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pudl

Access PUDL table data plus table/column/source metadata in Jupyter or Marimo notebooks for debugging and visualization. Use when users ask what a table contains, how to read it, or how columns are defined.

安装

与 skills.sh 相同的 Command / Prompt 安装方式


name: pudl description: > Access PUDL table data plus table/column/source metadata in Jupyter or Marimo notebooks for debugging and visualization. Use when users ask what a table contains, how to read it, or how columns are defined. argument-hint: '[table_name] [local|s3] [data|metadata|both]'

PUDL Data and Metadata Guide

Use this skill for data-user workflows: reading PUDL outputs, understanding table and field semantics, tracing source context, and interpreting methodology.

Trigger phrases

  • "show me this PUDL table in a notebook"
  • "how do I read table X from Parquet"
  • "load this table from local PUDL output"
  • "read this PUDL table from S3"
  • "what columns are in this table"
  • "what does this column mean"
  • "show table metadata for X"
  • "which data source does this table come from"
  • "find field descriptions for this table"
  • "I need notebook code to explore this PUDL data"

Audience and scope

  • Primary audience: analysts and data users, not core maintainers.
  • Focus: using outputs and metadata confidently without digging into internals.
  • Secondary audience: developers who need the same data context while coding.

Source-of-truth policy

The reference files in this skill are the canonical AI-facing layer for:

  • data access and output usage patterns,
  • table/field/source metadata retrieval,
  • source-doc and methodology interpretation.

pudl-dev should reuse these references instead of duplicating them.

Reference index

Escalation boundary

If a task requires modifying ETL code, schema migrations, dbt tests, or CI workflow, hand off to pudl-dev and keep these references as the shared data context.

