7EA6 AA65 421D, FB99 2128 6F5E 1540, and Apple Developer ID DJ3H93M7VJ)
  • Larry Hastings (3.5.x source files and tags) (key id: 3A5C A953 F73C 700D)
  • Benjamin Peterson (2.7.z source files and tags) (key id: 04C3 67C2 18AD D4FF and A4135B38)

Release files for older releases which have now reached end-of-life may have been signed by one of the following:

  • Anthony Baxter (key id: 0EDD C5F2 6A45 C816)
  • Georg Brandl (key id: 0A5B 1018 3658 0288)
  • Martin v. Löwis (key id: 6AF0 53F0 7D9D C8D2)
  • Ronald Oussoren (key id: C9BE 28DE E6DF 025C)
  • Barry Warsaw (key ids: 126E B563 A74B 06BF, D986 6941 EA5B BD71, and ED9D77D5)

You can import a person’s public keys from a public keyserver network server
you trust by running a command like:

or, in many cases, public keys can also be found
at keybase.io.
On the version-specific download pages, you should see a link to both the
downloadable file and a detached signature file. To verify the authenticity
of the download, grab both files and then run this command:

Note that you must use the name of the signature file, and you should use the
one that’s appropriate to the download you’re verifying.

(These instructions are geared to
GnuPG and Unix command-line users.)

Other Useful Items

  • Looking for 3rd party Python modules? The
    Package Index has many of them.
  • You can view the standard documentation
    online, or you can download it
    in HTML, PostScript, PDF and other formats. See the main
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  • Information on tools for unpacking archive files
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  • Tip: even if you download a ready-made binary for your
    platform, it makes sense to also download the source.
    This lets you browse the standard library (the subdirectory Lib)
    and the standard collections of demos (Demo) and tools
    (Tools) that come with it. There’s a lot you can learn from the
    source!
  • There is also a collection of Emacs packages
    that the Emacsing Pythoneer might find useful. This includes major
    modes for editing Python, C, C++, Java, etc., Python debugger
    interfaces and more. Most packages are compatible with Emacs and
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And Now for Something Completely Different

mall>(BBC Television News studio)
Richard Baker: We’ve just heard that an explosion in the kitchens of the House of Lords has resulted in the breakage of seventeen storage jars. Police ruled out foul play.

Version Operating System Description MD5 Sum File Size GPG
Gzipped source tarball Source release 5f463f30b1fdcb545f156583630318b3 25755357 SIG
XZ compressed source tarball Source release fddb060b483bc01850a3f412eea1d954 19123232 SIG
macOS 64-bit Intel installer macOS for macOS 10.9 and later ce8c2f885f26b09536857610644260d4 30038206 SIG
macOS 64-bit universal2 installer macOS for macOS 10.9 and later, including macOS 11 Big Sur on Apple Silicon (experimental) 825067610b16b03ec814630df1b65193 38144099 SIG
Windows embeddable package (32-bit) Windows 6d12e3e0f942830de8466a83d30a45fb 7652688 SIG
Windows embeddable package (64-bit) Windows 67e19ff32b3ef62a40bccd50e33b0f53 8473919 SIG
Windows help file Windows b92a78506ccf258d5ad0d98c341fc5d1 9263789 SIG
Windows installer (32-bit) Windows 0d949bdfdbd0c8c66107a980a95efd85 27811736 SIG
Windows installer (64-bit) Windows Recommended cc3eabc1f9d6c703d1d2a4e7c041bc1d 28895456 SIG

5: Подсчёт тегов

Теперь нужно посчитать POS-теги JJ и NN. Добавьте счётчик в конец сценария и присвойте ему значение 0:

После этого нужно создать два цикла for. Первый будет итерировать каждый твит в списке, а второй – все пары токенов и тегов в твите. При этом нужно использовать индексы кортежа.

После этого нужно проверить, соответствует ли тег строке ‘JJ’ или ‘NN’; это делается с помощью условных операторов. Если тег совпадает, в счетчик выполнит (+= 1).

Добавив оба цикла, нужно добавить счетчик для общего количества прилагательных и существительных в корпусе. Чтобы узнать, сколько прилагательных и существительных обнаружил сценарий, поместите операторы print в конце сценария.

Теперь программа может считать прилагательные и существительные.

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2: Загрузка данных и разметчика NLTK

В данном руководстве мы попробуем загрузить с помощью NLTK корпус данных Twitter под названием twitter_samples. Загрузите корпус:

Если команда выполнена успешно, на экране появится такой вывод:

Затем загрузите разметчик частей речи. Частеречная разметка (POS tagging) – это процесс маркировки слов в тексте при помощи POS-тегов (по сути, определение части речи того или иного слова). В руководстве будет использоваться averaged_perceptron_tagger. Этот разметчик использует алгоритм персептрона, чтобы определить, какой POS-тег присвоить тому или иному слову. Чтобы загрузить этот инструмент, введите:

python -m nltk.downloader averaged_perceptron_tagger

Команда должна вернуть:

Убедитесь в том, что корпус загружен правильно. Откройте интерактивную среду Python с помощью терминала.

Теперь импортируйте корпус twitter_samples:

Данный корпус содержит около 20 000 твитов, извлеченных из Twitter Streaming API. Твиты хранятся в виде отдельных строках в JSON.

Чтобы узнать, сколько JSON-файлов хранится в корпусе, используйте метод twitter_samples.fileids():

Чтобы запросить строку, используйте ID файлов:

Эта команда вернёт объемный вывод, вот его фрагмент:

Теперь вы знаете, что корпус загружен успешно. Закройте интерактивную среду Python (ctrl + D).

Получив доступ к корпусу twitter_samples, вы можете написать сценарий для обработки твиров.

Целью сценария будет подсчет имен прилагательных и существительных в корпусе.

В дальнейшем вы можете расширить этот сценарий и научить его подсчитывать разные типы прилагательных, что можно применить при оценке настроения твита или отзыва.

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