Module-Faker使用手册
Python-Faker 使用文档
tags: faker 随机 虚拟 造数
Faker是一个Python包，可以为您生成虚假数据。无论您是需要引导数据库，创建外观漂亮的XML文档，填写持久性来对其进行压力测试，还是匿名化从生产服务中获取的数据，Faker都适合您。
安装
安装faker
pip install Faker
(env) [scfan@WOM ~]$ faker -h
faker官方文档链接:https://faker.readthedocs.io/en/latest/index.html)
faker函数列表参考:
https://www.jianshu.com/p/6bd6869631d9
官网函数样例
官网的一些函数样例
Faker 常用函数
导入模块
from faker import Factory
fake = Factory().create('zh_CN')
常用函数
# 实例化对象
In [2]: from faker import Factory
In [3]: fake = Factory().create('zh_CN')
# 身份证号码
In [6]: print(fake.ssn())
41012219881129736X
# 姓名 & 女性姓名 & 男性姓名
In [7]: print fake.name(), fake.name_female(), fake.name_male()
帅秀珍 须金凤 姬健
# 国家 & 国家代码
In [41]: print fake.country() ,fake.country_code()
匈牙利 US
# 省份
In [15]: print(fake.province())
辽宁省
# 城市 & 城市名称 & 城市后缀
In [42]: print fake.city(), fake.city_name(), fake.city_suffix()
张家港市 深圳 县
# 电话号码 & 电话号码前缀
In [47]: print fake.phone_number(), fake.phonenumber_prefix()
18074673371 157
# Email
In [14]: print(fake.email())
tao82@liao.cn
# 公司名称
In [72]: print fake.company()
中建创业传媒有限公司
# 地址
In [94]: print fake.address()
云南省峰县房山正街b座 190919
# 街道地址 & 街道名称 & 街道后缀
In [93]: print fake.street_address(), fake.street_name(), fake.street_suffix()
经路T座 合山路 路
Faker 封装函数
如下主要说明一些常用/基础函数(已封装)
- factory_choice_generator 随机生成list中一项
- Gen_length_Num 随机生成指定长度数字
- hanzi2pinyin 汉字转拼音
- fake_random_sentence 传入list，生成随机组合的list
import datetime
import logging
import random, string
from pypinyin import pinyin, lazy_pinyin
from faker import Factory
fake = Factory().create('zh_CN')
def factory_choice_generator(values):
u"""从list中随机选择一个输出
:param values:列表
:return:随机取一返回
"""
my_list = list(values)
return random.choice(my_list)
def Gen_length_Num(length):
u"""输入指定长度，生成长度固定的随机数，且开头不为0
:param length:长度
:return:长度固定的随机数，且开头不为0
"""
def Gen_length_Num_1(length):
u"生成流水号 - 纯数字"
# 随机出数字的个数
numOfNum = length
# 选中numOfNum个数字
slcNum = [random.choice(string.digits) for i in range(numOfNum)]
# 打乱这个组合
slcChar = slcNum
random.shuffle(slcChar)
# 生成密码
genPwd = ''.join([i for i in slcChar])
return genPwd
genPwd = Gen_length_Num_1(length)
while genPwd[0] == '0': # 加入循环，避免生成 0 开头的数据。
genPwd = Gen_length_Num_1(length)
return genPwd
def hanzi2pinyin(string, split2=""):
u"汉字转拼音"
if not isinstance(string, (unicode)):
string = unicode(string)
pinyin_li = lazy_pinyin(string) # 必须为 Unicode
pinyin = u""
for i in pinyin_li:
pinyin += i
return pinyin
def fake_random_sentence(ext_word_list=None):
u" 传入list随机组合生成列表 "
my_word_list = [
'danish','cheesecake','sugar',
'Lollipop','wafer','Gummies',
'sesame','Jelly','beans',
'pie','bar','Ice','oat' ]
fake.sentence()
# 'Expedita at beatae voluptatibus nulla omnis.'
sentence = fake.sentence(ext_word_list=my_word_list)