附带文件

assets/cache/.gitignore
# Downloaded PUDL descriptor files — regenerate with:
#   python scripts/fetch_descriptor.py
*.json
assets/datapackage.schema.json
{
  "$schema": "http://json-schema.org/draft-07/schema#",
  "title": "Data Package",
  "description": "Data Package",
  "type": "object",
  "required": [
    "resources"
  ],
  "properties": {
    "$schema": {
      "default": "https://datapackage.org/profiles/1.0/datapackage.json",
      "propertyOrder": 10,
      "title": "Profile",
      "description": "The profile of this descriptor.",
      "type": "string"
    },
    "name": {
      "propertyOrder": 20,
      "title": "Name",
      "description": "An identifier string.",
      "type": "string",
      "context": "This is ideally a url-usable and human-readable name. Name `SHOULD` be invariant, meaning it `SHOULD NOT` change when its parent descriptor is updated.",
      "examples": [
        "{\n  \"name\": \"my-nice-name\"\n}\n"
      ]
    },
    "id": {
      "propertyOrder": 30,
      "title": "ID",
      "description": "A property reserved for globally unique identifiers. Examples of identifiers that are unique include UUIDs and DOIs.",
      "context": "A common usage pattern for Data Packages is as a packaging format within the bounds of a system or platform. In these cases, a unique identifier for a package is desired for common data handling workflows, such as updating an existing package. While at the level of the specification, global uniqueness cannot be validated, consumers using the `id` property `MUST` ensure identifiers are globally unique.",
      "type": "string",
      "examples": [
        "{\n  \"id\": \"b03ec84-77fd-4270-813b-0c698943f7ce\"\n}\n",
        "{\n  \"id\": \"http://dx.doi.org/10.1594/PANGAEA.726855\"\n}\n"
      ]
    },
    "title": {
      "propertyOrder": 40,
      "title": "Title",
      "description": "A human-readable title.",
      "type": "string",
      "examples": [
        "{\n  \"title\": \"My Package Title\"\n}\n"
      ]
    },
    "description": {
      "propertyOrder": 50,
      "format": "textarea",
      "title": "Description",
      "description": "A text description. Markdown is encouraged.",
      "type": "string",
      "examples": [
        "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
      ]
    },
    "homepage": {
      "propertyOrder": 60,
      "title": "Home Page",
      "description": "The home on the web that is related to this data package.",
      "type": "string",
      "format": "uri",
      "examples": [
        "{\n  \"homepage\": \"http://example.com/\"\n}\n"
      ]
    },
    "version": {
      "propertyOrder": 65,
      "title": "Version",
      "description": "A unique version number for this descriptor.",
      "type": "string",
      "examples": [
        "{\n  \"version\": \"0.0.1\"\n}\n",
        "{\n  \"version\": \"1.0.1-beta\"\n}\n"
      ]
    },
    "created": {
      "propertyOrder": 70,
      "title": "Created",
      "description": "The datetime on which this descriptor was created.",
      "context": "The datetime must conform to the string formats for datetime as described in [RFC3339](https://tools.ietf.org/html/rfc3339#section-5.6)",
      "type": "string",
      "format": "date-time",
      "examples": [
        "{\n  \"created\": \"1985-04-12T23:20:50.52Z\"\n}\n"
      ]
    },
    "contributors": {
      "propertyOrder": 80,
      "title": "Contributors",
      "description": "The contributors to this descriptor.",
      "type": "array",
      "minItems": 1,
      "items": {
        "title": "Contributor",
        "description": "A contributor to this descriptor.",
        "properties": {
          "title": {
            "title": "Title",
            "description": "A human-readable title.",
            "type": "string",
            "examples": [
              "{\n  \"title\": \"My Package Title\"\n}\n"
            ]
          },
          "path": {
            "title": "Path",
            "description": "A fully qualified URL, or a POSIX file path.",
            "type": "string",
            "pattern": "^((?=[^./~])(?!file:)((?!\\/\\.\\.\\/)(?!\\\\)(?!:\\/\\/).)*|(http|ftp)s?:\\/\\/.*)$",
            "examples": [
              "{\n  \"path\": \"file.csv\"\n}\n",
              "{\n  \"path\": \"http://example.com/file.csv\"\n}\n"
            ],
            "context": "Implementations need to negotiate the type of path provided, and dereference the data accordingly."
          },
          "email": {
            "title": "Email",
            "description": "An email address.",
            "type": "string",
            "format": "email",
            "examples": [
              "{\n  \"email\": \"example@example.com\"\n}\n"
            ]
          },
          "givenName": {
            "type": "string"
          },
          "familyName": {
            "type": "string"
          },
          "organization": {
            "title": "Organization",
            "description": "An organizational affiliation for this contributor.",
            "type": "string"
          },
          "roles": {
            "type": "array",
            "minItems": 1,
            "items": {
              "type": "string"
            }
          }
        },
        "minProperties": 1,
        "context": "Use of this property does not imply that the person was the original creator of, or a contributor to, the data in the descriptor, but refers to the composition of the descriptor itself."
      },
      "examples": [
        "{\n  \"contributors\": [\n    {\n      \"title\": \"Joe Bloggs\"\n    }\n  ]\n}\n",
        "{\n  \"contributors\": [\n    {\n      \"title\": \"Joe Bloggs\",\n      \"email\": \"joe@example.com\",\n      \"role\": \"author\"\n    }\n  ]\n}\n"
      ]
    },
    "keywords": {
      "propertyOrder": 90,
      "title": "Keywords",
      "description": "A list of keywords that describe this package.",
      "type": "array",
      "minItems": 1,
      "items": {
        "type": "string"
      },
      "examples": [
        "{\n  \"keywords\": [\n    \"data\",\n    \"fiscal\",\n    \"transparency\"\n  ]\n}\n"
      ]
    },
    "image": {
      "propertyOrder": 100,
      "title": "Image",
      "description": "A image to represent this package.",
      "type": "string",
      "examples": [
        "{\n  \"image\": \"http://example.com/image.jpg\"\n}\n",
        "{\n  \"image\": \"relative/to/image.jpg\"\n}\n"
      ]
    },
    "licenses": {
      "propertyOrder": 110,
      "title": "Licenses",
      "description": "The license(s) under which this package is published.",
      "type": "array",
      "minItems": 1,
      "items": {
        "title": "License",
        "description": "A license for this descriptor.",
        "type": "object",
        "anyOf": [
          {
            "required": [
              "name"
            ]
          },
          {
            "required": [
              "path"
            ]
          }
        ],
        "properties": {
          "name": {
            "title": "Open Definition license identifier",
            "description": "MUST be an Open Definition license identifier, see http://licenses.opendefinition.org/",
            "type": "string",
            "pattern": "^([-a-zA-Z0-9._])+$"
          },
          "path": {
            "title": "Path",
            "description": "A fully qualified URL, or a POSIX file path.",
            "type": "string",
            "pattern": "^((?=[^./~])(?!file:)((?!\\/\\.\\.\\/)(?!\\\\)(?!:\\/\\/).)*|(http|ftp)s?:\\/\\/.*)$",
            "examples": [
              "{\n  \"path\": \"file.csv\"\n}\n",
              "{\n  \"path\": \"http://example.com/file.csv\"\n}\n"
            ],
            "context": "Implementations need to negotiate the type of path provided, and dereference the data accordingly."
          },
          "title": {
            "title": "Title",
            "description": "A human-readable title.",
            "type": "string",
            "examples": [
              "{\n  \"title\": \"My Package Title\"\n}\n"
            ]
          }
        },
        "context": "Use of this property does not imply that the person was the original creator of, or a contributor to, the data in the descriptor, but refers to the composition of the descriptor itself."
      },
      "context": "This property is not legally binding and does not guarantee that the package is licensed under the terms defined herein.",
      "examples": [
        "{\n  \"licenses\": [\n    {\n      \"name\": \"odc-pddl-1.0\",\n      \"path\": \"http://opendatacommons.org/licenses/pddl/\",\n      \"title\": \"Open Data Commons Public Domain Dedication and License v1.0\"\n    }\n  ]\n}\n"
      ]
    },
    "resources": {
      "propertyOrder": 120,
      "title": "Data Resources",
      "description": "An `array` of Data Resource objects, each compliant with the [Data Resource](/data-resource/) specification.",
      "type": "array",
      "minItems": 1,
      "items": {
        "title": "Data Resource",
        "description": "Data Resource.",
        "type": "object",
        "oneOf": [
          {
            "required": [
              "name",
              "data"
            ]
          },
          {
            "required": [
              "name",
              "path"
            ]
          }
        ],
        "properties": {
          "$schema": {
            "default": "https://datapackage.org/profiles/1.0/dataresource.json",
            "propertyOrder": 10,
            "title": "Profile",
            "description": "The profile of this descriptor.",
            "type": "string"
          },
          "name": {
            "propertyOrder": 20,
            "title": "Name",
            "description": "An identifier string.",
            "type": "string",
            "context": "This is ideally a url-usable and human-readable name. Name `SHOULD` be invariant, meaning it `SHOULD NOT` change when its parent descriptor is updated.",
            "examples": [
              "{\n  \"name\": \"my-nice-name\"\n}\n"
            ]
          },
          "path": {
            "propertyOrder": 30,
            "title": "Path",
            "description": "A reference to the data for this resource, as either a path as a string, or an array of paths as strings. of valid URIs.",
            "oneOf": [
              {
                "title": "Path",
                "description": "A fully qualified URL, or a POSIX file path.",
                "type": "string",
                "pattern": "^((?=[^./~])(?!file:)((?!\\/\\.\\.\\/)(?!\\\\)(?!:\\/\\/).)*|(http|ftp)s?:\\/\\/.*)$",
                "examples": [
                  "{\n  \"path\": \"file.csv\"\n}\n",
                  "{\n  \"path\": \"http://example.com/file.csv\"\n}\n"
                ],
                "context": "Implementations need to negotiate the type of path provided, and dereference the data accordingly."
              },
              {
                "type": "array",
                "minItems": 1,
                "items": {
                  "title": "Path",
                  "description": "A fully qualified URL, or a POSIX file path.",
                  "type": "string",
                  "pattern": "^((?=[^./~])(?!file:)((?!\\/\\.\\.\\/)(?!\\\\)(?!:\\/\\/).)*|(http|ftp)s?:\\/\\/.*)$",
                  "examples": [
                    "{\n  \"path\": \"file.csv\"\n}\n",
                    "{\n  \"path\": \"http://example.com/file.csv\"\n}\n"
                  ],
                  "context": "Implementations need to negotiate the type of path provided, and dereference the data accordingly."
                },
                "examples": [
                  "[ \"file.csv\" ]\n",
                  "[ \"http://example.com/file.csv\" ]\n"
                ]
              }
            ],
            "context": "The dereferenced value of each referenced data source in `path` `MUST` be commensurate with a native, dereferenced representation of the data the resource describes. For example, in a *Tabular* Data Resource, this means that the dereferenced value of `path` `MUST` be an array.",
            "examples": [
              "{\n  \"path\": [\n    \"file.csv\",\n    \"file2.csv\"\n  ]\n}\n",
              "{\n  \"path\": [\n    \"http://example.com/file.csv\",\n    \"http://example.com/file2.csv\"\n  ]\n}\n",
              "{\n  \"path\": \"http://example.com/file.csv\"\n}\n"
            ]
          },
          "data": {
            "propertyOrder": 230,
            "title": "Data",
            "description": "Inline data for this resource."
          },
          "type": {
            "propertyOrder": 235,
            "type": "string",
            "enum": [
              "table"
            ]
          },
          "title": {
            "title": "Title",
            "description": "A human-readable title.",
            "type": "string",
            "examples": [
              "{\n  \"title\": \"My Package Title\"\n}\n"
            ],
            "propertyOrder": 50
          },
          "description": {
            "propertyOrder": 60,
            "format": "textarea",
            "title": "Description",
            "description": "A text description. Markdown is encouraged.",
            "type": "string",
            "examples": [
              "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
            ]
          },
          "homepage": {
            "propertyOrder": 70,
            "title": "Home Page",
            "description": "The home on the web that is related to this data package.",
            "type": "string",
            "format": "uri",
            "examples": [
              "{\n  \"homepage\": \"http://example.com/\"\n}\n"
            ]
          },
          "sources": {
            "propertyOrder": 140,
            "options": {
              "hidden": true
            },
            "title": "Sources",
            "description": "The raw sources for this resource.",
            "type": "array",
            "minItems": 0,
            "items": {
              "title": "Source",
              "description": "A source file.",
              "type": "object",
              "minProperties": 1,
              "properties": {
                "title": {
                  "title": "Title",
                  "description": "A human-readable title.",
                  "type": "string",
                  "examples": [
                    "{\n  \"title\": \"My Package Title\"\n}\n"
                  ]
                },
                "path": {
                  "title": "Path",
                  "description": "A fully qualified URL, or a POSIX file path.",
                  "type": "string",
                  "pattern": "^((?=[^./~])(?!file:)((?!\\/\\.\\.\\/)(?!\\\\)(?!:\\/\\/).)*|(http|ftp)s?:\\/\\/.*)$",
                  "examples": [
                    "{\n  \"path\": \"file.csv\"\n}\n",
                    "{\n  \"path\": \"http://example.com/file.csv\"\n}\n"
                  ],
                  "context": "Implementations need to negotiate the type of path provided, and dereference the data accordingly."
                },
                "email": {
                  "title": "Email",
                  "description": "An email address.",
                  "type": "string",
                  "format": "email",
                  "examples": [
                    "{\n  \"email\": \"example@example.com\"\n}\n"
                  ]
                },
                "version": {
                  "type": "string"
                }
              }
            },
            "examples": [
              "{\n  \"sources\": [\n    {\n      \"title\": \"World Bank and OECD\",\n      \"path\": \"http://data.worldbank.org/indicator/NY.GDP.MKTP.CD\"\n    }\n  ]\n}\n"
            ]
          },
          "licenses": {
            "description": "The license(s) under which the resource is published.",
            "propertyOrder": 150,
            "options": {
              "hidden": true
            },
            "title": "Licenses",
            "type": "array",
            "minItems": 1,
            "items": {
              "title": "License",
              "description": "A license for this descriptor.",
              "type": "object",
              "anyOf": [
                {
                  "required": [
                    "name"
                  ]
                },
                {
                  "required": [
                    "path"
                  ]
                }
              ],
              "properties": {
                "name": {
                  "title": "Open Definition license identifier",
                  "description": "MUST be an Open Definition license identifier, see http://licenses.opendefinition.org/",
                  "type": "string",
                  "pattern": "^([-a-zA-Z0-9._])+$"
                },
                "path": {
                  "title": "Path",
                  "description": "A fully qualified URL, or a POSIX file path.",
                  "type": "string",
                  "pattern": "^((?=[^./~])(?!file:)((?!\\/\\.\\.\\/)(?!\\\\)(?!:\\/\\/).)*|(http|ftp)s?:\\/\\/.*)$",
                  "examples": [
                    "{\n  \"path\": \"file.csv\"\n}\n",
                    "{\n  \"path\": \"http://example.com/file.csv\"\n}\n"
                  ],
                  "context": "Implementations need to negotiate the type of path provided, and dereference the data accordingly."
                },
                "title": {
                  "title": "Title",
                  "description": "A human-readable title.",
                  "type": "string",
                  "examples": [
                    "{\n  \"title\": \"My Package Title\"\n}\n"
                  ]
                }
              },
              "context": "Use of this property does not imply that the person was the original creator of, or a contributor to, the data in the descriptor, but refers to the composition of the descriptor itself."
            },
            "context": "This property is not legally binding and does not guarantee that the package is licensed under the terms defined herein.",
            "examples": [
              "{\n  \"licenses\": [\n    {\n      \"name\": \"odc-pddl-1.0\",\n      \"path\": \"http://opendatacommons.org/licenses/pddl/\",\n      \"title\": \"Open Data Commons Public Domain Dedication and License v1.0\"\n    }\n  ]\n}\n"
            ]
          },
          "format": {
            "propertyOrder": 80,
            "title": "Format",
            "description": "The file format of this resource.",
            "context": "`csv`, `xls`, `json` are examples of common formats.",
            "type": "string",
            "examples": [
              "{\n  \"format\": \"xls\"\n}\n"
            ]
          },
          "mediatype": {
            "propertyOrder": 90,
            "title": "Media Type",
            "description": "The media type of this resource. Can be any valid media type listed with [IANA](https://www.iana.org/assignments/media-types/media-types.xhtml).",
            "type": "string",
            "pattern": "^(.+)/(.+)$",
            "examples": [
              "{\n  \"mediatype\": \"text/csv\"\n}\n"
            ]
          },
          "encoding": {
            "propertyOrder": 100,
            "title": "Encoding",
            "description": "The file encoding of this resource.",
            "type": "string",
            "default": "utf-8",
            "examples": [
              "{\n  \"encoding\": \"utf-8\"\n}\n"
            ]
          },
          "bytes": {
            "propertyOrder": 110,
            "options": {
              "hidden": true
            },
            "title": "Bytes",
            "description": "The size of this resource in bytes.",
            "type": "integer",
            "examples": [
              "{\n  \"bytes\": 2082\n}\n"
            ]
          },
          "hash": {
            "propertyOrder": 120,
            "options": {
              "hidden": true
            },
            "title": "Hash",
            "type": "string",
            "description": "The MD5 hash of this resource. Indicate other hashing algorithms with the {algorithm}:{hash} format.",
            "pattern": "^([^:]+:[a-fA-F0-9]+|[a-fA-F0-9]{32}|)$",
            "examples": [
              "{\n  \"hash\": \"d25c9c77f588f5dc32059d2da1136c02\"\n}\n",
              "{\n  \"hash\": \"SHA256:5262f12512590031bbcc9a430452bfd75c2791ad6771320bb4b5728bfb78c4d0\"\n}\n"
            ]
          },
          "dialect": {
            "propertyOrder": 130,
            "title": "Table Dialect",
            "description": "The Table dialect descriptor.",
            "type": "object",
            "properties": {
              "$schema": {
                "default": "https://datapackage.org/profiles/1.0/tabledialect.json",
                "propertyOrder": 10,
                "title": "Profile",
                "description": "The profile of this descriptor.",
                "type": "string"
              },
              "header": {
                "title": "Header",
                "description": "Specifies if the file includes a header row, always as the first row in the file.",
                "type": "boolean",
                "default": true,
                "examples": [
                  "{\n  \"header\": true\n}\n"
                ]
              },
              "headerRows": {
                "type": "array",
                "default": [
                  1
                ],
                "items": {
                  "type": "integer",
                  "minimum": 1
                }
              },
              "headerJoin": {
                "type": "string",
                "default": " "
              },
              "commentRows": {
                "type": "array",
                "default": [
                  1
                ],
                "items": {
                  "type": "integer",
                  "minimum": 1
                }
              },
              "commentChar": {
                "title": "Comment Character",
                "description": "Specifies that any row beginning with this one-character string, without preceeding whitespace, causes the entire line to be ignored.",
                "type": "string",
                "examples": [
                  "{\n  \"commentChar\": \"#\"\n}\n"
                ]
              },
              "delimiter": {
                "title": "Delimiter",
                "description": "A character sequence to use as the field separator.",
                "type": "string",
                "default": ",",
                "examples": [
                  "{\n  \"delimiter\": \",\"\n}\n",
                  "{\n  \"delimiter\": \";\"\n}\n"
                ]
              },
              "lineTerminator": {
                "title": "Line Terminator",
                "description": "Specifies the character sequence that must be used to terminate rows.",
                "type": "string",
                "default": "\r\n",
                "examples": [
                  "{\n  \"lineTerminator\": \"\\r\\n\"\n}\n",
                  "{\n  \"lineTerminator\": \"\\n\"\n}\n"
                ]
              },
              "quoteChar": {
                "title": "Quote Character",
                "description": "Specifies a one-character string to use as the quoting character.",
                "type": "string",
                "default": "\"",
                "examples": [
                  "{\n  \"quoteChar\": \"'\"\n}\n"
                ]
              },
              "doubleQuote": {
                "title": "Double Quote",
                "description": "Specifies the handling of quotes inside fields.",
                "context": "If Double Quote is set to true, two consecutive quotes must be interpreted as one.",
