Fake data generator in Python
Arpit
Posted on May 27, 2022
Faker is a Python package that allows you to generate your own fake dataset.By using this package you can generate random data such as Name,Address,Email,City,Country etc. This package supports multiple locations and languages to generate data based on locality.
Faker is not a standard python library,so first you need to install it using following command:
pip install Faker
Following example is the simple demonstration of Faker to generate fake Name,Date of Birth, Address,country,email.
from faker import Faker
#Faker instance
fake=Faker()
print('Name:',fake.name())
print('Date of Birth:',fake.date_of_birth())
print('Address:',fake.address())
print('Country:',fake.country())
print('Email:',fake.email())
Output
Name:Stephen Palmer
Date of Birth:1984-02-24
Address:880 Jones Wells Suite 398
West Kimberlyfort,WI 86842
Country:Romania
Email:taylorelaine@gmail.com
Faker generates data by default in English US ('en_US)locale.Consider the following example to generate random names in default locale.
from faker import Faker
#Faker instance
fake=Faker()
print('First Name:',fake.first_name())
print('Last Name:',fake.last_name())
print('Name:',fake.name())
Output
First Name:Jamie
Last Name:Stephenson
Name:Julie Davidson
To change the language we need to pass the specific locale to the Faker class.
from faker import Faker
#Faker instance in
#English-India language
fake Faker('en_In')
print('First Name:',fake.first_name())
print('Last Name :, fake.last_name())
print('Name:',fake.name())
print('--------------')
#Faker instance in
#Hindi-India language
fake1 Faker('hi_In')
print('First Name :, fake1.first_name())
print('Last Name:',fake1.last_name())
print('Name:',fake1.name())
Output
First Name:Dhruv
Last Name:Tripathi
Name:Sara Dave
--------------
First Name:राजीव
Last Name:दूबे
Name:अमर आहूजा
List of available locales that are supported by Faker library.
from faker.config import AVAILABLE_LOCALES
#get list of available locales
List=[local for local in AVAILABLE_LOCALES]
#print list
print(List)
Output
['ar_AA','ar_EG','ar_JO','ar_PS','ar_SA','bg_BG','bs_BA','cs_CZ','de',
de_AT','de_CH','de_DE','dk_DK','el CY','el_GR','en','en_AU','en_CA',
'en_GB','en_IE','en_IN','en NZ','en_PH','en_TH','en_US','es','es_CA',
'es_ES','es MX','et EE','fa IR','fi_FI','fil PH','fr_CA','fr_CH','fr_F
R','fr_QC','he_IL','hi_IN','hr_HR','hu_HU','hy_AM','id_ID','it_CH','₁
t_IT','ja_JP','ka_GE','ko_KR','la','1b_LU','lt_LT','1v_LV','mt_MT',
e_NP','n1_BE','nl_NL','no_NO','or_IN","pl_PL','pt_BR','pt_PT','ro_RO',
'ru_RU','sk_SK','sl_SI','sv_SE','ca_IN','th','th_TH','el_PH','tr_TR¹,
'tw_GH','uk_UA','zh_CN','zh_TW']
There are lot of methods in Faker,you can get the list of all available attributes and methods using dir()function.
from faker import Faker
#Faker instance
fake=Faker()
#print list
print(dir(fake))
Output
['__class_','_delattr_',
'_dir_','__doc____',
'_dict_',
'address','am_pm',...
'android platform_token','ascii_company_email',
'word','words','year','zip',
'zipcode','zipcode_in_state','zipcode_plus4']
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Posted on May 27, 2022
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