# 'Oat beans oat Lollipop bar cheesecake.'
return sentence
Faker 函数效果一览
生成函数样例的代码程序
# -*- coding=utf-8 -*-
import sys
from faker import Factory
reload(sys)
sys.setdefaultencoding('utf8')
fake = Factory().create('zh_CN')
li = dir(fake)
def get_dir_run():
with open('somefile.txt', 'wt') as f:
for i in li:
a = None
try:
cmd = "fake."+i+"()"
a = eval(cmd)
print cmd
except Exception:
a = None
if a:
message = "{0} # {1} \n".format(cmd,a)
f.write(message)
get_dir_run()
Python-Faker详细函数样例
fake.__class__() # <faker.generator.Generator object at 0x7ff780c23e10>
fake.__hash__() # 8793824177497
fake.__repr__() # <faker.generator.Generator object at 0x7ff78c42d590>
fake.__sizeof__() # 32
fake.__str__() # <faker.generator.Generator object at 0x7ff78c42d590>
fake.__subclasshook__() # NotImplemented
fake.address() # 云南省荣县白云延路y座 648847
fake.am_pm() # AM
fake.ascii_company_email() # zhangchao@mao.com
fake.ascii_email() # yongzheng@hotmail.com
fake.ascii_free_email() # gongfang@hotmail.com
fake.ascii_safe_email() # tzhao@example.net
fake.boolean() # True
fake.bothify() # 10 Nq
fake.bs() # productize front-end supply-chains
fake.building_number() # E座
fake.catch_phrase() # Visionary logistical initiative
fake.century() # II
fake.chrome() # Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_9) AppleWebKit/5352 (KHTML, like Gecko) Chrome/14.0.828.0 Safari/5352
fake.city() # 成都市
fake.city_name() # 宁德
fake.city_suffix() # 市
fake.color_name() # DarkOliveGreen
fake.company() # 网新恒天信息有限公司
fake.company_email() # xiongchao@cai.com
fake.company_prefix() # 维旺明
fake.company_suffix() # 信息有限公司
fake.country() # 阿拉伯联合酋长国
fake.country_code() # ES
fake.credit_card_expire() # 06/22
fake.credit_card_full() # JCB 16 digit
柳 冉
3096337563919187 07/23
CVC: 610
fake.credit_card_number() # 6011172478902092
fake.credit_card_provider() # Voyager
fake.credit_card_security_code() # 0753
fake.cryptocurrency_code() # XDN
fake.currency_code() # TWD
fake.date() # 1973-07-31
fake.date_between() # 2008-01-12
fake.date_between_dates() # 2017-12-06
fake.date_object() # 1972-08-01
fake.date_this_century() # 2008-09-16
fake.date_this_decade() # 2013-12-26
fake.date_this_month() # 2017-12-01
fake.date_this_year() # 2017-09-19
fake.date_time() # 2016-08-05 03:23:26
fake.date_time_ad() # 0258-04-07 20:48:11
fake.date_time_between() # 2006-06-09 01:28:22
fake.date_time_between_dates() # 2017-12-06 10:47:23
fake.date_time_this_century() # 2001-11-30 13:58:47
fake.date_time_this_decade() # 2012-08-25 18:04:34
fake.date_time_this_month() # 2017-12-04 11:24:57
fake.date_time_this_year() # 2017-06-02 08:50:48
fake.day_of_month() # 15
fake.day_of_week() # Thursday
fake.district() # 清河
fake.domain_name() # lu.com
fake.domain_word() # zhao
fake.ean() # 5954186746588
fake.ean13() # 9672235528133
fake.ean8() # 06171292
fake.email() # zhengtao@gmail.com
fake.file_extension() # docx
fake.file_name() # 品牌.doc
fake.file_path() # /关于/推荐.pptx
fake.firefox() # Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_7; rv:1.9.4.20) Gecko/2011-01-16 07:23:04 Firefox/5.0
fake.first_name() # 玉珍
fake.first_name_female() # 彬
fake.first_name_male() # 莹
fake.first_romanized_name() # Fang
fake.free_email() # bwen@hotmail.com
fake.free_email_domain() # yahoo.com
fake.future_date() # 2017-12-13
fake.future_datetime() # 2017-12-19 00:29:14
fake.geo_coordinate() # -172.459902
fake.hex_color() # #b4e7a9
fake.image_url() # https://dummyimage.com/517x471
fake.internet_explorer() # Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/4.0)
fake.ipv4() # 6.155.240.182
fake.ipv6() # 6903:92c5:9e08:5f0c:5fda:b85e:97ec:b885
fake.isbn10() # 0-02-210237-X
fake.isbn13() # 978-1-79735-105-6
fake.iso8601() # 1986-08-09T07:49:59
fake.job() # Designer, graphic
fake.language_code() # bs
fake.last_name() # 逯
fake.last_name_female() # 申
fake.last_name_male() # 查
fake.last_romanized_name() # Dong
fake.latitude() # 10.6496555
fake.lexify() # PEdF
fake.license_plate() # 4-2558G
fake.linux_platform_token() # X11; Linux i686
fake.linux_processor() # i686
fake.locale() # ka_GE
fake.longitude() # -45.494435
fake.mac_address() # 70:0a:bf:0f:77:47
fake.mac_platform_token() # Macintosh; PPC Mac OS X 10_7_7
fake.mac_processor() # Intel
fake.md5() # 71f8c16a5f87000130b7df65611c364a
fake.mime_type() # message/partial
fake.month() # 11
fake.month_name() # February
fake.msisdn() # 6138497580204
fake.name() # 离莹
fake.name_female() # 万成
fake.name_male() # 况丽华
fake.null_boolean() # True
fake.numerify() # 877
fake.opera() # Opera/9.94.(Windows 95; nl-BE) Presto/2.9.171 Version/11.00
fake.paragraph() # 系列位置由于作品什么特别研究.精华网络或者搜索.主题我们类别这个增加.
