Testing/Generate-Fake-Data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7f02d48b",
   "metadata": {},
   "source": [
    "# Daily-Dose-of-Data-Science\n",
    "\n",
    "[Daily Dose of Data Science](https://avichawla.substack.com) is a publication on Substack that brings together intriguing frameworks, libraries, technologies, and tips that make the life cycle of a Data Science project effortless. \n",
    "\n",
    "Author: Avi Chawla\n",
    "\n",
    "[Medium](https://medium.com/@avi_chawla) | [LinkedIn](https://www.linkedin.com/in/avi-chawla/)\n",
    "\n",
    "# Generate Your Own Fake Data In Seconds\n",
    "\n",
    "Post Link: [Substack](https://avichawla.substack.com/p/generate-your-own-fake-data-in-seconds)\n",
    "\n",
    "LinkedIn Post: [LinkedIn](https://www.linkedin.com/posts/avi-chawla_python-datascience-data-activity-6997871077989183488-PzBB?utm_source=share&utm_medium=member_desktop)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "51a236f6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-02T07:21:28.875716Z",
     "start_time": "2022-12-02T07:21:25.411306Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: Faker in /Users/avi/anaconda3/lib/python3.9/site-packages (13.15.0)\r\n",
      "Requirement already satisfied: python-dateutil>=2.4 in /Users/avi/anaconda3/lib/python3.9/site-packages (from Faker) (2.8.2)\r\n",
      "Requirement already satisfied: six>=1.5 in /Users/avi/anaconda3/lib/python3.9/site-packages (from python-dateutil>=2.4->Faker) (1.16.0)\r\n"
     ]
    }
   ],
   "source": [
    "!pip install Faker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e852217c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-02T07:22:14.089481Z",
     "start_time": "2022-12-02T07:22:13.971552Z"
    }
   },
   "outputs": [],
   "source": [
    "from faker import Faker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3aa1b65e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-02T07:22:55.034305Z",
     "start_time": "2022-12-02T07:22:54.990168Z"
    }
   },
   "outputs": [],
   "source": [
    "fake = Faker()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "22cacbc8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-02T07:22:58.180295Z",
     "start_time": "2022-12-02T07:22:58.163351Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'job': 'Sound technician, broadcasting/film/video',\n",
       " 'company': 'Nichols, Wood and Adams',\n",
       " 'ssn': '621-80-8724',\n",
       " 'residence': '184 Jennifer Center Apt. 255\\nWillisburgh, IN 33887',\n",
       " 'current_location': (Decimal('66.339987'), Decimal('92.120074')),\n",
       " 'blood_group': 'B+',\n",
       " 'website': ['http://www.watkins.biz/', 'http://bond-johnson.biz/'],\n",
       " 'username': 'jperkins',\n",
       " 'name': 'Holly Lewis',\n",
       " 'sex': 'F',\n",
       " 'address': '05169 Barbara Street\\nAlexanderville, KY 52855',\n",
       " 'mail': 'fberry@gmail.com',\n",
       " 'birthdate': datetime.date(1908, 1, 21)}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fake.profile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "abec0c29",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-02T07:22:19.327229Z",
     "start_time": "2022-12-02T07:22:19.305781Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Lisa Thompson'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fake.name()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0a61d837",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-02T07:22:22.666020Z",
     "start_time": "2022-12-02T07:22:22.656528Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'zwarren@example.com'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fake.email()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bfa861d9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-02T07:22:25.795163Z",
     "start_time": "2022-12-02T07:22:25.785454Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0055 Cole Roads\\nNew Joshua, PA 98556'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fake.address()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c993a6aa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-02T07:22:29.889033Z",
     "start_time": "2022-12-02T07:22:29.881882Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime.date(1923, 9, 29)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fake.date_of_birth()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "35685fd9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-02T07:22:33.961019Z",
     "start_time": "2022-12-02T07:22:33.941603Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['__annotations__',\n",
       " '__class__',\n",
       " '__deepcopy__',\n",
       " '__delattr__',\n",
