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dp-schema.json
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{
"$id": "https://example.com/arrays.schema.json",
"$schema": "http://json-schema.org/draft-07/schema#",
"additionalProperties": false,
"description": "Differentially Private Release",
"properties": {
"self": {
"type": "object",
"properties": {
"schema_version": {
"type": "string",
"format": "uri"
},
"created": {
"type": "string",
"format": "date-time"
},
"description": {
"type": "string"
}
},
"required": [
"schema_version",
"created"
]
},
"dataset": {
"additionalProperties": false,
"title": "Dataset Level Metadata",
"type": "object",
"properties": {
"description": {
"type": "string"
},
"unitOfAnalysis": {
"type": "string"
},
"structure": {
"type": "string",
"enum": [
"wide",
"long",
"unknown"
]
},
"rowCount": {
"description": "Number of rows or observations in the dataset",
"oneOf": [
{
"type": "integer"
},
{
"type": "string",
"enum": [
"private"
]
}
]
},
"variableCount": {
"type": "integer",
"description": "Number of variables or features or columns in the dataset"
},
"dataSource": {
"description": "Object containing descriptions of original source of dataset",
"type": [
"object",
"null"
],
"oneOf": [
{
"properties": {
"name": {
"description": "Name such as a file name or database table name",
"type": "string"
},
"type": {
"description": "Type of data source",
"type": "string",
"enum": [
"File",
"SQL database"
]
},
"format": {
"description": "Pertains to the type. For example, a file that is \"text/csv\" or a SQL database that is \"Postgres version 9.1\"",
"type": "string"
},
"filesize": {
"description": "Filesize in bytes. (optional)",
"type": "integer"
}
},
"required": [
"name",
"type"
]
},
{
"type": "null"
}
]
},
"citation": {
"description": "Object containing a schema.org Dataset description",
"type": "object",
"properties": {
"name": {
"description": "Name of the dataset",
"type": "string"
}
}
}
},
"required": [
"description",
"unitOfAnalysis",
"structure",
"rowCount",
"variableCount"
]
},
"dp-releases": {
"items": {
"$ref": "#/definitions/release"
},
"type": "array"
}
},
"type": "object",
"definitions": {
"pure": {
"type": "object",
"required": [
"name",
"epsilon"
],
"properties": {
"name": {
"type": "string",
"enum": [
"pure"
]
},
"epsilon": {
"description": "Reflects the privacy cost of the query",
"type": "number",
"exclusiveMinimum": 0
}
},
"additionalProperties": false
},
"approx": {
"type": "object",
"additionalProperties": false,
"required": [
"epsilon",
"delta"
],
"properties": {
"name": {
"type": "string",
"enum": [
"approx dp"
]
},
"epsilon": {
"description": "Reflects the privacy cost of the query",
"type": "number",
"exclusiveMinimum": 0
},
"delta": {
"description": "Reflects the privacy cost of the query",
"maximum": 1,
"minimum": 0,
"type": "number"
}
}
},
"concentrated": {
"type": "object",
"required": [
"name",
"rho"
],
"additionalProperties": false,
"properties": {
"name": {
"type": "string",
"enum": [
"concentrated dp"
]
},
"rho": {
"description": "dgjg",
"exclusiveMinimum": 0,
"type": "number"
}
}
},
"releaseInfo": {
"type": "object",
"additionalProperties": false,
"properties": {
"mechanism": {
"enum": [
"Laplace",
"Gaussian",
"Bootstrap"
],
"type": "string"
},
"releaseValue": {}
}
},
"release": {
"type": "object",
"properties": {
"batch": {
"type": "integer"
},
"nodeId": {
"type": "integer",
"minimum": 0,
"description": "Determins which node the relase come from"
},
"accuracy": {
"additionalProperties": false,
"type": "object",
"description": "accuracy information:",
"properties": {
"accuracyValue": {
"type": "number"
},
"alpha": {
"description": "The statistical significance level used to calculate accuracy",
"type": "number"
}
}
},
"algorithmInfo": {
"type": "object",
"description": "Information about the algorithm",
"additionalProperties": false,
"properties": {
"name": {
"type": "string"
},
"cite": {
"type": "string"
},
"argument": {
"required": [
"constraint",
"n"
],
"type": "object",
"properties": {
"constraint": {
"description": "User-provided clipping bounds for the data",
"properties": {
"lowerbound": {
"description": "Least numeric value that must be given by a user",
"type": "number"
},
"upperbound": {
"description": "Largest numeric value that must be given by a user",
"type": "number"
}
},
"required": [
"lowerbound",
"upperbound"
],
"type": "object",
"value": [
"number",
"string"
]
},
"n": {
"description": "The number of observations in the data",
"type": "number"
}
},
"additionalProperties": true
}
},
"required": [
"argument",
"name"
]
},
"privacyLoss": {
"type": "object",
"description": "The differential privacy definition",
"oneOf": [
{
"$ref": "#/definitions/pure"
},
{
"$ref": "#/definitions/approx"
},
{
"$ref": "#/definitions/concentrated"
}
]
},
"releaseInfo": {
"$ref": "#/definitions/releaseInfo"
},
"statistic": {
"enum": [
"mean",
"histogram",
"covariance",
"variance"
],
"type": "string"
},
"variables": {
"description": "This describes the column/s in a dataset..",
"items": {
"type": "string"
},
"type": "array"
}
},
"required": [
"statistic",
"variables",
"releaseInfo",
"postprocess",
"algorithmInfo",
"accuracy",
"batch",
"privacyLoss"
]
}
},
"required": [
"self",
"dataset",
"dp-releases"
]
}