fake.paragraphs() # [u'\u516c\u53f8\u9700\u8981\u65f6\u95f4\u73af\u5883.\u7684\u4eba\u63d0\u4f9b\u79ef\u5206\u5728\u7ebf\u6807\u51c6\u6cd5\u5f8b\u6211\u4eec\u6ce8\u610f.', u'\u8c22\u8c22\u57fa\u672c\u4ec0\u4e48\u4e2d\u6587\u540d\u79f0\u7136\u540e\u9996\u9875\u5de5\u5177.\u539f\u56e0\u6ca1\u6709\u9700\u8981\u8ba1\u5212\u5b9e\u73b0\u89c9\u5f97.\u7ed3\u679c\u5f53\u524d\u7814\u7a76\u5927\u5bb6.', u'\u7684\u8bdd\u90fd\u662f\u4e4b\u95f4\u4e3a\u4ec0\u672c\u7ad9\u89c4\u5b9a\u5927\u5b66.\u5206\u6790\u62e5\u6709\u800c\u4e14\u6587\u4ef6.']
fake.password() # z@YJ7Wcpgv
fake.past_date() # 2017-11-22
fake.past_datetime() # 2017-12-03 18:08:05
fake.phone_number() # 18597001558
fake.phonenumber_prefix() # 132
fake.postcode() # 870942
fake.profile() # {'website': [u'https://www.hu.net/', u'https://www.zou.cn/', u'https://shen.cn/', u'http://kong.com/'], 'username': u'wanjing', 'name': u'\u79e6\u79c0\u5170', 'blood_group': '0+', 'residence': u'\u8fbd\u5b81\u7701\u5e06\u53bf\u79c0\u82f1\u516d\u76d8\u6c34\u8857u\u5ea7 436149', 'company': u'\u9ec4\u77f3\u91d1\u627f\u4fe1\u606f\u6709\u9650\u516c\u53f8', 'address': u'\u897f\u85cf\u81ea\u6cbb\u533a\u51e4\u5170\u53bf\u5c71\u4ead\u94f6\u5ddd\u8857P\u5ea7 346744', 'birthdate': '1985-04-28', 'sex': 'M', 'job': 'Engineer, mining', 'ssn': u'433125195206070070', 'current_location': (Decimal('-15.7126615'), Decimal('-143.411020')), 'mail': u'fliang@hotmail.com'}
fake.province() # 广西壮族自治区
fake.pybool() # True
fake.pydecimal() # 384.433560097
fake.pydict() # {u'\u5927\u5bb6': u'https://www.gao.net/categories/categories/index.php', u'\u90a3\u4e48': 4623, u'\u72b6\u6001': datetime.datetime(1994, 3, 19, 8, 6, 12), u'\u80fd\u529b': Decimal('6.96492'), u'\u540c\u65f6': u'JpjrByPDCgnsNDfaNYgd', u'\u5ba2\u6237': 3485}
fake.pyfloat() # -4099208226.9
fake.pyint() # 3270
fake.pyiterable() # [-7155.447707, u'KOQVBTsYxVpaVxpHBXiO', u'https://www.kang.com/index.php', u'jKmLqgUUOEqdXCeTGBID', u'pGVNjKcxmCTQNpdpKbgm', -48.1915257969, datetime.datetime(1975, 9, 27, 18, 22, 43)]
fake.pylist() # [4770, datetime.datetime(1990, 4, 11, 9, 59, 16), 2546, 8087, -612180.919, 2.3246212976]
fake.pyset() # set([u'uwFlxgSEwApkViCNpQZk', u'TlijxYEXankqWtWXkHax', u'TPgKtCtIHXIaKxgWMDjo', Decimal('-72118073288.1'), u'LYoqafrVUVggsnWJXKUg', Decimal('-239813.3099'), u'ELLFUOSNKtxYyhtCXPPg', 1371])
fake.pystr() # GdxudJdOCeExecGzFpJg
