| *Faker* is a Python package that generates fake data for you. Whether |
| you need to bootstrap your database, create good-looking XML documents, |
| fill-in your persistence to stress test it, or anonymize data taken from |
| a production service, Faker is for you. |
|
|
| Faker is heavily inspired by `PHP Faker`_, `Perl Faker`_, and by `Ruby Faker`_. |
|
|
| ---- |
|
|
| :: |
|
|
| _|_|_|_| _| |
| _| _|_|_| _| _| _|_| _| _|_| |
| _|_|_| _| _| _|_| _|_|_|_| _|_| |
| _| _| _| _| _| _| _| |
| _| _|_|_| _| _| _|_|_| _| |
|
|
| |pypi| |unix_build| |windows_build| |coverage| |license| |
|
|
| ---- |
|
|
| For more details, see the `extended docs`_, especially if you are upgrading |
| from version ``2.0.4`` and below as there might be breaking changes. |
|
|
| Basic Usage |
| ----------- |
|
|
| Install with pip: |
|
|
| .. code:: bash |
|
|
| pip install Faker |
|
|
| *Note: this package was previously called* ``fake-factory``. |
|
|
| Use ``faker.Faker()`` to create and initialize a faker |
| generator, which can generate data by accessing properties named after |
| the type of data you want. |
|
|
| .. code:: python |
|
|
| from faker import Faker |
| fake = Faker() |
|
|
| fake.name() |
| |
|
|
| fake.address() |
| |
| |
|
|
| fake.text() |
| |
| |
| |
| |
| |
| |
| |
| |
| |
|
|
| Each call to method ``fake.name()`` yields a different (random) result. |
| This is because faker forwards ``faker.Generator.method_name()`` calls |
| to ``faker.Generator.format(method_name)``. |
|
|
| .. code:: python |
|
|
| for _ in range(10): |
| print(fake.name()) |
|
|
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
|
|
| Providers |
| --------- |
|
|
| Each of the generator properties (like ``name``, ``address``, and |
| ``lorem``) are called "fake". A faker generator has many of them, |
| packaged in "providers". |
|
|
| .. code:: python |
|
|
| from faker import Faker |
| from faker.providers import internet |
|
|
| fake = Faker() |
| fake.add_provider(internet) |
|
|
| print(fake.ipv4_private()) |
|
|
|
|
| Check the `extended docs`_ for a list of `bundled providers`_ and a list of |
| `community providers`_. |
|
|
| Localization |
| ------------ |
|
|
| ``faker.Faker`` can take a locale as an argument, to return localized |
| data. If no localized provider is found, the factory falls back to the |
| default en\_US locale. |
|
|
| .. code:: python |
|
|
| from faker import Faker |
| fake = Faker('it_IT') |
| for _ in range(10): |
| print(fake.name()) |
|
|
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
|
|
| ``faker.Faker`` also supports multiple locales. New in v3.0.0. |
|
|
| .. code:: python |
|
|
| from faker import Faker |
| fake = Faker(['it_IT', 'en_US', 'ja_JP']) |
| for _ in range(10): |
| print(fake.name()) |
|
|
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
|
|
| You can check available Faker locales in the source code, under the |
| providers package. The localization of Faker is an ongoing process, for |
| which we need your help. Please don't hesitate to create a localized |
| provider for your own locale and submit a Pull Request (PR). |
|
|
| Included localized providers: |
|
|
| - `ar\_EG <https://faker.readthedocs.io/en/master/locales/ar_EG.html>`__ - Arabic (Egypt) |
| - `ar\_PS <https://faker.readthedocs.io/en/master/locales/ar_PS.html>`__ - Arabic (Palestine) |
| - `ar\_SA <https://faker.readthedocs.io/en/master/locales/ar_SA.html>`__ - Arabic (Saudi Arabia) |
| - `bg\_BG <https://faker.readthedocs.io/en/master/locales/bg_BG.html>`__ - Bulgarian |
| - `bs\_BA <https://faker.readthedocs.io/en/master/locales/bs_BA.html>`__ - Bosnian |