                "type": "boolean",
                "default": true,
                "examples": [
                  "{\n  \"doubleQuote\": true\n}\n"
                ]
              },
              "escapeChar": {
                "title": "Escape Character",
                "description": "Specifies a one-character string to use as the escape character.",
                "type": "string",
                "examples": [
                  "{\n  \"escapeChar\": \"\\\\\"\n}\n"
                ]
              },
              "nullSequence": {
                "title": "Null Sequence",
                "description": "Specifies the null sequence, for example, `\\N`.",
                "type": "string",
                "examples": [
                  "{\n  \"nullSequence\": \"\\N\"\n}\n"
                ]
              },
              "skipInitialSpace": {
                "title": "Skip Initial Space",
                "description": "Specifies the interpretation of whitespace immediately following a delimiter. If false, whitespace immediately after a delimiter should be treated as part of the subsequent field.",
                "type": "boolean",
                "default": false,
                "examples": [
                  "{\n  \"skipInitialSpace\": true\n}\n"
                ]
              },
              "property": {
                "type": "string"
              },
              "itemType": {
                "type": "string",
                "enum": [
                  "array",
                  "object"
                ]
              },
              "itemKeys": {
                "type": "array",
                "items": {
                  "type": "string"
                }
              },
              "sheetNumber": {
                "type": "integer",
                "minimum": 1
              },
              "sheetName": {
                "type": "string"
              },
              "table": {
                "type": "string"
              }
            }
          },
          "schema": {
            "propertyOrder": 140,
            "title": "Table Schema",
            "description": "A Table Schema for this resource, compliant with the [Table Schema](/tableschema/) specification.",
            "type": [
              "string",
              "object"
            ],
            "required": [
              "fields"
            ],
            "properties": {
              "$schema": {
                "default": "https://datapackage.org/profiles/1.0/tableschema.json",
                "propertyOrder": 10,
                "title": "Profile",
                "description": "The profile of this descriptor.",
                "type": "string"
              },
              "fields": {
                "type": "array",
                "minItems": 1,
                "items": {
                  "title": "Table Schema Field",
                  "type": "object",
                  "oneOf": [
                    {
                      "type": "object",
                      "title": "String Field",
                      "description": "The field contains strings, that is, sequences of characters.",
                      "required": [
                        "name"
                      ],
                      "properties": {
                        "name": {
                          "title": "Name",
                          "description": "A name for this field.",
                          "type": "string"
                        },
                        "title": {
                          "title": "Title",
                          "description": "A human-readable title.",
                          "type": "string",
                          "examples": [
                            "{\n  \"title\": \"My Package Title\"\n}\n"
                          ]
                        },
                        "description": {
                          "title": "Description",
                          "description": "A text description. Markdown is encouraged.",
                          "type": "string",
                          "examples": [
                            "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
                          ]
                        },
                        "example": {
                          "title": "Example",
                          "description": "An example value for the field.",
                          "type": "string",
                          "examples": [
                            "{\n  \"example\": \"Put here an example value for your field\"\n}\n"
                          ]
                        },
                        "missingValues": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "string"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "string"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ],
                          "default": [
                            ""
                          ],
                          "description": "Values that when encountered in the source, should be considered as `null`, 'not present', or 'blank' values.",
                          "context": "Many datasets arrive with missing data values, either because a value was not collected or it never existed.\nMissing values may be indicated simply by the value being empty in other cases a special value may have been used e.g. `-`, `NaN`, `0`, `-9999` etc.\nThe `missingValues` property provides a way to indicate that these values should be interpreted as equivalent to null.\n\n`missingValues` are strings rather than being the data type of the particular field. This allows for comparison prior to casting and for fields to have missing value which are not of their type, for example a `number` field to have missing values indicated by `-`.\n\nThe default value of `missingValue` for a non-string type field is the empty string `''`. For string type fields there is no default for `missingValue` (for string fields the empty string `''` is a valid value and need not indicate null).",
                          "examples": [
                            "{\n  \"missingValues\": [\n    \"-\",\n    \"NaN\",\n    \"\"\n  ]\n}\n",
                            "{\n  \"missingValues\": []\n}\n"
                          ]
                        },
                        "categories": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "string"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "string"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ]
                        },
                        "categoriesOrdered": {
                          "type": "boolean"
                        },
                        "type": {
                          "description": "The type keyword, which `MUST` be a value of `string`.",
                          "enum": [
                            "string"
                          ]
                        },
                        "format": {
                          "description": "The format keyword options for `string` are `default`, `email`, `uri`, `binary`, and `uuid`.",
                          "context": "The following `format` options are supported:\n  * **default**: any valid string.\n  * **email**: A valid email address.\n  * **uri**: A valid URI.\n  * **binary**: A base64 encoded string representing binary data.\n  * **uuid**: A string that is a uuid.",
                          "enum": [
                            "default",
                            "email",
                            "uri",
                            "binary",
                            "uuid"
                          ],
                          "default": "default"
                        },
                        "constraints": {
                          "title": "Constraints",
                          "description": "The following constraints are supported for `string` fields.",
                          "type": "object",
                          "properties": {
                            "required": {
                              "type": "boolean",
                              "description": "Indicates whether a property must have a value for each instance.",
                              "context": "An empty string is considered to be a missing value."
                            },
                            "unique": {
                              "type": "boolean",
                              "description": "When `true`, each value for the property `MUST` be unique."
                            },
                            "pattern": {
                              "type": "string",
                              "description": "A regular expression pattern to test each value of the property against, where a truthy response indicates validity.",
                              "context": "Regular expressions `SHOULD` conform to the [XML Schema regular expression syntax](http://www.w3.org/TR/xmlschema-2/#regexs)."
                            },
                            "enum": {
                              "type": "array",
                              "minItems": 1,
                              "uniqueItems": true,
                              "items": {
                                "type": "string"
                              }
                            },
                            "minLength": {
                              "type": "integer",
                              "description": "An integer that specifies the minimum length of a value."
                            },
                            "maxLength": {
                              "type": "integer",
                              "description": "An integer that specifies the maximum length of a value."
                            }
                          }
                        },
                        "rdfType": {
                          "type": "string",
                          "description": "The RDF type for this field."
                        }
                      },
                      "examples": [
                        "{\n  \"name\": \"name\",\n  \"type\": \"string\"\n}\n",
                        "{\n  \"name\": \"name\",\n  \"type\": \"string\",\n  \"format\": \"email\"\n}\n",
                        "{\n  \"name\": \"name\",\n  \"type\": \"string\",\n  \"constraints\": {\n    \"minLength\": 3,\n    \"maxLength\": 35\n  }\n}\n"
                      ]
                    },
                    {
                      "type": "object",
                      "title": "Number Field",
                      "description": "The field contains numbers of any kind including decimals.",
                      "context": "The lexical formatting follows that of decimal in [XMLSchema](https://www.w3.org/TR/xmlschema-2/#decimal): a non-empty finite-length sequence of decimal digits separated by a period as a decimal indicator. An optional leading sign is allowed. If the sign is omitted, '+' is assumed. Leading and trailing zeroes are optional. If the fractional part is zero, the period and following zero(es) can be omitted. For example: '-1.23', '12678967.543233', '+100000.00', '210'.\n\nThe following special string values are permitted (case does not need to be respected):\n  - NaN: not a number\n  - INF: positive infinity\n  - -INF: negative infinity\n\nA number `MAY` also have a trailing:\n  - exponent: this `MUST` consist of an E followed by an optional + or - sign followed by one or more decimal digits (0-9)\n  - percentage: the percentage sign: `%`. In conversion percentages should be divided by 100.\n\nIf both exponent and percentages are present the percentage `MUST` follow the exponent e.g. '53E10%' (equals 5.3).",
                      "required": [
                        "name",
                        "type"
                      ],
                      "properties": {
                        "name": {
                          "title": "Name",
                          "description": "A name for this field.",
                          "type": "string"
                        },
                        "title": {
                          "title": "Title",
                          "description": "A human-readable title.",
                          "type": "string",
                          "examples": [
                            "{\n  \"title\": \"My Package Title\"\n}\n"
                          ]
                        },
                        "description": {
                          "title": "Description",
                          "description": "A text description. Markdown is encouraged.",
                          "type": "string",
                          "examples": [
                            "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
                          ]
                        },
                        "example": {
                          "title": "Example",
                          "description": "An example value for the field.",
                          "type": "string",
                          "examples": [
                            "{\n  \"example\": \"Put here an example value for your field\"\n}\n"
                          ]
                        },
                        "missingValues": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "string"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "string"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ],
                          "default": [
                            ""
                          ],
                          "description": "Values that when encountered in the source, should be considered as `null`, 'not present', or 'blank' values.",
                          "context": "Many datasets arrive with missing data values, either because a value was not collected or it never existed.\nMissing values may be indicated simply by the value being empty in other cases a special value may have been used e.g. `-`, `NaN`, `0`, `-9999` etc.\nThe `missingValues` property provides a way to indicate that these values should be interpreted as equivalent to null.\n\n`missingValues` are strings rather than being the data type of the particular field. This allows for comparison prior to casting and for fields to have missing value which are not of their type, for example a `number` field to have missing values indicated by `-`.\n\nThe default value of `missingValue` for a non-string type field is the empty string `''`. For string type fields there is no default for `missingValue` (for string fields the empty string `''` is a valid value and need not indicate null).",
                          "examples": [
                            "{\n  \"missingValues\": [\n    \"-\",\n    \"NaN\",\n    \"\"\n  ]\n}\n",
                            "{\n  \"missingValues\": []\n}\n"
                          ]
                        },
                        "type": {
                          "description": "The type keyword, which `MUST` be a value of `number`.",
                          "enum": [
                            "number"
                          ]
                        },
                        "format": {
                          "description": "There are no format keyword options for `number`: only `default` is allowed.",
                          "enum": [
                            "default"
                          ],
                          "default": "default"
                        },
                        "bareNumber": {
                          "type": "boolean",
                          "title": "bareNumber",
                          "description": "a boolean field with a default of `true`. If `true` the physical contents of this field must follow the formatting constraints already set out. If `false` the contents of this field may contain leading and/or trailing non-numeric characters (which implementors MUST therefore strip). The purpose of `bareNumber` is to allow publishers to publish numeric data that contains trailing characters such as percentages e.g. `95%` or leading characters such as currencies e.g. `\u20ac95` or `EUR 95`. Note that it is entirely up to implementors what, if anything, they do with stripped text.",
                          "default": true
                        },
                        "groupChar": {
                          "type": "string",
                          "title": "groupChar",
                          "description": "A string whose value is used to group digits within the number. This property does not have a default value. A common value is `,` e.g. '100,000'."
                        },
                        "decimalChar": {
                          "type": "string",
                          "description": "A string whose value is used to represent a decimal point within the number. The default value is `.`."
                        },
                        "constraints": {
                          "title": "Constraints",
                          "description": "The following constraints are supported for `number` fields.",
                          "type": "object",
                          "properties": {
                            "required": {
                              "type": "boolean",
                              "description": "Indicates whether a property must have a value for each instance.",
                              "context": "An empty string is considered to be a missing value."
                            },
                            "unique": {
                              "type": "boolean",
                              "description": "When `true`, each value for the property `MUST` be unique."
                            },
                            "enum": {
                              "oneOf": [
                                {
                                  "type": "array",
                                  "minItems": 1,
                                  "uniqueItems": true,
                                  "items": {
                                    "type": "string"
                                  }
                                },
                                {
                                  "type": "array",
                                  "minItems": 1,
                                  "uniqueItems": true,
                                  "items": {
                                    "type": "number"
                                  }
                                }
                              ]
                            },
                            "minimum": {
                              "oneOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "number"
                                }
                              ]
                            },
                            "maximum": {
                              "oneOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "number"
                                }
                              ]
                            },
                            "exclusiveMinimum": {
                              "oneOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "number"
                                }
                              ]
                            },
                            "exclusiveMaximum": {
                              "oneOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "number"
                                }
                              ]
                            }
                          }
                        },
                        "rdfType": {
                          "type": "string",
                          "description": "The RDF type for this field."
                        }
                      },
                      "examples": [
                        "{\n  \"name\": \"field-name\",\n  \"type\": \"number\"\n}\n",
                        "{\n  \"name\": \"field-name\",\n  \"type\": \"number\",\n  \"constraints\": {\n    \"enum\": [ \"1.00\", \"1.50\", \"2.00\" ]\n  }\n}\n"
                      ]
                    },
                    {
                      "type": "object",
                      "title": "Integer Field",
                      "description": "The field contains integers - that is whole numbers.",
                      "context": "Integer values are indicated in the standard way for any valid integer.",
                      "required": [
                        "name",
                        "type"
                      ],
                      "properties": {
                        "name": {
                          "title": "Name",
                          "description": "A name for this field.",
                          "type": "string"
                        },
                        "title": {
                          "title": "Title",
                          "description": "A human-readable title.",
                          "type": "string",
                          "examples": [
                            "{\n  \"title\": \"My Package Title\"\n}\n"
                          ]
                        },
                        "description": {
                          "title": "Description",
                          "description": "A text description. Markdown is encouraged.",
                          "type": "string",
                          "examples": [
                            "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
                          ]
                        },
                        "example": {
                          "title": "Example",
                          "description": "An example value for the field.",
                          "type": "string",
                          "examples": [
                            "{\n  \"example\": \"Put here an example value for your field\"\n}\n"
                          ]
                        },
                        "missingValues": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "string"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "string"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ],
                          "default": [
                            ""
                          ],
                          "description": "Values that when encountered in the source, should be considered as `null`, 'not present', or 'blank' values.",
                          "context": "Many datasets arrive with missing data values, either because a value was not collected or it never existed.\nMissing values may be indicated simply by the value being empty in other cases a special value may have been used e.g. `-`, `NaN`, `0`, `-9999` etc.\nThe `missingValues` property provides a way to indicate that these values should be interpreted as equivalent to null.\n\n`missingValues` are strings rather than being the data type of the particular field. This allows for comparison prior to casting and for fields to have missing value which are not of their type, for example a `number` field to have missing values indicated by `-`.\n\nThe default value of `missingValue` for a non-string type field is the empty string `''`. For string type fields there is no default for `missingValue` (for string fields the empty string `''` is a valid value and need not indicate null).",
                          "examples": [
                            "{\n  \"missingValues\": [\n    \"-\",\n    \"NaN\",\n    \"\"\n  ]\n}\n",
                            "{\n  \"missingValues\": []\n}\n"
                          ]
                        },
                        "categories": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "integer"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "integer"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ]