fake.pystruct() # ([u'WTHzKZdDIrwhUfPHrjMb', u'MVXsSqDWyabyceZRSgGr', datetime.datetime(1993, 10, 3, 1, 1, 31), u'sKcZHJgAGVZrCIfIHwMS', 7694, u'wdedDezTMpfOxUQHaVlO', u'iMgUrRzaaYtArWrnxWda', u'tixihvoqNqQVByfEoGsg', u'https://www.qiu.com/search/explore/home.html', 898068606944.83], {u'\u6709\u9650': Decimal('4.3883198'), u'\u8fd9\u4e48': u'UVOyihAmcukcQJcVIOah', u'\u5408\u4f5c': 3743, u'\u4e0d\u540c': datetime.datetime(2005, 2, 23, 7, 35, 45), u'\u63d0\u9ad8': datetime.datetime(1987, 2, 10, 2, 28, 44), u'\u8bc4\u8bba': 8874, u'\u5173\u4e8e': u'apan@wei.net', u'\u7ec4\u7ec7': 468, u'\u60c5\u51b5': 6083, u'\u884c\u4e1a': u'qiang61@long.org'}, {u'\u4e13\u4e1a': {3: u'AkBWAoxmmokgNrRogyYk', 4: [4596, u'nJzscDjtYSbEzPdkOkRK', 5365], 5: {3: 4605, 4: u'chao87@wei.com', 5: [u'xia30@lu.cn', datetime.datetime(2006, 10, 25, 21, 37, 41)]}}, u'\u4e2d\u6587': {8: [u'oYYfArTznrMITieKBrdT', u'QoESvZcnaAZFmaQqjrgk', u'afkzJChqTNmwwcUXcTOu'], 9: {8: u'ughNWEsmKFFnPReWycbf', 9: [-6.41272, -39213.981], 7: u'RKIcxKTOThQLwaIgVFWe'}, 7: u'uIVZuDPnedhnOJVZUzfX'}, u'\u8fd8\u662f': {9: u'JqElYMJfaassiofLGvLn', 10: [4443, u'aZgiftVvonSEzCzTddiO', u'shaowei@yan.com'], 11: {9: 9967, 10: 5143, 11: [u'usmTtsPWPYtObuYObOpB', Decimal('-31192.5654601')]}}, u'\u6765\u81ea': {1: u'sIqUyGCneohdHGgznDuU', 2: [datetime.datetime(2007, 5, 31, 11, 24, 16), 8321, u'pfIJmDxwAquYLyxrpuVz'], 3: {1: u'gliang@hotmail.com', 2: Decimal('33965.0'), 3: [u'AexgPcuhOIziJhYifZtR', datetime.datetime(2003, 3, 24, 22, 28, 43)]}}, u'\u7cfb\u7edf': {4: u'welRgeLqhOQPGkdkviok', 5: [Decimal('-46.5'), u'hmJxbwRBLukmjHylLojM', u'http://www.mao.cn/search/tag/index.html'], 6: {4: u'http://zou.cn/tag/index/', 5: u'uBlLVOtLauDbAMlrpTZM', 6: [u'bqiHwnSArJdlQnvsbKPN', u'RQdmtWPMwiFuaThJrMWm']}}, u'\u6280\u672f': {8: 2626, 9: [Decimal('4719860282.19'), Decimal('-392046163.17'), datetime.datetime(2005, 1, 11, 13, 21, 2)], 10: {8: u'MoUiPqxBcSTrkudFLIza', 9: u'XUQtWQGntEeuayziAnYA', 10: [u'ulhMPZKMdlQzfWdUuYIF', datetime.datetime(1994, 7, 25, 9, 15, 28)]}}, u'\u9009\u62e9': {8: {8: [u'yong58@ren.cn', u'cGFuWyLdFRUzGhTCaFjE'], 6: 7701, 7: datetime.datetime(2010, 8, 15, 10, 6, 13)}, 6: u'zengwei@gmail.com', 7: [6858, 6403, datetime.datetime(1984, 4, 18, 11, 0, 12)]}, u'\u4e00\u70b9': {0: 6620, 1: [u'OrTScuyESDqszlQjOlYX', u'hJahyMWdkPLhNOMzrdfy', u'mmZYqEDMYPodgUuICyct'], 2: {0: -33313798379.385, 1: u'XRpLoRsRMQIROsBqIHlG', 2: [u'xZozzLqTMwXpfdTpMscc', u'https://www.xia.com/']}}, u'\u7531\u4e8e': {2: u'naguo@qian.com', 3: [u'wTVRQMbwJPUNAKbhAKFs', Decimal('-679732200.8'), u'braeyLsfMvOtsSrgwlxX'], 4: {2: u'feviQSXEPjAzICRiXIWU', 3: u'xiuyinghe@gmail.com', 4: [5961281603639.0, u'YNOuECSZEExtHvlGKwwE']}}, u'\u56fe\u7247': {5: datetime.datetime(1977, 3, 29, 23, 38), 6: [u'http://yin.com/main.jsp', u'yanjia@yahoo.com', 632.53909299766], 7: {5: u'RqBzkDuehAQUCHYQCmAZ', 6: 4597, 7: [8421, 7708]}}})