| - `cs\_CZ <https://faker.readthedocs.io/en/master/locales/cs_CZ.html>`__ - Czech |
| - `de\_DE <https://faker.readthedocs.io/en/master/locales/de_DE.html>`__ - German |
| - `dk\_DK <https://faker.readthedocs.io/en/master/locales/dk_DK.html>`__ - Danish |
| - `el\_GR <https://faker.readthedocs.io/en/master/locales/el_GR.html>`__ - Greek |
| - `en\_AU <https://faker.readthedocs.io/en/master/locales/en_AU.html>`__ - English (Australia) |
| - `en\_CA <https://faker.readthedocs.io/en/master/locales/en_CA.html>`__ - English (Canada) |
| - `en\_GB <https://faker.readthedocs.io/en/master/locales/en_GB.html>`__ - English (Great Britain) |
| - `en\_NZ <https://faker.readthedocs.io/en/master/locales/en_NZ.html>`__ - English (New Zealand) |
| - `en\_US <https://faker.readthedocs.io/en/master/locales/en_US.html>`__ - English (United States) |
| - `es\_ES <https://faker.readthedocs.io/en/master/locales/es_ES.html>`__ - Spanish (Spain) |
| - `es\_MX <https://faker.readthedocs.io/en/master/locales/es_MX.html>`__ - Spanish (Mexico) |
| - `et\_EE <https://faker.readthedocs.io/en/master/locales/et_EE.html>`__ - Estonian |
| - `fa\_IR <https://faker.readthedocs.io/en/master/locales/fa_IR.html>`__ - Persian (Iran) |
| - `fi\_FI <https://faker.readthedocs.io/en/master/locales/fi_FI.html>`__ - Finnish |
| - `fr\_FR <https://faker.readthedocs.io/en/master/locales/fr_FR.html>`__ - French |
| - `hi\_IN <https://faker.readthedocs.io/en/master/locales/hi_IN.html>`__ - Hindi |
| - `hr\_HR <https://faker.readthedocs.io/en/master/locales/hr_HR.html>`__ - Croatian |
| - `hu\_HU <https://faker.readthedocs.io/en/master/locales/hu_HU.html>`__ - Hungarian |
| - `hy\_AM <https://faker.readthedocs.io/en/master/locales/hy_AM.html>`__ - Armenian |
| - `it\_IT <https://faker.readthedocs.io/en/master/locales/it_IT.html>`__ - Italian |
| - `ja\_JP <https://faker.readthedocs.io/en/master/locales/ja_JP.html>`__ - Japanese |
| - `ka\_GE <https://faker.readthedocs.io/en/master/locales/ka_GE.html>`__ - Georgian (Georgia) |
| - `ko\_KR <https://faker.readthedocs.io/en/master/locales/ko_KR.html>`__ - Korean |
| - `lt\_LT <https://faker.readthedocs.io/en/master/locales/lt_LT.html>`__ - Lithuanian |
| - `lv\_LV <https://faker.readthedocs.io/en/master/locales/lv_LV.html>`__ - Latvian |
| - `ne\_NP <https://faker.readthedocs.io/en/master/locales/ne_NP.html>`__ - Nepali |
| - `nl\_NL <https://faker.readthedocs.io/en/master/locales/nl_NL.html>`__ - Dutch (Netherlands) |
| - `no\_NO <https://faker.readthedocs.io/en/master/locales/no_NO.html>`__ - Norwegian |
| - `pl\_PL <https://faker.readthedocs.io/en/master/locales/pl_PL.html>`__ - Polish |
| - `pt\_BR <https://faker.readthedocs.io/en/master/locales/pt_BR.html>`__ - Portuguese (Brazil) |
| - `pt\_PT <https://faker.readthedocs.io/en/master/locales/pt_PT.html>`__ - Portuguese (Portugal) |
| - `ro\_RO <https://faker.readthedocs.io/en/master/locales/ro_RO.html>`__ - Romanian |
| - `ru\_RU <https://faker.readthedocs.io/en/master/locales/ru_RU.html>`__ - Russian |
| - `sl\_SI <https://faker.readthedocs.io/en/master/locales/sl_SI.html>`__ - Slovene |
| - `sv\_SE <https://faker.readthedocs.io/en/master/locales/sv_SE.html>`__ - Swedish |
| - `tr\_TR <https://faker.readthedocs.io/en/master/locales/tr_TR.html>`__ - Turkish |
| - `uk\_UA <https://faker.readthedocs.io/en/master/locales/uk_UA.html>`__ - Ukrainian |
| - `zh\_CN <https://faker.readthedocs.io/en/master/locales/zh_CN.html>`__ - Chinese (China) |
| - `zh\_TW <https://faker.readthedocs.io/en/master/locales/zh_TW.html>`__ - Chinese (Taiwan) |
|
|
| Command line usage |
| ------------------ |
|
|
| When installed, you can invoke faker from the command-line: |