                        },
                        "categoriesOrdered": {
                          "type": "boolean"
                        },
                        "type": {
                          "description": "The type keyword, which `MUST` be a value of `integer`.",
                          "enum": [
                            "integer"
                          ]
                        },
                        "format": {
                          "description": "There are no format keyword options for `integer`: only `default` is allowed.",
                          "enum": [
                            "default"
                          ],
                          "default": "default"
                        },
                        "bareNumber": {
                          "type": "boolean",
                          "title": "bareNumber",
                          "description": "a boolean field with a default of `true`. If `true` the physical contents of this field must follow the formatting constraints already set out. If `false` the contents of this field may contain leading and/or trailing non-numeric characters (which implementors MUST therefore strip). The purpose of `bareNumber` is to allow publishers to publish numeric data that contains trailing characters such as percentages e.g. `95%` or leading characters such as currencies e.g. `\u20ac95` or `EUR 95`. Note that it is entirely up to implementors what, if anything, they do with stripped text.",
                          "default": true
                        },
                        "groupChar": {
                          "type": "string",
                          "title": "groupChar",
                          "description": "A string whose value is used to group digits within the number. This property does not have a default value. A common value is `,` e.g. '100,000'."
                        },
                        "constraints": {
                          "title": "Constraints",
                          "description": "The following constraints are supported for `integer` fields.",
                          "type": "object",
                          "properties": {
                            "required": {
                              "type": "boolean",
                              "description": "Indicates whether a property must have a value for each instance.",
                              "context": "An empty string is considered to be a missing value."
                            },
                            "unique": {
                              "type": "boolean",
                              "description": "When `true`, each value for the property `MUST` be unique."
                            },
                            "enum": {
                              "oneOf": [
                                {
                                  "type": "array",
                                  "minItems": 1,
                                  "uniqueItems": true,
                                  "items": {
                                    "type": "string"
                                  }
                                },
                                {
                                  "type": "array",
                                  "minItems": 1,
                                  "uniqueItems": true,
                                  "items": {
                                    "type": "integer"
                                  }
                                }
                              ]
                            },
                            "minimum": {
                              "oneOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "integer"
                                }
                              ]
                            },
                            "maximum": {
                              "oneOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "integer"
                                }
                              ]
                            },
                            "exclusiveMinimum": {
                              "oneOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "integer"
                                }
                              ]
                            },
                            "exclusiveMaximum": {
                              "oneOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "integer"
                                }
                              ]
                            }
                          }
                        },
                        "rdfType": {
                          "type": "string",
                          "description": "The RDF type for this field."
                        }
                      },
                      "examples": [
                        "{\n  \"name\": \"age\",\n  \"type\": \"integer\",\n  \"constraints\": {\n    \"unique\": true,\n    \"minimum\": 100,\n    \"maximum\": 9999\n  }\n}\n"
                      ]
                    },
                    {
                      "type": "object",
                      "title": "Date Field",
                      "description": "The field contains temporal date values.",
                      "required": [
                        "name",
                        "type"
                      ],
                      "properties": {
                        "name": {
                          "title": "Name",
                          "description": "A name for this field.",
                          "type": "string"
                        },
                        "title": {
                          "title": "Title",
                          "description": "A human-readable title.",
                          "type": "string",
                          "examples": [
                            "{\n  \"title\": \"My Package Title\"\n}\n"
                          ]
                        },
                        "description": {
                          "title": "Description",
                          "description": "A text description. Markdown is encouraged.",
                          "type": "string",
                          "examples": [
                            "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
                          ]
                        },
                        "example": {
                          "title": "Example",
                          "description": "An example value for the field.",
                          "type": "string",
                          "examples": [
                            "{\n  \"example\": \"Put here an example value for your field\"\n}\n"
                          ]
                        },
                        "missingValues": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "string"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "string"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ],
                          "default": [
                            ""
                          ],
                          "description": "Values that when encountered in the source, should be considered as `null`, 'not present', or 'blank' values.",
                          "context": "Many datasets arrive with missing data values, either because a value was not collected or it never existed.\nMissing values may be indicated simply by the value being empty in other cases a special value may have been used e.g. `-`, `NaN`, `0`, `-9999` etc.\nThe `missingValues` property provides a way to indicate that these values should be interpreted as equivalent to null.\n\n`missingValues` are strings rather than being the data type of the particular field. This allows for comparison prior to casting and for fields to have missing value which are not of their type, for example a `number` field to have missing values indicated by `-`.\n\nThe default value of `missingValue` for a non-string type field is the empty string `''`. For string type fields there is no default for `missingValue` (for string fields the empty string `''` is a valid value and need not indicate null).",
                          "examples": [
                            "{\n  \"missingValues\": [\n    \"-\",\n    \"NaN\",\n    \"\"\n  ]\n}\n",
                            "{\n  \"missingValues\": []\n}\n"
                          ]
                        },
                        "type": {
                          "description": "The type keyword, which `MUST` be a value of `date`.",
                          "enum": [
                            "date"
                          ]
                        },
                        "format": {
                          "description": "The format keyword options for `date` are `default`, `any`, and `{PATTERN}`.",
                          "context": "The following `format` options are supported:\n  * **default**: An ISO8601 format string of YYYY-MM-DD.\n  * **any**: Any parsable representation of a date. The implementing library can attempt to parse the datetime via a range of strategies.\n  * **{PATTERN}**: The value can be parsed according to `{PATTERN}`, which `MUST` follow the date formatting syntax of C / Python [strftime](http://strftime.org/).",
                          "default": "default"
                        },
                        "constraints": {
                          "title": "Constraints",
                          "description": "The following constraints are supported for `date` fields.",
                          "type": "object",
                          "properties": {
                            "required": {
                              "type": "boolean",
                              "description": "Indicates whether a property must have a value for each instance.",
                              "context": "An empty string is considered to be a missing value."
                            },
                            "unique": {
                              "type": "boolean",
                              "description": "When `true`, each value for the property `MUST` be unique."
                            },
                            "enum": {
                              "type": "array",
                              "minItems": 1,
                              "uniqueItems": true,
                              "items": {
                                "type": "string"
                              }
                            },
                            "minimum": {
                              "type": "string"
                            },
                            "maximum": {
                              "type": "string"
                            },
                            "exclusiveMinimum": {
                              "type": "string"
                            },
                            "exclusiveMaximum": {
                              "type": "string"
                            }
                          }
                        },
                        "rdfType": {
                          "type": "string",
                          "description": "The RDF type for this field."
                        }
                      },
                      "examples": [
                        "{\n  \"name\": \"date_of_birth\",\n  \"type\": \"date\"\n}\n",
                        "{\n  \"name\": \"date_of_birth\",\n  \"type\": \"date\",\n  \"constraints\": {\n    \"minimum\": \"01-01-1900\"\n  }\n}\n",
                        "{\n  \"name\": \"date_of_birth\",\n  \"type\": \"date\",\n  \"format\": \"MM-DD-YYYY\"\n}\n"
                      ]
                    },
                    {
                      "type": "object",
                      "title": "Time Field",
                      "description": "The field contains temporal time values.",
                      "required": [
                        "name",
                        "type"
                      ],
                      "properties": {
                        "name": {
                          "title": "Name",
                          "description": "A name for this field.",
                          "type": "string"
                        },
                        "title": {
                          "title": "Title",
                          "description": "A human-readable title.",
                          "type": "string",
                          "examples": [
                            "{\n  \"title\": \"My Package Title\"\n}\n"
                          ]
                        },
                        "description": {
                          "title": "Description",
                          "description": "A text description. Markdown is encouraged.",
                          "type": "string",
                          "examples": [
                            "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
                          ]
                        },
                        "example": {
                          "title": "Example",
                          "description": "An example value for the field.",
                          "type": "string",
                          "examples": [
                            "{\n  \"example\": \"Put here an example value for your field\"\n}\n"
                          ]
                        },
                        "missingValues": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "string"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "string"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ],
                          "default": [
                            ""
                          ],
                          "description": "Values that when encountered in the source, should be considered as `null`, 'not present', or 'blank' values.",
                          "context": "Many datasets arrive with missing data values, either because a value was not collected or it never existed.\nMissing values may be indicated simply by the value being empty in other cases a special value may have been used e.g. `-`, `NaN`, `0`, `-9999` etc.\nThe `missingValues` property provides a way to indicate that these values should be interpreted as equivalent to null.\n\n`missingValues` are strings rather than being the data type of the particular field. This allows for comparison prior to casting and for fields to have missing value which are not of their type, for example a `number` field to have missing values indicated by `-`.\n\nThe default value of `missingValue` for a non-string type field is the empty string `''`. For string type fields there is no default for `missingValue` (for string fields the empty string `''` is a valid value and need not indicate null).",
                          "examples": [
                            "{\n  \"missingValues\": [\n    \"-\",\n    \"NaN\",\n    \"\"\n  ]\n}\n",
                            "{\n  \"missingValues\": []\n}\n"
                          ]
                        },
                        "type": {
                          "description": "The type keyword, which `MUST` be a value of `time`.",
                          "enum": [
                            "time"
                          ]
                        },
                        "format": {
                          "description": "The format keyword options for `time` are `default`, `any`, and `{PATTERN}`.",
                          "context": "The following `format` options are supported:\n  * **default**: An ISO8601 format string for time.\n  * **any**: Any parsable representation of a date. The implementing library can attempt to parse the datetime via a range of strategies.\n  * **{PATTERN}**: The value can be parsed according to `{PATTERN}`, which `MUST` follow the date formatting syntax of C / Python [strftime](http://strftime.org/).",
                          "default": "default"
                        },
                        "constraints": {
                          "title": "Constraints",
                          "description": "The following constraints are supported for `time` fields.",
                          "type": "object",
                          "properties": {
                            "required": {
                              "type": "boolean",
                              "description": "Indicates whether a property must have a value for each instance.",
                              "context": "An empty string is considered to be a missing value."
                            },
                            "unique": {
                              "type": "boolean",
                              "description": "When `true`, each value for the property `MUST` be unique."
                            },
                            "enum": {
                              "type": "array",
                              "minItems": 1,
                              "uniqueItems": true,
                              "items": {
                                "type": "string"
                              }
                            },
                            "minimum": {
                              "type": "string"
                            },
                            "maximum": {
                              "type": "string"
                            },
                            "exclusiveMinimum": {
                              "type": "string"
                            },
                            "exclusiveMaximum": {
                              "type": "string"
                            }
                          }
                        },
                        "rdfType": {
                          "type": "string",
                          "description": "The RDF type for this field."
                        }
                      },
                      "examples": [
                        "{\n  \"name\": \"appointment_start\",\n  \"type\": \"time\"\n}\n",
                        "{\n  \"name\": \"appointment_start\",\n  \"type\": \"time\",\n  \"format\": \"any\"\n}\n"
                      ]
                    },
                    {
                      "type": "object",
                      "title": "Date Time Field",
                      "description": "The field contains temporal datetime values.",
                      "required": [
                        "name",
                        "type"
                      ],
                      "properties": {
                        "name": {
                          "title": "Name",
                          "description": "A name for this field.",
                          "type": "string"
                        },
                        "title": {
                          "title": "Title",
                          "description": "A human-readable title.",
                          "type": "string",
                          "examples": [
                            "{\n  \"title\": \"My Package Title\"\n}\n"
                          ]
                        },
                        "description": {
                          "title": "Description",
                          "description": "A text description. Markdown is encouraged.",
                          "type": "string",
                          "examples": [
                            "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
                          ]
                        },
                        "example": {
                          "title": "Example",
                          "description": "An example value for the field.",
                          "type": "string",
                          "examples": [
                            "{\n  \"example\": \"Put here an example value for your field\"\n}\n"
                          ]
                        },
                        "missingValues": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "string"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "string"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ],
                          "default": [
                            ""
                          ],
                          "description": "Values that when encountered in the source, should be considered as `null`, 'not present', or 'blank' values.",
                          "context": "Many datasets arrive with missing data values, either because a value was not collected or it never existed.\nMissing values may be indicated simply by the value being empty in other cases a special value may have been used e.g. `-`, `NaN`, `0`, `-9999` etc.\nThe `missingValues` property provides a way to indicate that these values should be interpreted as equivalent to null.\n\n`missingValues` are strings rather than being the data type of the particular field. This allows for comparison prior to casting and for fields to have missing value which are not of their type, for example a `number` field to have missing values indicated by `-`.\n\nThe default value of `missingValue` for a non-string type field is the empty string `''`. For string type fields there is no default for `missingValue` (for string fields the empty string `''` is a valid value and need not indicate null).",
                          "examples": [
                            "{\n  \"missingValues\": [\n    \"-\",\n    \"NaN\",\n    \"\"\n  ]\n}\n",
                            "{\n  \"missingValues\": []\n}\n"
                          ]
                        },
                        "type": {
                          "description": "The type keyword, which `MUST` be a value of `datetime`.",
                          "enum": [
                            "datetime"
                          ]
                        },
                        "format": {
                          "description": "The format keyword options for `datetime` are `default`, `any`, and `{PATTERN}`.",
                          "context": "The following `format` options are supported:\n  * **default**: An ISO8601 format string for datetime.\n  * **any**: Any parsable representation of a date. The implementing library can attempt to parse the datetime via a range of strategies.\n  * **{PATTERN}**: The value can be parsed according to `{PATTERN}`, which `MUST` follow the date formatting syntax of C / Python [strftime](http://strftime.org/).",
                          "default": "default"
                        },
                        "constraints": {
                          "title": "Constraints",
                          "description": "The following constraints are supported for `datetime` fields.",
                          "type": "object",
                          "properties": {
                            "required": {
                              "type": "boolean",
                              "description": "Indicates whether a property must have a value for each instance.",
                              "context": "An empty string is considered to be a missing value."
                            },
                            "unique": {
                              "type": "boolean",
                              "description": "When `true`, each value for the property `MUST` be unique."
                            },
                            "enum": {
                              "type": "array",
                              "minItems": 1,
                              "uniqueItems": true,
                              "items": {
                                "type": "string"
                              }
                            },
                            "minimum": {
                              "type": "string"
                            },