       " '__dict__',\n",
       " '__dir__',\n",
       " '__doc__',\n",
       " '__eq__',\n",
       " '__format__',\n",
       " '__ge__',\n",
       " '__getattr__',\n",
       " '__getattribute__',\n",
       " '__getitem__',\n",
       " '__gt__',\n",
       " '__hash__',\n",
       " '__init__',\n",
       " '__init_subclass__',\n",
       " '__le__',\n",
       " '__lt__',\n",
       " '__module__',\n",
       " '__ne__',\n",
       " '__new__',\n",
       " '__reduce__',\n",
       " '__reduce_ex__',\n",
       " '__repr__',\n",
       " '__setattr__',\n",
       " '__setstate__',\n",
       " '__sizeof__',\n",
       " '__str__',\n",
       " '__subclasshook__',\n",
       " '__weakref__',\n",
       " '_factories',\n",
       " '_factory_map',\n",
       " '_locales',\n",
       " '_map_provider_method',\n",
       " '_select_factory',\n",
       " '_select_factory_choice',\n",
       " '_select_factory_distribution',\n",
       " '_unique_proxy',\n",
       " '_weights',\n",
       " 'aba',\n",
       " 'add_provider',\n",
       " 'address',\n",
       " 'administrative_unit',\n",
       " 'am_pm',\n",
       " 'android_platform_token',\n",
       " 'ascii_company_email',\n",
       " 'ascii_email',\n",
       " 'ascii_free_email',\n",
       " 'ascii_safe_email',\n",
       " 'bank_country',\n",
       " 'bban',\n",
       " 'binary',\n",
       " 'boolean',\n",
       " 'bothify',\n",
       " 'bs',\n",
       " 'building_number',\n",
       " 'cache_pattern',\n",
       " 'catch_phrase',\n",
       " 'century',\n",
       " 'chrome',\n",
       " 'city',\n",
       " 'city_prefix',\n",
       " 'city_suffix',\n",
       " 'color',\n",
       " 'color_name',\n",
       " 'company',\n",
       " 'company_email',\n",
       " 'company_suffix',\n",
       " 'coordinate',\n",
       " 'country',\n",
       " 'country_calling_code',\n",
       " 'country_code',\n",
       " 'credit_card_expire',\n",
       " 'credit_card_full',\n",
       " 'credit_card_number',\n",
       " 'credit_card_provider',\n",
       " 'credit_card_security_code',\n",
       " 'cryptocurrency',\n",
       " 'cryptocurrency_code',\n",
       " 'cryptocurrency_name',\n",
       " 'csv',\n",
       " 'currency',\n",
       " 'currency_code',\n",
       " 'currency_name',\n",
       " 'currency_symbol',\n",
       " 'current_country',\n",
       " 'current_country_code',\n",
       " 'date',\n",
       " 'date_between',\n",
       " 'date_between_dates',\n",
       " 'date_object',\n",
       " 'date_of_birth',\n",
       " 'date_this_century',\n",
       " 'date_this_decade',\n",
       " 'date_this_month',\n",
       " 'date_this_year',\n",
       " 'date_time',\n",
       " 'date_time_ad',\n",
       " 'date_time_between',\n",
       " 'date_time_between_dates',\n",
       " 'date_time_this_century',\n",
       " 'date_time_this_decade',\n",
       " 'date_time_this_month',\n",
       " 'date_time_this_year',\n",
       " 'day_of_month',\n",
       " 'day_of_week',\n",
       " 'del_arguments',\n",
       " 'dga',\n",
       " 'domain_name',\n",
       " 'domain_word',\n",
       " 'dsv',\n",
       " 'ean',\n",
       " 'ean13',\n",
       " 'ean8',\n",
       " 'ein',\n",
       " 'email',\n",
       " 'factories',\n",
       " 'file_extension',\n",
       " 'file_name',\n",
       " 'file_path',\n",
       " 'firefox',\n",
       " 'first_name',\n",
       " 'first_name_female',\n",
       " 'first_name_male',\n",
       " 'first_name_nonbinary',\n",
       " 'fixed_width',\n",
       " 'format',\n",
       " 'free_email',\n",
       " 'free_email_domain',\n",
       " 'future_date',\n",
       " 'future_datetime',\n",
       " 'generator_attrs',\n",
       " 'get_arguments',\n",
       " 'get_formatter',\n",
       " 'get_providers',\n",
       " 'hex_color',\n",
       " 'hexify',\n",
       " 'hostname',\n",
       " 'http_method',\n",
       " 'iana_id',\n",
       " 'iban',\n",
       " 'image',\n",
       " 'image_url',\n",
       " 'internet_explorer',\n",
       " 'invalid_ssn',\n",
       " 'ios_platform_token',\n",
       " 'ipv4',\n",
       " 'ipv4_network_class',\n",
       " 'ipv4_private',\n",
       " 'ipv4_public',\n",
       " 'ipv6',\n",
       " 'isbn10',\n",
       " 'isbn13',\n",
       " 'iso8601',\n",
       " 'items',\n",
       " 'itin',\n",
       " 'job',\n",
       " 'json',\n",
       " 'language_code',\n",
       " 'language_name',\n",
       " 'last_name',\n",
       " 'last_name_female',\n",
       " 'last_name_male',\n",
       " 'last_name_nonbinary',\n",
       " 'latitude',\n",
       " 'latlng',\n",
       " 'lexify',\n",
       " 'license_plate',\n",
       " 'linux_platform_token',\n",
       " 'linux_processor',\n",