|
|
| .. code:: bash |
|
|
| faker [-h] [--version] [-o output] |
| [-l {bg_BG,cs_CZ,...,zh_CN,zh_TW}] |
| [-r REPEAT] [-s SEP] |
| [-i {package.containing.custom_provider otherpkg.containing.custom_provider}] |
| [fake] [fake argument [fake argument ...]] |
|
|
| Where: |
|
|
| - ``faker``: is the script when installed in your environment, in |
| development you could use ``python -m faker`` instead |
|
|
| - ``-h``, ``--help``: shows a help message |
|
|
| - ``--version``: shows the program's version number |
|
|
| - ``-o FILENAME``: redirects the output to the specified filename |
|
|
| - ``-l {bg_BG,cs_CZ,...,zh_CN,zh_TW}``: allows use of a localized |
| provider |
|
|
| - ``-r REPEAT``: will generate a specified number of outputs |
|
|
| - ``-s SEP``: will generate the specified separator after each |
| generated output |
|
|
| - ``-i {my.custom_provider other.custom_provider}`` list of additional custom |
| providers to use. Note that is the import path of the package containing |
| your Provider class, not the custom Provider class itself. |
|
|
| - ``fake``: is the name of the fake to generate an output for, such as |
| ``name``, ``address``, or ``text`` |
|
|
| - ``[fake argument ...]``: optional arguments to pass to the fake (e.g. the |
| profile fake takes an optional list of comma separated field names as the |
| first argument) |
|
|
| Examples: |
|
|
| .. code:: bash |
|
|
| $ faker address |
| 968 Bahringer Garden Apt. 722 |
| Kristinaland, NJ 09890 |
|
|
| $ faker -l de_DE address |
| Samira-Niemeier-Allee 56 |
| 94812 Biedenkopf |
|
|
| $ faker profile ssn,birthdate |
| {'ssn': u'628-10-1085', 'birthdate': '2008-03-29'} |
|
|
| $ faker -r=3 -s=";" name |
| Willam Kertzmann; |
| Josiah Maggio; |
| Gayla Schmitt; |
|
|
| How to create a Provider |
| ------------------------ |
|
|
| .. code:: python |
|
|
| from faker import Faker |
| fake = Faker() |
|
|
| |
| from faker.providers import BaseProvider |
|
|
| |
| class Provider(BaseProvider): |
| def foo(self): |
| return 'bar' |
|
|
| |
| fake.add_provider(Provider) |
|
|
| |
| fake.foo() |
| |
|
|
| How to customize the Lorem Provider |
| ----------------------------------- |
|
|
| You can provide your own sets of words if you don't want to use the |
| default lorem ipsum one. The following example shows how to do it with a list of words picked from `cakeipsum <http://www.cupcakeipsum.com/>`__ : |
|
|
| .. code:: python |
|
|
| from faker import Faker |
| fake = Faker() |
|
|
| my_word_list = [ |
| 'danish','cheesecake','sugar', |
| 'Lollipop','wafer','Gummies', |
| 'sesame','Jelly','beans', |
| 'pie','bar','Ice','oat' ] |
|
|
| fake.sentence() |
| |
|
|
| fake.sentence(ext_word_list=my_word_list) |
| |
|
|
|
|
| How to use with Factory Boy |
| --------------------------- |
|
|
| `Factory Boy` already ships with integration with ``Faker``. Simply use the |
| ``factory.Faker`` method of ``factory_boy``: |
|
|
| .. code:: python |
|
|
| import factory |
| from myapp.models import Book |
|
|
| class BookFactory(factory.Factory): |
| class Meta: |
| model = Book |
|
|
| title = factory.Faker('sentence', nb_words=4) |
| author_name = factory.Faker('name') |
|
|
| Accessing the `random` instance |
| ------------------------------- |
|
|
| The ``.random`` property on the generator returns the instance of |
| ``random.Random`` used to generate the values: |
|
|
| .. code:: python |
|
|
| from faker import Faker |
| fake = Faker() |
| fake.random |
| fake.random.getstate() |
|
|
| By default all generators share the same instance of ``random.Random``, which |