                            "maximum": {
                              "type": "string"
                            },
                            "exclusiveMinimum": {
                              "type": "string"
                            },
                            "exclusiveMaximum": {
                              "type": "string"
                            }
                          }
                        },
                        "rdfType": {
                          "type": "string",
                          "description": "The RDF type for this field."
                        }
                      },
                      "examples": [
                        "{\n  \"name\": \"timestamp\",\n  \"type\": \"datetime\"\n}\n",
                        "{\n  \"name\": \"timestamp\",\n  \"type\": \"datetime\",\n  \"format\": \"default\"\n}\n"
                      ]
                    },
                    {
                      "type": "object",
                      "title": "Year Field",
                      "description": "A calendar year, being an integer with 4 digits. Equivalent to [gYear in XML Schema](https://www.w3.org/TR/xmlschema-2/#gYear)",
                      "required": [
                        "name",
                        "type"
                      ],
                      "properties": {
                        "name": {
                          "title": "Name",
                          "description": "A name for this field.",
                          "type": "string"
                        },
                        "title": {
                          "title": "Title",
                          "description": "A human-readable title.",
                          "type": "string",
                          "examples": [
                            "{\n  \"title\": \"My Package Title\"\n}\n"
                          ]
                        },
                        "description": {
                          "title": "Description",
                          "description": "A text description. Markdown is encouraged.",
                          "type": "string",
                          "examples": [
                            "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
                          ]
                        },
                        "example": {
                          "title": "Example",
                          "description": "An example value for the field.",
                          "type": "string",
                          "examples": [
                            "{\n  \"example\": \"Put here an example value for your field\"\n}\n"
                          ]
                        },
                        "missingValues": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "string"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "string"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ],
                          "default": [
                            ""
                          ],
                          "description": "Values that when encountered in the source, should be considered as `null`, 'not present', or 'blank' values.",
                          "context": "Many datasets arrive with missing data values, either because a value was not collected or it never existed.\nMissing values may be indicated simply by the value being empty in other cases a special value may have been used e.g. `-`, `NaN`, `0`, `-9999` etc.\nThe `missingValues` property provides a way to indicate that these values should be interpreted as equivalent to null.\n\n`missingValues` are strings rather than being the data type of the particular field. This allows for comparison prior to casting and for fields to have missing value which are not of their type, for example a `number` field to have missing values indicated by `-`.\n\nThe default value of `missingValue` for a non-string type field is the empty string `''`. For string type fields there is no default for `missingValue` (for string fields the empty string `''` is a valid value and need not indicate null).",
                          "examples": [
                            "{\n  \"missingValues\": [\n    \"-\",\n    \"NaN\",\n    \"\"\n  ]\n}\n",
                            "{\n  \"missingValues\": []\n}\n"
                          ]
                        },
                        "type": {
                          "description": "The type keyword, which `MUST` be a value of `year`.",
                          "enum": [
                            "year"
                          ]
                        },
                        "format": {
                          "description": "There are no format keyword options for `year`: only `default` is allowed.",
                          "enum": [
                            "default"
                          ],
                          "default": "default"
                        },
                        "constraints": {
                          "title": "Constraints",
                          "description": "The following constraints are supported for `year` fields.",
                          "type": "object",
                          "properties": {
                            "required": {
                              "type": "boolean",
                              "description": "Indicates whether a property must have a value for each instance.",
                              "context": "An empty string is considered to be a missing value."
                            },
                            "unique": {
                              "type": "boolean",
                              "description": "When `true`, each value for the property `MUST` be unique."
                            },
                            "enum": {
                              "oneOf": [
                                {
                                  "type": "array",
                                  "minItems": 1,
                                  "uniqueItems": true,
                                  "items": {
                                    "type": "string"
                                  }
                                },
                                {
                                  "type": "array",
                                  "minItems": 1,
                                  "uniqueItems": true,
                                  "items": {
                                    "type": "integer"
                                  }
                                }
                              ]
                            },
                            "minimum": {
                              "oneOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "integer"
                                }
                              ]
                            },
                            "maximum": {
                              "oneOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "integer"
                                }
                              ]
                            },
                            "exclusiveMinimum": {
                              "oneOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "integer"
                                }
                              ]
                            },
                            "exclusiveMaximum": {
                              "oneOf": [
                                {
                                  "type": "string"
                                },
                                {
                                  "type": "integer"
                                }
                              ]
                            }
                          }
                        },
                        "rdfType": {
                          "type": "string",
                          "description": "The RDF type for this field."
                        }
                      },
                      "examples": [
                        "{\n  \"name\": \"year\",\n  \"type\": \"year\"\n}\n",
                        "{\n  \"name\": \"year\",\n  \"type\": \"year\",\n  \"constraints\": {\n    \"minimum\": 1970,\n    \"maximum\": 2003\n  }\n}\n"
                      ]
                    },
                    {
                      "type": "object",
                      "title": "Year Month Field",
                      "description": "A calendar year month, being an integer with 1 or 2 digits. Equivalent to [gYearMonth in XML Schema](https://www.w3.org/TR/xmlschema-2/#gYearMonth)",
                      "required": [
                        "name",
                        "type"
                      ],
                      "properties": {
                        "name": {
                          "title": "Name",
                          "description": "A name for this field.",
                          "type": "string"
                        },
                        "title": {
                          "title": "Title",
                          "description": "A human-readable title.",
                          "type": "string",
                          "examples": [
                            "{\n  \"title\": \"My Package Title\"\n}\n"
                          ]
                        },
                        "description": {
                          "title": "Description",
                          "description": "A text description. Markdown is encouraged.",
                          "type": "string",
                          "examples": [
                            "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
                          ]
                        },
                        "example": {
                          "title": "Example",
                          "description": "An example value for the field.",
                          "type": "string",
                          "examples": [
                            "{\n  \"example\": \"Put here an example value for your field\"\n}\n"
                          ]
                        },
                        "missingValues": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "string"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "string"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ],
                          "default": [
                            ""
                          ],
                          "description": "Values that when encountered in the source, should be considered as `null`, 'not present', or 'blank' values.",
                          "context": "Many datasets arrive with missing data values, either because a value was not collected or it never existed.\nMissing values may be indicated simply by the value being empty in other cases a special value may have been used e.g. `-`, `NaN`, `0`, `-9999` etc.\nThe `missingValues` property provides a way to indicate that these values should be interpreted as equivalent to null.\n\n`missingValues` are strings rather than being the data type of the particular field. This allows for comparison prior to casting and for fields to have missing value which are not of their type, for example a `number` field to have missing values indicated by `-`.\n\nThe default value of `missingValue` for a non-string type field is the empty string `''`. For string type fields there is no default for `missingValue` (for string fields the empty string `''` is a valid value and need not indicate null).",
                          "examples": [
                            "{\n  \"missingValues\": [\n    \"-\",\n    \"NaN\",\n    \"\"\n  ]\n}\n",
                            "{\n  \"missingValues\": []\n}\n"
                          ]
                        },
                        "type": {
                          "description": "The type keyword, which `MUST` be a value of `yearmonth`.",
                          "enum": [
                            "yearmonth"
                          ]
                        },
                        "format": {
                          "description": "There are no format keyword options for `yearmonth`: only `default` is allowed.",
                          "enum": [
                            "default"
                          ],
                          "default": "default"
                        },
                        "constraints": {
                          "title": "Constraints",
                          "description": "The following constraints are supported for `yearmonth` fields.",
                          "type": "object",
                          "properties": {
                            "required": {
                              "type": "boolean",
                              "description": "Indicates whether a property must have a value for each instance.",
                              "context": "An empty string is considered to be a missing value."
                            },
                            "unique": {
                              "type": "boolean",
                              "description": "When `true`, each value for the property `MUST` be unique."
                            },
                            "enum": {
                              "type": "array",
                              "minItems": 1,
                              "uniqueItems": true,
                              "items": {
                                "type": "string"
                              }
                            },
                            "minimum": {
                              "type": "string"
                            },
                            "maximum": {
                              "type": "string"
                            },
                            "exclusiveMinimum": {
                              "type": "string"
                            },
                            "exclusiveMaximum": {
                              "type": "string"
                            }
                          }
                        },
                        "rdfType": {
                          "type": "string",
                          "description": "The RDF type for this field."
                        }
                      },
                      "examples": [
                        "{\n  \"name\": \"month\",\n  \"type\": \"yearmonth\"\n}\n",
                        "{\n  \"name\": \"month\",\n  \"type\": \"yearmonth\",\n  \"constraints\": {\n    \"minimum\": 1,\n    \"maximum\": 6\n  }\n}\n"
                      ]
                    },
                    {
                      "type": "object",
                      "title": "Boolean Field",
                      "description": "The field contains boolean (true/false) data.",
                      "required": [
                        "name",
                        "type"
                      ],
                      "properties": {
                        "name": {
                          "title": "Name",
                          "description": "A name for this field.",
                          "type": "string"
                        },
                        "title": {
                          "title": "Title",
                          "description": "A human-readable title.",
                          "type": "string",
                          "examples": [
                            "{\n  \"title\": \"My Package Title\"\n}\n"
                          ]
                        },
                        "description": {
                          "title": "Description",
                          "description": "A text description. Markdown is encouraged.",
                          "type": "string",
                          "examples": [
                            "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
                          ]
                        },
                        "example": {
                          "title": "Example",
                          "description": "An example value for the field.",
                          "type": "string",
                          "examples": [
                            "{\n  \"example\": \"Put here an example value for your field\"\n}\n"
                          ]
                        },
                        "missingValues": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "string"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "string"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ],
                          "default": [
                            ""
                          ],
                          "description": "Values that when encountered in the source, should be considered as `null`, 'not present', or 'blank' values.",
                          "context": "Many datasets arrive with missing data values, either because a value was not collected or it never existed.\nMissing values may be indicated simply by the value being empty in other cases a special value may have been used e.g. `-`, `NaN`, `0`, `-9999` etc.\nThe `missingValues` property provides a way to indicate that these values should be interpreted as equivalent to null.\n\n`missingValues` are strings rather than being the data type of the particular field. This allows for comparison prior to casting and for fields to have missing value which are not of their type, for example a `number` field to have missing values indicated by `-`.\n\nThe default value of `missingValue` for a non-string type field is the empty string `''`. For string type fields there is no default for `missingValue` (for string fields the empty string `''` is a valid value and need not indicate null).",
                          "examples": [
                            "{\n  \"missingValues\": [\n    \"-\",\n    \"NaN\",\n    \"\"\n  ]\n}\n",
                            "{\n  \"missingValues\": []\n}\n"
                          ]
                        },
                        "type": {
                          "description": "The type keyword, which `MUST` be a value of `boolean`.",
                          "enum": [
                            "boolean"
                          ]
                        },
                        "format": {
                          "description": "There are no format keyword options for `boolean`: only `default` is allowed.",
                          "enum": [
                            "default"
                          ],
                          "default": "default"
                        },
                        "trueValues": {
                          "type": "array",
                          "minItems": 1,
                          "items": {
                            "type": "string"
                          },
                          "default": [
                            "true",
                            "True",
                            "TRUE",
                            "1"
                          ]
                        },
                        "falseValues": {
                          "type": "array",
                          "minItems": 1,
                          "items": {
                            "type": "string"
                          },
                          "default": [
                            "false",
                            "False",
                            "FALSE",
                            "0"
                          ]
                        },
                        "constraints": {
                          "title": "Constraints",
                          "description": "The following constraints are supported for `boolean` fields.",
                          "type": "object",
                          "properties": {
                            "required": {
                              "type": "boolean",
                              "description": "Indicates whether a property must have a value for each instance.",
                              "context": "An empty string is considered to be a missing value."
                            },
                            "enum": {
                              "type": "array",
                              "minItems": 1,
                              "uniqueItems": true,
                              "items": {
                                "type": "boolean"
                              }
                            }
                          }
                        },
                        "rdfType": {
                          "type": "string",
                          "description": "The RDF type for this field."
                        }
                      },
                      "examples": [
                        "{\n  \"name\": \"registered\",\n  \"type\": \"boolean\"\n}\n"
                      ]
                    },
                    {
                      "type": "object",
                      "title": "Object Field",
                      "description": "The field contains data which can be parsed as a valid JSON object.",
                      "required": [
                        "name",
                        "type"
                      ],
                      "properties": {
                        "name": {
                          "title": "Name",
                          "description": "A name for this field.",
                          "type": "string"
                        },
                        "title": {
                          "title": "Title",
                          "description": "A human-readable title.",
                          "type": "string",
                          "examples": [
                            "{\n  \"title\": \"My Package Title\"\n}\n"
                          ]
                        },
                        "description": {
                          "title": "Description",
                          "description": "A text description. Markdown is encouraged.",
                          "type": "string",
                          "examples": [
                            "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
                          ]
                        },
                        "example": {
                          "title": "Example",
                          "description": "An example value for the field.",
                          "type": "string",
                          "examples": [
                            "{\n  \"example\": \"Put here an example value for your field\"\n}\n"
                          ]
                        },
                        "missingValues": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "string"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "string"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ],
                          "default": [
                            ""
                          ],
                          "description": "Values that when encountered in the source, should be considered as `null`, 'not present', or 'blank' values.",
                          "context": "Many datasets arrive with missing data values, either because a value was not collected or it never existed.\nMissing values may be indicated simply by the value being empty in other cases a special value may have been used e.g. `-`, `NaN`, `0`, `-9999` etc.\nThe `missingValues` property provides a way to indicate that these values should be interpreted as equivalent to null.\n\n`missingValues` are strings rather than being the data type of the particular field. This allows for comparison prior to casting and for fields to have missing value which are not of their type, for example a `number` field to have missing values indicated by `-`.\n\nThe default value of `missingValue` for a non-string type field is the empty string `''`. For string type fields there is no default for `missingValue` (for string fields the empty string `''` is a valid value and need not indicate null).",