fake.pytuple() # (u'CJFHMwspGSwiPKfZhCVY', u'IDhxTOsuOiDHOlKtMbbe', 6637, 978, u'RodatDSuaRbwlgTJNzKx', u'fsUVemSiAyPqyLFmfdZD', u'zhujuan@li.cn', u'https://kong.cn/categories/app/login.htm', Decimal('-406039.250589'), 8127)
fake.random_digit() # 9
fake.random_digit_not_null() # 6
fake.random_digit_not_null_or_empty() # 5
fake.random_digit_or_empty() # 3
fake.random_element() # a
fake.random_int() # 4585
fake.random_letter() # o
fake.random_number() # 80709883
fake.random_sample() # ['a', 'c']
fake.random_sample_unique() # set(['a', 'c', 'b'])
fake.randomize_nb_elements() # 13
fake.rgb_color() # 97,134,130
fake.rgb_css_color() # rgb(39,226,180)
fake.romanized_name() # Qiang Du
fake.safari() # Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/532.2.5 (KHTML, like Gecko) Version/4.0.2 Safari/532.2.5
fake.safe_color_name() # yellow
fake.safe_email() # ming14@example.net
fake.safe_hex_color() # #ff3300
fake.sentence() # 方法科技是否只有无法.
fake.sentences() # [u'\u4ec0\u4e48\u672c\u7ad9\u6280\u672f\u4e00\u6b21\u8868\u793a\u4e0d\u540c\u5904\u7406.', u'\u8fd0\u884c\u65b9\u5f0f\u80fd\u529b\u4e00\u6837\u5f53\u524d.', u'\u6700\u65b0\u901a\u8fc7\u4e00\u4e2a\u5b66\u6821\u5f53\u524d\u4eca\u5e74\u5982\u679c\u5efa\u8bbe.']
fake.sha1() # 7052c75358562302ddacd77e14e49986926374fa
fake.sha256() # 27e24e47230c764507a2e54d25a495e2f1f24ebcc23c6bf2b213b21379f8865e
fake.simple_profile() # {'username': u'nayuan', 'name': u'\u5b87\u9633', 'birthdate': '1975-11-12', 'sex': 'M', 'address': u'\u6c5f\u897f\u7701\u6f5c\u6c5f\u53bf\u6c38\u5ddd\u62d3\u8defj\u5ea7 699193', 'mail': u'guiying19@hotmail.com'}
fake.ssn() # 410403194106288547
fake.street_address() # 燕街L座
fake.street_name() # 广州街
fake.street_suffix() # 路
fake.text() # 留言大小看到.成为控制拥有.
电子个人产品产品这么其他文章.国际谢谢公司系统为什.一起其他作品客户一种系列.
事情中国记者.男人为什组织的话.
要求部门希望.很多投资深圳方面操作威望需要.
注意你们这种学生可是所有通过基本.游戏时候日本目前数据生活得到.
市场这是还是学校时间最后.关于之后浏览相关企业支持结果类别.正在专业人员实现.
fake.time() # 17:02:29
fake.time_delta() # 8837 days, 21:54:15
fake.time_object() # 03:34:28
fake.time_series() # <generator object time_series at 0x7ff7800cb280>
fake.timezone() # Asia/Jerusalem
fake.tld() # cn
fake.unix_time() # 1100321594
fake.uri() # https://pan.org/terms/
fake.uri_extension() # .php
fake.uri_page() # login
fake.uri_path() # app/category
fake.url() # http://www.xie.com/
fake.user_agent() # Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_6; rv:1.9.5.20) Gecko/2016-10-29 04:38:17 Firefox/12.0
fake.user_name() # jingmo
fake.uuid4() # f64bcfad-67c4-c748-5e19-86a74848e6fa
fake.windows_platform_token() # Windows NT 5.2
fake.word() # 更新
fake.words() # [u'\u7136\u540e', u'\u5927\u5b66', u'\u7a0b\u5e8f']
fake.year() # 2001
