SDV sdtypes (Synthetic Data Vault)
ID sdv
other
The Synthetic Data Vault (SDV) is an open source library from DataCebo that learns from tabular data and generates synthetic data. Its metadata gives each column a semantic type, the sdtype, such as email, phone_number, ssn, credit_card_number or ipv4_address. Columns with a personal sdtype are replaced with fake values by default, controlled by the pii property. Some sdtypes are available in the enterprise edition only. Any Faker function name may also be used as an sdtype; those are not listed here. The supported types cover only registry datatypes that match a documented type of the tool.
- Website
- https://docs.sdv.dev/sdv/concepts/metadata/sdtypes
- Supported types
- 24
Supported semantic types
| ID | Name | Categories | Countries | Description |
|---|---|---|---|---|
| address_line2 | Address line 2 (secondary address line) PII draft | geo, pii | global | Additional line of a postal address after the street line. It holds the part of a building or the delivery point: apartment, suite,... |
| bankcard | Bank card (credit/debit card) PII | pii, finances | global | A bank card is typically a plastic card issued by a bank to its clients that performs one or more of a number of services that relate to... |
| boolean | Boolean | common | global | In computer science, the Boolean data type is a data type that has one of two possible values (usually denoted true and false) which is... |
| city | City PII | geo, pii, common | global | A city is a large human settlement. It can be defined as a permanent and densely settled place with administratively defined boundaries... |
| countrycode_alpha2 | ISO 3166-1 Alpha2 country code pattern | geo | global | ISO 3166-1 alpha-2 codes are two-letter country codes defined in ISO 3166-1, part of the ISO 3166 standard published by the... |
| datetime | Date and time | datetime | global | Date and time of day. The regexp covers the ISO 8601 extended form YYYY-MM-DDThh:mm[:ss[.fff]] with an optional time zone (Z or an... |
| Email address PII | common, internet, pii | global | Address of an electronic mailbox in the form local-part@domain, defined in section 3.4.1 of RFC 5322. The local part names the mailbox,... | |
| iban | International Bank Account Number | finances | global | The International Bank Account Number (IBAN) is an internationally agreed system of identifying bank accounts across national borders to... |
| ipv4 | IPv4 address PII | internet, pii | global | 32-bit address of Internet Protocol version 4 (RFC 791), written in dotted-decimal notation as four numbers from 0 to 255, such as... |
| ipv6 | IPv6 address PII | internet, pii | global | 128-bit address of Internet Protocol version 6, written as eight groups of up to four hexadecimal digits separated by colons (RFC 4291,... |
| latitude | latitude | geo, common | global | In geography, latitude is a geographic coordinate that specifies the north–south position of a point on the Earths surface. Latitude is... |
| longitude | Longitude | geo, common | global | Longitude is a geographic coordinate that specifies the east–west position of a point on the Earths surface, or the surface of a... |
| mac_address | MAC address (Media Access Control) PII | internet, identifiers, pii | global | 48-bit hardware address (EUI-48) of a network interface in Ethernet, Wi-Fi, Bluetooth and other IEEE 802 networks, used to deliver... |
| person_firstname | Person firstname PII | persons, pii | global | First name of the person. For example, Donald or Vladimir or Jack |
| person_surname | Person surname/lastname PII | persons, pii | global | Last name of the person. For example, Smith or Ivanova |
| phone | Phone number PII | pii, common, telecom | global | Telephone number in standard format (RFC3966), without 'tel:' prefix |
| postindex | Postal code/index PII | geo, pii, common | global | Postal index/code, unique post identifier used in address |
| state | State (name or code) draft | geo | global | Name or code of a state or a similar first-level administrative division of a country. |
| street_address | Street address line PII draft | geo, pii | global | First line of a postal address: the house or building number and the street name, such as 10 Downing Street or Unter den Linden 77. The... |
| swiftcode | Bank SWIFT code (ISO 9362) | finances | global | ISO 9362 defines a standard format of Business Identifier Codes (also known as SWIFT-BIC, BIC, SWIFT ID or SWIFT code) approved by the... |
| user_agent | HTTP User-Agent string draft | internet | global | Value of the User-Agent header that a browser, crawler, library or other HTTP client sends to describe itself. RFC 9110 defines it as... |
| usssn | US Social Security Number PII | pii, persons | US | In the United States, a Social Security number (SSN) is a nine-digit number issued to U.S. citizens, permanent residents, and temporary... |
| vehiclenumber | Vehicle number draft | transport | global | Number of the vehicle (vehicle plate number) |
| vin | Vehicle Identification Number by field name draft | transport | global | Vehicle Identification Number by field name number |
Use this record
- JSON: API v1 · legacy shape
- Improve it: edit
data/tools/other/sdv.yamlon GitHub