                          "examples": [
                            "{\n  \"missingValues\": [\n    \"-\",\n    \"NaN\",\n    \"\"\n  ]\n}\n",
                            "{\n  \"missingValues\": []\n}\n"
                          ]
                        },
                        "type": {
                          "description": "The type keyword, which `MUST` be a value of `object`.",
                          "enum": [
                            "object"
                          ]
                        },
                        "format": {
                          "description": "There are no format keyword options for `object`: only `default` is allowed.",
                          "enum": [
                            "default"
                          ],
                          "default": "default"
                        },
                        "constraints": {
                          "title": "Constraints",
                          "description": "The following constraints apply for `object` fields.",
                          "type": "object",
                          "properties": {
                            "required": {
                              "type": "boolean",
                              "description": "Indicates whether a property must have a value for each instance.",
                              "context": "An empty string is considered to be a missing value."
                            },
                            "unique": {
                              "type": "boolean",
                              "description": "When `true`, each value for the property `MUST` be unique."
                            },
                            "enum": {
                              "oneOf": [
                                {
                                  "type": "array",
                                  "minItems": 1,
                                  "uniqueItems": true,
                                  "items": {
                                    "type": "string"
                                  }
                                },
                                {
                                  "type": "array",
                                  "minItems": 1,
                                  "uniqueItems": true,
                                  "items": {
                                    "type": "object"
                                  }
                                }
                              ]
                            },
                            "minLength": {
                              "type": "integer",
                              "description": "An integer that specifies the minimum length of a value."
                            },
                            "maxLength": {
                              "type": "integer",
                              "description": "An integer that specifies the maximum length of a value."
                            },
                            "jsonSchema": {
                              "type": "object",
                              "description": "A valid JSON Schema object to validate field values. If a field value conforms to the provided JSON Schema then this field value is valid."
                            }
                          }
                        },
                        "rdfType": {
                          "type": "string",
                          "description": "The RDF type for this field."
                        }
                      },
                      "examples": [
                        "{\n  \"name\": \"extra\"\n  \"type\": \"object\"\n}\n"
                      ]
                    },
                    {
                      "type": "object",
                      "title": "GeoPoint Field",
                      "description": "The field contains data describing a geographic point.",
                      "required": [
                        "name",
                        "type"
                      ],
                      "properties": {
                        "name": {
                          "title": "Name",
                          "description": "A name for this field.",
                          "type": "string"
                        },
                        "title": {
                          "title": "Title",
                          "description": "A human-readable title.",
                          "type": "string",
                          "examples": [
                            "{\n  \"title\": \"My Package Title\"\n}\n"
                          ]
                        },
                        "description": {
                          "title": "Description",
                          "description": "A text description. Markdown is encouraged.",
                          "type": "string",
                          "examples": [
                            "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
                          ]
                        },
                        "example": {
                          "title": "Example",
                          "description": "An example value for the field.",
                          "type": "string",
                          "examples": [
                            "{\n  \"example\": \"Put here an example value for your field\"\n}\n"
                          ]
                        },
                        "missingValues": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "string"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "string"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ],
                          "default": [
                            ""
                          ],
                          "description": "Values that when encountered in the source, should be considered as `null`, 'not present', or 'blank' values.",
                          "context": "Many datasets arrive with missing data values, either because a value was not collected or it never existed.\nMissing values may be indicated simply by the value being empty in other cases a special value may have been used e.g. `-`, `NaN`, `0`, `-9999` etc.\nThe `missingValues` property provides a way to indicate that these values should be interpreted as equivalent to null.\n\n`missingValues` are strings rather than being the data type of the particular field. This allows for comparison prior to casting and for fields to have missing value which are not of their type, for example a `number` field to have missing values indicated by `-`.\n\nThe default value of `missingValue` for a non-string type field is the empty string `''`. For string type fields there is no default for `missingValue` (for string fields the empty string `''` is a valid value and need not indicate null).",
                          "examples": [
                            "{\n  \"missingValues\": [\n    \"-\",\n    \"NaN\",\n    \"\"\n  ]\n}\n",
                            "{\n  \"missingValues\": []\n}\n"
                          ]
                        },
                        "type": {
                          "description": "The type keyword, which `MUST` be a value of `geopoint`.",
                          "enum": [
                            "geopoint"
                          ]
                        },
                        "format": {
                          "description": "The format keyword options for `geopoint` are `default`,`array`, and `object`.",
                          "context": "The following `format` options are supported:\n  * **default**: A string of the pattern 'lon, lat', where `lon` is the longitude and `lat` is the latitude.\n  * **array**: An array of exactly two items, where each item is either a number, or a string parsable as a number, and the first item is `lon` and the second item is `lat`.\n  * **object**: A JSON object with exactly two keys, `lat` and `lon`",
                          "notes": [
                            "Implementations `MUST` strip all white space in the default format of `lon, lat`."
                          ],
                          "enum": [
                            "default",
                            "array",
                            "object"
                          ],
                          "default": "default"
                        },
                        "constraints": {
                          "title": "Constraints",
                          "description": "The following constraints are supported for `geopoint` fields.",
                          "type": "object",
                          "properties": {
                            "required": {
                              "type": "boolean",
                              "description": "Indicates whether a property must have a value for each instance.",
                              "context": "An empty string is considered to be a missing value."
                            },
                            "unique": {
                              "type": "boolean",
                              "description": "When `true`, each value for the property `MUST` be unique."
                            },
                            "enum": {
                              "oneOf": [
                                {
                                  "type": "array",
                                  "minItems": 1,
                                  "uniqueItems": true,
                                  "items": {
                                    "type": "string"
                                  }
                                },
                                {
                                  "type": "array",
                                  "minItems": 1,
                                  "uniqueItems": true,
                                  "items": {
                                    "type": "array"
                                  }
                                },
                                {
                                  "type": "array",
                                  "minItems": 1,
                                  "uniqueItems": true,
                                  "items": {
                                    "type": "object"
                                  }
                                }
                              ]
                            }
                          }
                        },
                        "rdfType": {
                          "type": "string",
                          "description": "The RDF type for this field."
                        }
                      },
                      "examples": [
                        "{\n  \"name\": \"post_office\",\n  \"type\": \"geopoint\"\n}\n",
                        "{\n  \"name\": \"post_office\",\n  \"type\": \"geopoint\",\n  \"format\": \"array\"\n}\n"
                      ]
                    },
                    {
                      "type": "object",
                      "title": "GeoJSON Field",
                      "description": "The field contains a JSON object according to GeoJSON or TopoJSON",
                      "required": [
                        "name",
                        "type"
                      ],
                      "properties": {
                        "name": {
                          "title": "Name",
                          "description": "A name for this field.",
                          "type": "string"
                        },
                        "title": {
                          "title": "Title",
                          "description": "A human-readable title.",
                          "type": "string",
                          "examples": [
                            "{\n  \"title\": \"My Package Title\"\n}\n"
                          ]
                        },
                        "description": {
                          "title": "Description",
                          "description": "A text description. Markdown is encouraged.",
                          "type": "string",
                          "examples": [
                            "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
                          ]
                        },
                        "example": {
                          "title": "Example",
                          "description": "An example value for the field.",
                          "type": "string",
                          "examples": [
                            "{\n  \"example\": \"Put here an example value for your field\"\n}\n"
                          ]
                        },
                        "missingValues": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "string"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "string"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ],
                          "default": [
                            ""
                          ],
                          "description": "Values that when encountered in the source, should be considered as `null`, 'not present', or 'blank' values.",
                          "context": "Many datasets arrive with missing data values, either because a value was not collected or it never existed.\nMissing values may be indicated simply by the value being empty in other cases a special value may have been used e.g. `-`, `NaN`, `0`, `-9999` etc.\nThe `missingValues` property provides a way to indicate that these values should be interpreted as equivalent to null.\n\n`missingValues` are strings rather than being the data type of the particular field. This allows for comparison prior to casting and for fields to have missing value which are not of their type, for example a `number` field to have missing values indicated by `-`.\n\nThe default value of `missingValue` for a non-string type field is the empty string `''`. For string type fields there is no default for `missingValue` (for string fields the empty string `''` is a valid value and need not indicate null).",
                          "examples": [
                            "{\n  \"missingValues\": [\n    \"-\",\n    \"NaN\",\n    \"\"\n  ]\n}\n",
                            "{\n  \"missingValues\": []\n}\n"
                          ]
                        },
                        "type": {
                          "description": "The type keyword, which `MUST` be a value of `geojson`.",
                          "enum": [
                            "geojson"
                          ]
                        },
                        "format": {
                          "description": "The format keyword options for `geojson` are `default` and `topojson`.",
                          "context": "The following `format` options are supported:\n  * **default**: A geojson object as per the [GeoJSON spec](http://geojson.org/).\n  * **topojson**: A topojson object as per the [TopoJSON spec](https://github.com/topojson/topojson-specification/blob/master/README.md)",
                          "enum": [
                            "default",
                            "topojson"
                          ],
                          "default": "default"
                        },
                        "constraints": {
                          "title": "Constraints",
                          "description": "The following constraints are supported for `geojson` fields.",
                          "type": "object",
                          "properties": {
                            "required": {
                              "type": "boolean",
                              "description": "Indicates whether a property must have a value for each instance.",
                              "context": "An empty string is considered to be a missing value."
                            },
                            "unique": {
                              "type": "boolean",
                              "description": "When `true`, each value for the property `MUST` be unique."
                            },
                            "enum": {
                              "oneOf": [
                                {
                                  "type": "array",
                                  "minItems": 1,
                                  "uniqueItems": true,
                                  "items": {
                                    "type": "string"
                                  }
                                },
                                {
                                  "type": "array",
                                  "minItems": 1,
                                  "uniqueItems": true,
                                  "items": {
                                    "type": "object"
                                  }
                                }
                              ]
                            },
                            "minLength": {
                              "type": "integer",
                              "description": "An integer that specifies the minimum length of a value."
                            },
                            "maxLength": {
                              "type": "integer",
                              "description": "An integer that specifies the maximum length of a value."
                            }
                          }
                        },
                        "rdfType": {
                          "type": "string",
                          "description": "The RDF type for this field."
                        }
                      },
                      "examples": [
                        "{\n  \"name\": \"city_limits\",\n  \"type\": \"geojson\"\n}\n",
                        "{\n  \"name\": \"city_limits\",\n  \"type\": \"geojson\",\n  \"format\": \"topojson\"\n}\n"
                      ]
                    },
                    {
                      "type": "object",
                      "title": "Array Field",
                      "description": "The field contains data which can be parsed as a valid JSON array.",
                      "required": [
                        "name",
                        "type"
                      ],
                      "properties": {
                        "name": {
                          "title": "Name",
                          "description": "A name for this field.",
                          "type": "string"
                        },
                        "title": {
                          "title": "Title",
                          "description": "A human-readable title.",
                          "type": "string",
                          "examples": [
                            "{\n  \"title\": \"My Package Title\"\n}\n"
                          ]
                        },
                        "description": {
                          "title": "Description",
                          "description": "A text description. Markdown is encouraged.",
                          "type": "string",
                          "examples": [
                            "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
                          ]
                        },
                        "example": {
                          "title": "Example",
                          "description": "An example value for the field.",
                          "type": "string",
                          "examples": [
                            "{\n  \"example\": \"Put here an example value for your field\"\n}\n"
                          ]
                        },
                        "missingValues": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "string"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "string"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ],
                          "default": [
                            ""
                          ],
                          "description": "Values that when encountered in the source, should be considered as `null`, 'not present', or 'blank' values.",
                          "context": "Many datasets arrive with missing data values, either because a value was not collected or it never existed.\nMissing values may be indicated simply by the value being empty in other cases a special value may have been used e.g. `-`, `NaN`, `0`, `-9999` etc.\nThe `missingValues` property provides a way to indicate that these values should be interpreted as equivalent to null.\n\n`missingValues` are strings rather than being the data type of the particular field. This allows for comparison prior to casting and for fields to have missing value which are not of their type, for example a `number` field to have missing values indicated by `-`.\n\nThe default value of `missingValue` for a non-string type field is the empty string `''`. For string type fields there is no default for `missingValue` (for string fields the empty string `''` is a valid value and need not indicate null).",
                          "examples": [
                            "{\n  \"missingValues\": [\n    \"-\",\n    \"NaN\",\n    \"\"\n  ]\n}\n",
                            "{\n  \"missingValues\": []\n}\n"
                          ]
                        },
                        "type": {
                          "description": "The type keyword, which `MUST` be a value of `array`.",
                          "enum": [
                            "array"
                          ]
                        },
                        "format": {
                          "description": "There are no format keyword options for `array`: only `default` is allowed.",
                          "enum": [
                            "default"
                          ],
                          "default": "default"
                        },
                        "constraints": {
                          "title": "Constraints",
                          "description": "The following constraints apply for `array` fields.",
                          "type": "object",
                          "properties": {
                            "required": {
                              "type": "boolean",
                              "description": "Indicates whether a property must have a value for each instance.",
                              "context": "An empty string is considered to be a missing value."
                            },
                            "unique": {
                              "type": "boolean",
                              "description": "When `true`, each value for the property `MUST` be unique."
                            },
                            "enum": {
                              "oneOf": [
                                {
                                  "type": "array",
                                  "minItems": 1,
                                  "uniqueItems": true,
                                  "items": {
                                    "type": "string"
                                  }
                                },
                                {
                                  "type": "array",
                                  "minItems": 1,
                                  "uniqueItems": true,
                                  "items": {
                                    "type": "array"
                                  }
                                }
                              ]
                            },