       " 'local_latlng',\n",
       " 'locale',\n",
       " 'locales',\n",
       " 'localized_ean',\n",
       " 'localized_ean13',\n",
       " 'localized_ean8',\n",
       " 'location_on_land',\n",
       " 'longitude',\n",
       " 'mac_address',\n",
       " 'mac_platform_token',\n",
       " 'mac_processor',\n",
       " 'md5',\n",
       " 'military_apo',\n",
       " 'military_dpo',\n",
       " 'military_ship',\n",
       " 'military_state',\n",
       " 'mime_type',\n",
       " 'month',\n",
       " 'month_name',\n",
       " 'msisdn',\n",
       " 'name',\n",
       " 'name_female',\n",
       " 'name_male',\n",
       " 'name_nonbinary',\n",
       " 'nic_handle',\n",
       " 'nic_handles',\n",
       " 'null_boolean',\n",
       " 'numerify',\n",
       " 'opera',\n",
       " 'paragraph',\n",
       " 'paragraphs',\n",
       " 'parse',\n",
       " 'password',\n",
       " 'past_date',\n",
       " 'past_datetime',\n",
       " 'phone_number',\n",
       " 'port_number',\n",
       " 'postalcode',\n",
       " 'postalcode_in_state',\n",
       " 'postalcode_plus4',\n",
       " 'postcode',\n",
       " 'postcode_in_state',\n",
       " 'prefix',\n",
       " 'prefix_female',\n",
       " 'prefix_male',\n",
       " 'prefix_nonbinary',\n",
       " 'pricetag',\n",
       " 'profile',\n",
       " 'provider',\n",
       " 'providers',\n",
       " 'psv',\n",
       " 'pybool',\n",
       " 'pydecimal',\n",
       " 'pydict',\n",
       " 'pyfloat',\n",
       " 'pyint',\n",
       " 'pyiterable',\n",
       " 'pylist',\n",
       " 'pyset',\n",
       " 'pystr',\n",
       " 'pystr_format',\n",
       " 'pystruct',\n",
       " 'pytimezone',\n",
       " 'pytuple',\n",
       " 'random',\n",
       " 'random_choices',\n",
       " 'random_digit',\n",
       " 'random_digit_not_null',\n",
       " 'random_digit_not_null_or_empty',\n",
       " 'random_digit_or_empty',\n",
       " 'random_element',\n",
       " 'random_elements',\n",
       " 'random_int',\n",
       " 'random_letter',\n",
       " 'random_letters',\n",
       " 'random_lowercase_letter',\n",
       " 'random_number',\n",
       " 'random_sample',\n",
       " 'random_uppercase_letter',\n",
       " 'randomize_nb_elements',\n",
       " 'rgb_color',\n",
       " 'rgb_css_color',\n",
       " 'ripe_id',\n",
       " 'safari',\n",
       " 'safe_color_name',\n",
       " 'safe_domain_name',\n",
       " 'safe_email',\n",
       " 'safe_hex_color',\n",
       " 'secondary_address',\n",
       " 'seed',\n",
       " 'seed_instance',\n",
       " 'seed_locale',\n",
       " 'sentence',\n",
       " 'sentences',\n",
       " 'set_arguments',\n",
       " 'set_formatter',\n",
       " 'sha1',\n",
       " 'sha256',\n",
       " 'simple_profile',\n",
       " 'slug',\n",
       " 'ssn',\n",
       " 'state',\n",
       " 'state_abbr',\n",
       " 'street_address',\n",
       " 'street_name',\n",
       " 'street_suffix',\n",
       " 'suffix',\n",
       " 'suffix_female',\n",
       " 'suffix_male',\n",
       " 'suffix_nonbinary',\n",
       " 'swift',\n",
       " 'swift11',\n",
       " 'swift8',\n",
       " 'tar',\n",
       " 'text',\n",
       " 'texts',\n",
       " 'time',\n",
       " 'time_delta',\n",
       " 'time_object',\n",
       " 'time_series',\n",
       " 'timezone',\n",
       " 'tld',\n",
       " 'tsv',\n",
       " 'unique',\n",
       " 'unix_device',\n",
       " 'unix_partition',\n",
       " 'unix_time',\n",
       " 'upc_a',\n",
       " 'upc_e',\n",
       " 'uri',\n",
       " 'uri_extension',\n",
       " 'uri_page',\n",
       " 'uri_path',\n",
       " 'url',\n",
       " 'user_agent',\n",
       " 'user_name',\n",
       " 'uuid4',\n",
       " 'weights',\n",
       " 'windows_platform_token',\n",
       " 'word',\n",
       " 'words',\n",
       " 'year',\n",
       " 'zip',\n",
       " 'zipcode',\n",
       " 'zipcode_in_state',\n",
       " 'zipcode_plus4']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dir(fake)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "199e39c6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-02T07:22:48.081359Z",
     "start_time": "2022-12-02T07:22:48.036151Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "दूबे, विष्णु\n",
      "विवेक मगर\n",
      "मानदीप लूथरा\n",
      "दुआ, अंकिता\n",
      "मणि, अर्जुन\n",
      "हासन नूरानी\n",
      "मायरा मजूमदार\n",
      "विक्रम दूबे\n",
      "भरत महावीर\n",
      "शक्ति मजूमदार\n"
     ]
    }
   ],
   "source": [
    "fake = Faker('hi_IN')## hindi\n",
    "for _ in range(10):\n",
    "    print(fake.name())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a9483e9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}