| can be accessed with ``from faker.generator import random``. Using this may |
| be useful for plugins that want to affect all faker instances. |
|
|
| Seeding the Generator |
| --------------------- |
|
|
| When using Faker for unit testing, you will often want to generate the same |
| data set. For convenience, the generator also provide a ``seed()`` method, |
| which seeds the shared random number generator. Calling the same methods with |
| the same version of faker and seed produces the same results. |
|
|
| .. code:: python |
|
|
| from faker import Faker |
| fake = Faker() |
| Faker.seed(4321) |
|
|
| print(fake.name()) |
| |
|
|
| Each generator can also be switched to its own instance of ``random.Random``, |
| separate to the shared one, by using the ``seed_instance()`` method, which acts |
| the same way. For example: |
|
|
| .. code:: python |
|
|
| from faker import Faker |
| fake = Faker() |
| fake.seed_instance(4321) |
|
|
| print(fake.name()) |
| |
|
|
| Please note that as we keep updating datasets, results are not guaranteed to be |
| consistent across patch versions. If you hardcode results in your test, make sure |
| you pinned the version of ``Faker`` down to the patch number. |
|
|
| Tests |
| ----- |
|
|
| Run tests: |
|
|
| .. code:: bash |
|
|
| $ tox |
|
|
| Write documentation for providers: |
|
|
| .. code:: bash |
|
|
| $ python -m faker > docs.txt |
|
|
|
|
| Contribute |
| ---------- |
|
|
| Please see `CONTRIBUTING`_. |
|
|
| License |
| ------- |
|
|
| Faker is released under the MIT License. See the bundled `LICENSE`_ file |
| for details. |
|
|
| Credits |
| ------- |
|
|
| - `FZaninotto`_ / `PHP Faker`_ |
| - `Distribute`_ |
| - `Buildout`_ |
| - `modern-package-template`_ |
|
|
|
|
| .. _FZaninotto: https://github.com/fzaninotto |
| .. _PHP Faker: https://github.com/fzaninotto/Faker |
| .. _Perl Faker: http://search.cpan.org/~jasonk/Data-Faker-0.07/ |
| .. _Ruby Faker: https://github.com/stympy/faker |
| .. _Distribute: https://pypi.org/project/distribute/ |
| .. _Buildout: http://www.buildout.org/ |
| .. _modern-package-template: https://pypi.org/project/modern-package-template/ |
| .. _extended docs: https://faker.readthedocs.io/en/stable/ |
| .. _bundled providers: https://faker.readthedocs.io/en/stable/providers.html |
| .. _community providers: https://faker.readthedocs.io/en/stable/communityproviders.html |
| .. _LICENSE: https://github.com/joke2k/faker/blob/master/LICENSE.txt |
| .. _CONTRIBUTING: https://github.com/joke2k/faker/blob/master/CONTRIBUTING.rst |
| .. _Factory Boy: https://github.com/FactoryBoy/factory_boy |
|
|
| .. |pypi| image:: https://img.shields.io/pypi/v/Faker.svg?style=flat-square&label=version |
| :target: https://pypi.org/project/Faker/ |
| :alt: Latest version released on PyPI |
| |
| .. |coverage| image:: https://img.shields.io/coveralls/joke2k/faker/master.svg?style=flat-square |
| :target: https://coveralls.io/r/joke2k/faker?branch=master |
| :alt: Test coverage |
| |
| .. |unix_build| image:: https://img.shields.io/travis/joke2k/faker/master.svg?style=flat-square&label=unix%20build |
| :target: http://travis-ci.org/joke2k/faker |
| :alt: Build status of the master branch on Mac/Linux |
| |
| .. |windows_build| image:: https://img.shields.io/appveyor/ci/joke2k/faker/master.svg?style=flat-square&label=windows%20build |
| :target: https://ci.appveyor.com/project/joke2k/faker |
| :alt: Build status of the master branch on Windows |
| |
| .. |license| image:: https://img.shields.io/badge/license-MIT-blue.svg?style=flat-square |
| :target: https://raw.githubusercontent.com/joke2k/faker/master/LICENSE.txt |
| :alt: Package license |
| |