                            "minLength": {
                              "type": "integer",
                              "description": "An integer that specifies the minimum length of a value."
                            },
                            "maxLength": {
                              "type": "integer",
                              "description": "An integer that specifies the maximum length of a value."
                            },
                            "jsonSchema": {
                              "type": "object",
                              "description": "A valid JSON Schema object to validate field values. If a field value conforms to the provided JSON Schema then this field value is valid."
                            }
                          }
                        },
                        "rdfType": {
                          "type": "string",
                          "description": "The RDF type for this field."
                        }
                      },
                      "examples": [
                        "{\n  \"name\": \"options\"\n  \"type\": \"array\"\n}\n"
                      ]
                    },
                    {
                      "type": "object",
                      "title": "Duration Field",
                      "description": "The field contains a duration of time.",
                      "context": "The lexical representation for duration is the [ISO 8601](https://en.wikipedia.org/wiki/ISO_8601#Durations) extended format `PnYnMnDTnHnMnS`, where `nY` represents the number of years, `nM` the number of months, `nD` the number of days, 'T' is the date/time separator, `nH` the number of hours, `nM` the number of minutes and `nS` the number of seconds. The number of seconds can include decimal digits to arbitrary precision. Date and time elements including their designator may be omitted if their value is zero, and lower order elements may also be omitted for reduced precision. Here we follow the definition of [XML Schema duration datatype](http://www.w3.org/TR/xmlschema-2/#duration) directly and that definition is implicitly inlined here.",
                      "required": [
                        "name",
                        "type"
                      ],
                      "properties": {
                        "name": {
                          "title": "Name",
                          "description": "A name for this field.",
                          "type": "string"
                        },
                        "title": {
                          "title": "Title",
                          "description": "A human-readable title.",
                          "type": "string",
                          "examples": [
                            "{\n  \"title\": \"My Package Title\"\n}\n"
                          ]
                        },
                        "description": {
                          "title": "Description",
                          "description": "A text description. Markdown is encouraged.",
                          "type": "string",
                          "examples": [
                            "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
                          ]
                        },
                        "example": {
                          "title": "Example",
                          "description": "An example value for the field.",
                          "type": "string",
                          "examples": [
                            "{\n  \"example\": \"Put here an example value for your field\"\n}\n"
                          ]
                        },
                        "missingValues": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "string"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "string"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ],
                          "default": [
                            ""
                          ],
                          "description": "Values that when encountered in the source, should be considered as `null`, 'not present', or 'blank' values.",
                          "context": "Many datasets arrive with missing data values, either because a value was not collected or it never existed.\nMissing values may be indicated simply by the value being empty in other cases a special value may have been used e.g. `-`, `NaN`, `0`, `-9999` etc.\nThe `missingValues` property provides a way to indicate that these values should be interpreted as equivalent to null.\n\n`missingValues` are strings rather than being the data type of the particular field. This allows for comparison prior to casting and for fields to have missing value which are not of their type, for example a `number` field to have missing values indicated by `-`.\n\nThe default value of `missingValue` for a non-string type field is the empty string `''`. For string type fields there is no default for `missingValue` (for string fields the empty string `''` is a valid value and need not indicate null).",
                          "examples": [
                            "{\n  \"missingValues\": [\n    \"-\",\n    \"NaN\",\n    \"\"\n  ]\n}\n",
                            "{\n  \"missingValues\": []\n}\n"
                          ]
                        },
                        "type": {
                          "description": "The type keyword, which `MUST` be a value of `duration`.",
                          "enum": [
                            "duration"
                          ]
                        },
                        "format": {
                          "description": "There are no format keyword options for `duration`: only `default` is allowed.",
                          "enum": [
                            "default"
                          ],
                          "default": "default"
                        },
                        "constraints": {
                          "title": "Constraints",
                          "description": "The following constraints are supported for `duration` fields.",
                          "type": "object",
                          "properties": {
                            "required": {
                              "type": "boolean",
                              "description": "Indicates whether a property must have a value for each instance.",
                              "context": "An empty string is considered to be a missing value."
                            },
                            "unique": {
                              "type": "boolean",
                              "description": "When `true`, each value for the property `MUST` be unique."
                            },
                            "enum": {
                              "type": "array",
                              "minItems": 1,
                              "uniqueItems": true,
                              "items": {
                                "type": "string"
                              }
                            },
                            "minimum": {
                              "type": "string"
                            },
                            "maximum": {
                              "type": "string"
                            },
                            "exclusiveMinimum": {
                              "type": "string"
                            },
                            "exclusiveMaximum": {
                              "type": "string"
                            }
                          }
                        },
                        "rdfType": {
                          "type": "string",
                          "description": "The RDF type for this field."
                        }
                      },
                      "examples": [
                        "{\n  \"name\": \"period\"\n  \"type\": \"duration\"\n}\n"
                      ]
                    },
                    {
                      "type": "object",
                      "title": "Any Field",
                      "description": "Any value is accepted, including values that are not captured by the type/format/constraint requirements of the specification.",
                      "required": [
                        "name",
                        "type"
                      ],
                      "properties": {
                        "name": {
                          "title": "Name",
                          "description": "A name for this field.",
                          "type": "string"
                        },
                        "title": {
                          "title": "Title",
                          "description": "A human-readable title.",
                          "type": "string",
                          "examples": [
                            "{\n  \"title\": \"My Package Title\"\n}\n"
                          ]
                        },
                        "description": {
                          "title": "Description",
                          "description": "A text description. Markdown is encouraged.",
                          "type": "string",
                          "examples": [
                            "{\n  \"description\": \"# My Package description\\nAll about my package.\"\n}\n"
                          ]
                        },
                        "example": {
                          "title": "Example",
                          "description": "An example value for the field.",
                          "type": "string",
                          "examples": [
                            "{\n  \"example\": \"Put here an example value for your field\"\n}\n"
                          ]
                        },
                        "missingValues": {
                          "anyOf": [
                            {
                              "type": "array",
                              "items": {
                                "type": "string"
                              }
                            },
                            {
                              "type": "array",
                              "items": {
                                "type": "object",
                                "required": [
                                  "value"
                                ],
                                "properties": {
                                  "value": {
                                    "type": "string"
                                  },
                                  "label": {
                                    "type": "string"
                                  }
                                }
                              }
                            }
                          ],
                          "default": [
                            ""
                          ],
                          "description": "Values that when encountered in the source, should be considered as `null`, 'not present', or 'blank' values.",
                          "context": "Many datasets arrive with missing data values, either because a value was not collected or it never existed.\nMissing values may be indicated simply by the value being empty in other cases a special value may have been used e.g. `-`, `NaN`, `0`, `-9999` etc.\nThe `missingValues` property provides a way to indicate that these values should be interpreted as equivalent to null.\n\n`missingValues` are strings rather than being the data type of the particular field. This allows for comparison prior to casting and for fields to have missing value which are not of their type, for example a `number` field to have missing values indicated by `-`.\n\nThe default value of `missingValue` for a non-string type field is the empty string `''`. For string type fields there is no default for `missingValue` (for string fields the empty string `''` is a valid value and need not indicate null).",
                          "examples": [
                            "{\n  \"missingValues\": [\n    \"-\",\n    \"NaN\",\n    \"\"\n  ]\n}\n",
                            "{\n  \"missingValues\": []\n}\n"
                          ]
                        },
                        "type": {
                          "description": "The type keyword, which `MUST` be a value of `any`.",
                          "enum": [
                            "any"
                          ]
                        },
                        "constraints": {
                          "title": "Constraints",
                          "description": "The following constraints apply to `any` fields.",
                          "type": "object",
                          "properties": {
                            "required": {
                              "type": "boolean",
                              "description": "Indicates whether a property must have a value for each instance.",
                              "context": "An empty string is considered to be a missing value."
                            },
                            "unique": {
                              "type": "boolean",
                              "description": "When `true`, each value for the property `MUST` be unique."
                            },
                            "enum": {
                              "type": "array",
                              "minItems": 1,
                              "uniqueItems": true
                            }
                          }
                        },
                        "rdfType": {
                          "type": "string",
                          "description": "The RDF type for this field."
                        }
                      },
                      "examples": [
                        "{\n  \"name\": \"notes\",\n  \"type\": \"any\"\n"
                      ]
                    }
                  ]
                },
                "description": "An `array` of Table Schema Field objects.",
                "examples": [
                  "{\n  \"fields\": [\n    {\n      \"name\": \"my-field-name\"\n    }\n  ]\n}\n",
                  "{\n  \"fields\": [\n    {\n      \"name\": \"my-field-name\",\n      \"type\": \"number\"\n    },\n    {\n      \"name\": \"my-field-name-2\",\n      \"type\": \"string\",\n      \"format\": \"email\"\n    }\n  ]\n}\n"
                ]
              },
              "fieldsMatch": {
                "type": "array",
                "item": {
                  "type": "string",
                  "enum": [
                    "exact",
                    "equal",
                    "subset",
                    "superset",
                    "partial"
                  ],
                  "default": "exact"
                }
              },
              "primaryKey": {
                "oneOf": [
                  {
                    "type": "array",
                    "minItems": 1,
                    "uniqueItems": true,
                    "items": {
                      "type": "string"
                    }
                  },
                  {
                    "type": "string"
                  }
                ],
                "description": "A primary key is a field name or an array of field names, whose values `MUST` uniquely identify each row in the table.",
                "context": "Field name in the `primaryKey` `MUST` be unique, and `MUST` match a field name in the associated table. It is acceptable to have an array with a single value, indicating that the value of a single field is the primary key.",
                "examples": [
                  "{\n  \"primaryKey\": [\n    \"name\"\n  ]\n}\n",
                  "{\n  \"primaryKey\": [\n    \"first_name\",\n    \"last_name\"\n  ]\n}\n"
                ]
              },
              "uniqueKeys": {
                "type": "array",
                "minItems": 1,
                "uniqueItems": true,
                "items": {
                  "type": "array",
                  "minItems": 1,
                  "uniqueItems": true,
                  "items": {
                    "type": "string"
                  }
                }
              },
              "foreignKeys": {
                "type": "array",
                "minItems": 1,
                "items": {
                  "title": "Table Schema Foreign Key",
                  "description": "Table Schema Foreign Key",
                  "type": "object",
                  "required": [
                    "fields",
                    "reference"
                  ],
                  "oneOf": [
                    {
                      "properties": {
                        "fields": {
                          "type": "array",
                          "items": {
                            "type": "string",
                            "minItems": 1,
                            "uniqueItems": true,
                            "description": "Fields that make up the primary key."
                          }
                        },
                        "reference": {
                          "type": "object",
                          "required": [
                            "fields"
                          ],
                          "properties": {
                            "resource": {
                              "type": "string"
                            },
                            "fields": {
                              "type": "array",
                              "items": {
                                "type": "string"
                              },
                              "minItems": 1,
                              "uniqueItems": true
                            }
                          }
                        }
                      }
                    },
                    {
                      "properties": {
                        "fields": {
                          "type": "string",
                          "description": "Fields that make up the primary key."
                        },
                        "reference": {
                          "type": "object",
                          "required": [
                            "fields"
                          ],
                          "properties": {
                            "resource": {
                              "type": "string"
                            },
                            "fields": {
                              "type": "string"
                            }
                          }
                        }
                      }
                    }
                  ]
                },
                "examples": [
                  "{\n  \"foreignKeys\": [\n    {\n      \"fields\": \"state\",\n      \"reference\": {\n        \"resource\": \"the-resource\",\n        \"fields\": \"state_id\"\n      }\n    }\n  ]\n}\n",
                  "{\n  \"foreignKeys\": [\n    {\n      \"fields\": \"state\",\n      \"reference\": {\n        \"fields\": \"id\"\n      }\n    }\n  ]\n}\n"
                ]
              },
              "missingValues": {
                "anyOf": [
                  {
                    "type": "array",
                    "items": {
                      "type": "string"
                    }
                  },
                  {
                    "type": "array",
                    "items": {
                      "type": "object",
                      "required": [
                        "value"
                      ],
                      "properties": {
                        "value": {
                          "type": "string"
                        },
                        "label": {
                          "type": "string"
                        }
                      }
                    }
                  }
                ],
                "default": [
                  ""
                ],
                "description": "Values that when encountered in the source, should be considered as `null`, 'not present', or 'blank' values.",
                "context": "Many datasets arrive with missing data values, either because a value was not collected or it never existed.\nMissing values may be indicated simply by the value being empty in other cases a special value may have been used e.g. `-`, `NaN`, `0`, `-9999` etc.\nThe `missingValues` property provides a way to indicate that these values should be interpreted as equivalent to null.\n\n`missingValues` are strings rather than being the data type of the particular field. This allows for comparison prior to casting and for fields to have missing value which are not of their type, for example a `number` field to have missing values indicated by `-`.\n\nThe default value of `missingValue` for a non-string type field is the empty string `''`. For string type fields there is no default for `missingValue` (for string fields the empty string `''` is a valid value and need not indicate null).",
                "examples": [
                  "{\n  \"missingValues\": [\n    \"-\",\n    \"NaN\",\n    \"\"\n  ]\n}\n",
                  "{\n  \"missingValues\": []\n}\n"
                ]
              }
            },
            "examples": [
              "{\n  \"schema\": {\n    \"fields\": [\n      {\n        \"name\": \"first_name\",\n        \"type\": \"string\"\n        \"constraints\": {\n          \"required\": true\n        }\n      },\n      {\n        \"name\": \"age\",\n        \"type\": \"integer\"\n      },\n    ],\n    \"primaryKey\": [\n      \"name\"\n    ]\n  }\n}\n"
            ]
          }
        }
      },
      "examples": [
        "{\n  \"resources\": [\n    {\n      \"name\": \"my-data\",\n      \"data\": [\n        \"data.csv\"\n      ],\n      \"mediatype\": \"text/csv\"\n    }\n  ]\n}\n"
      ]
    },
    "sources": {
      "propertyOrder": 200,
      "options": {
        "hidden": true
      },
      "title": "Sources",
      "description": "The raw sources for this resource.",
      "type": "array",
      "minItems": 0,
      "items": {
        "title": "Source",
        "description": "A source file.",
        "type": "object",
        "minProperties": 1,
        "properties": {
          "title": {
            "title": "Title",
            "description": "A human-readable title.",
            "type": "string",
            "examples": [
              "{\n  \"title\": \"My Package Title\"\n}\n"
            ]
          },
          "path": {
            "title": "Path",
            "description": "A fully qualified URL, or a POSIX file path.",
            "type": "string",
            "pattern": "^((?=[^./~])(?!file:)((?!\\/\\.\\.\\/)(?!\\\\)(?!:\\/\\/).)*|(http|ftp)s?:\\/\\/.*)$",
            "examples": [
              "{\n  \"path\": \"file.csv\"\n}\n",
              "{\n  \"path\": \"http://example.com/file.csv\"\n}\n"
            ],
            "context": "Implementations need to negotiate the type of path provided, and dereference the data accordingly."
          },
          "email": {
            "title": "Email",
            "description": "An email address.",
            "type": "string",
            "format": "email",
            "examples": [
              "{\n  \"email\": \"example@example.com\"\n}\n"
            ]
          },
          "version": {
            "type": "string"
          }
        }
      },
      "examples": [
        "{\n  \"sources\": [\n    {\n      \"title\": \"World Bank and OECD\",\n      \"path\": \"http://data.worldbank.org/indicator/NY.GDP.MKTP.CD\"\n    }\n  ]\n}\n"
      ]
    }
  }
}
references/data-access-and-outputs.md
# Data Access and Outputs

## Use this when

- Reading PUDL tables in notebooks (Jupyter or Marimo).
- Choosing between local outputs and cloud outputs.
- Writing reproducible data exploration snippets for users.

## Access priorities

- Prefer `out_*` tables for analyst-facing workflows.
- Prefer local Parquet in active development for speed and reproducibility.
- Use S3 `nightly`/`stable` for shareable cloud examples.

## Canonical locations

- Local Parquet: `$PUDL_OUTPUT/parquet/<table_name>.parquet`
- S3 nightly: `s3://pudl.catalyst.coop/nightly/<table_name>.parquet`
- S3 stable: `s3://pudl.catalyst.coop/stable/<table_name>.parquet`

## Notebook quick start

### Local Parquet via helper API (preferred in-repo)

```python
from pudl.helpers import get_parquet_table, get_parquet_table_polars

table_name = "out_eia923__generation"

# pandas (or geopandas for geometry tables)
df = get_parquet_table(table_name)

# Optional projection for speed
df_small = get_parquet_table(
    table_name,
    columns=["plant_id_eia", "report_date", "net_generation_mwh"],
)

# polars lazyframe
lf = get_parquet_table_polars(table_name)
```

### Local Parquet via explicit path

```python
import pandas as pd
from pudl.workspace.setup import PudlPaths

table_name = "out_eia923__generation"
path = PudlPaths().parquet_path(table_name)
df = pd.read_parquet(path)
```

### Remote S3 Parquet

```python
import pandas as pd

table_name = "out_eia923__generation"
df = pd.read_parquet(f"s3://pudl.catalyst.coop/nightly/{table_name}.parquet")
```

## Related outputs

- Fully processed outputs are distributed as SQLite and Parquet.
- Some high-volume hourly outputs are Parquet-only.
- Raw converted FERC databases are distributed as SQLite.

## Canonical sources

- `docs/data_access.rst`
- `docs/index.rst`
- `README.rst`
references/data-sources-dictionaries-and-methodology.md
# Data Sources, Dictionaries, and Methodology

## Use this when

- Mapping a table back to source datasets.
- Interpreting output columns with source caveats.
- Understanding methodological assumptions behind derived outputs.

## Data-source and dictionary workflow

1. Identify the source(s) behind the table (for example `eia923`, `ferc1`).
1. Check source docs for publication/partitioning caveats.
1. Check data dictionaries for table and field semantics.
1. Verify metadata definitions in `src/pudl/metadata/` if needed.

## Methodology workflow

1. Determine whether the value is raw, normalized, or derived.
1. Check methodology docs for assumptions and model behavior.
1. Trace source -> core -> output when debugging anomalies.

## High-value docs to consult

- `docs/data_sources/index.rst`
- `docs/data_sources/other_data.rst`
- `docs/data_sources/future_data.rst`
- `docs/data_dictionaries/index.rst`
- `docs/data_dictionaries/pudl_db.rst`
- `docs/data_dictionaries/ferc1_db.rst`
- `docs/data_dictionaries/codes_and_labels.rst`
- `docs/data_dictionaries/usage_warnings.rst`
- `docs/methodology/index.rst`
- `docs/methodology/timeseries_imputation.rst`
- `docs/methodology/sec10k_modeling.rst`

## Canonical sources

- `src/pudl/metadata/sources.py`
- `src/pudl/metadata/resources/*.py`
- `src/pudl/metadata/fields.py`
references/metadata-and-querying.md
# Metadata and Querying

## Use this when

- You need table, field, or source definitions programmatically.
- Generated docs are missing from a local checkout.
- You need machine-queryable metadata for discovery or validation.

## Preferred metadata strategy

Use these sources in order:

1. In-repo metadata APIs (`Package`, `Resource`, `Field`, `DataSource`).
1. Metadata embedded in Parquet schema.
1. Generated docs and rendered HTML for prose context.

## Programmatic metadata APIs

```python
from pudl.metadata import PUDL_PACKAGE
from pudl.metadata.classes import DataSource, Field

resource = PUDL_PACKAGE.get_resource("out_eia923__generation")
print(resource.description)
print([f.name for f in resource.schema.fields][:10])

field = Field.from_id("plant_id_eia")
print(field.description)

source = DataSource.from_id("eia923")
print(source.title)
print(source.description)
```

## Export Frictionless datapackage JSON

```python
from pathlib import Path
from pudl.metadata.classes import PUDL_PACKAGE

out = Path("/tmp/pudl_datapackage.json")
out.write_text(PUDL_PACKAGE.to_frictionless().to_json())
print(out)
```

## Query metadata with jq

```bash
jq '.resources | length' /tmp/pudl_datapackage.json
jq -r '.resources[] | select(.name=="out_eia923__generation") | .schema.fields[].name' /tmp/pudl_datapackage.json
jq -r '.resources[] | select(.name=="out_eia923__generation") | .schema.fields[] | select(.name=="plant_id_eia") | .description' /tmp/pudl_datapackage.json
```

## Query metadata with DuckDB

```python
import duckdb

con = duckdb.connect()
q = """
SELECT json_extract_string(r.value, '$.name') AS resource_name
FROM read_json('/tmp/pudl_datapackage.json') t,
     json_each(t.resources) r
ORDER BY resource_name
LIMIT 10
"""
print(con.execute(q).fetchall())
```

## Parquet-embedded metadata

```python
import pyarrow.parquet as pq
from pudl.workspace.setup import PudlPaths

table_name = "out_eia923__generation"
path = PudlPaths().parquet_path(table_name)
schema = pq.read_schema(path)

table_meta = schema.metadata
plant_field_meta = schema.field("plant_id_eia").metadata
```

## If generated docs are missing

- Metadata-driven docs are generated via `docs/conf.py` custom build operations:
    - `data_dictionary_metadata_to_rst()`
    - `data_sources_metadata_to_rst()`
    - `static_dfs_to_rst()`
- Rebuild and retain generated intermediates:

```bash
PUDL_DOCS_KEEP_GENERATED_FILES=1 pixi run docs-build
```

- Retained files appear under:
    - `docs/data_sources/**/*.rst`
    - `docs/data_dictionaries/**/*.rst`
    - `docs/data_dictionaries/**/*.csv`

## Templates and schema

- Docs templates: `docs/templates/`
- Vendored datapackage schema: `.github/skills/pudl-dev/references/datapackage.schema.json`
- Upstream schema URL: `https://datapackage.org/profiles/2.0/datapackage.json`

## Canonical sources

- `src/pudl/metadata/classes.py`
- `src/pudl/metadata/resources/*.py`
- `src/pudl/metadata/fields.py`
- `src/pudl/metadata/sources.py`
- `docs/conf.py`
- `docs/templates/`
- `docs/data_dictionaries/index.rst`
- `docs/data_sources/index.rst`
- `docs/dev/build_docs.rst`
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