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explorer.schema.yaml
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---
"$schema": http://json-schema.org/draft-07/schema#
title: Diffix Explorer API v1 Output Schema
description: Schema for validating of the shape of the results produced by Diffix Explorer under API version 1.
type: object
properties:
id:
type: string
format: uuid
status:
"$ref": "#/definitions/exploration_status"
versionInfo:
"$ref": "#/definitions/version_info"
dataSource:
type: string
table:
type: string
columns:
type: array
items:
"$ref": "#/definitions/column_metrics"
sampleData:
type: array
items:
type: array
errors:
type: array
items:
type: string
additionalProperties: !!bool true
required: [id, status, versionInfo, dataSource, table, columns, sampleData, errors]
definitions:
exploration_status:
type: string
enum:
- New
- Validating
- Processing
- Complete
- Canceled
- Error
column_type:
type: string
enum:
- integer
- real
- text
- timestamp
- date
- datetime
- boolean
- unknown
version_info:
type: object
properties:
commitRef:
type: string
commitHash:
type: string
additionalProperties: !!bool false
required: [commitRef, commitHash]
exploration_info:
type: object
properties:
name:
const: exploration_info
value:
type: object
properties:
dataSource:
type: string
table:
type: string
column:
type: string
columnType:
type: string
additionalProperties: !!bool false
required: [dataSource, table, column, columnType]
additionalProperties: !!bool false
required: [name, value]
value_counts:
type: object
properties:
totalCount:
type: integer
suppressedCount:
type: integer
nullCount:
type: integer
totalRows:
type: integer
suppressedRows:
type: integer
nullRows:
type: integer
nonSuppressedRows:
type: integer
nonSuppressedCount:
type: integer
nonSuppressedNonNullCount:
type: integer
suppressedCountRatio:
type: number
isCategorical:
type: boolean
additionalItems: !!bool false
required: [totalCount, suppressedCount, nullCount, totalRows, suppressedRows, nullRows, nonSuppressedRows, nonSuppressedCount, nonSuppressedNonNullCount, suppressedCountRatio, isCategorical]
histogram__value_counts:
type: object
properties:
name:
const: histogram.value_counts
value:
"$ref": "#/definitions/value_counts"
additionalProperties: !!bool false
required: [name, value]
histogram__buckets:
type: object
properties:
name:
const: histogram.buckets
value:
type: array
items:
type: object
properties:
bucketSize:
type: number
lowerBound:
type: number
count:
type: integer
countNoise:
type: number
additionalProperties: !!bool false
required: [bucketSize, lowerBound, count, countNoise]
additionalProperties: !!bool false
required: [name, value]
histogram__suppressed_ratio:
type: object
properties:
name:
const: histogram.suppressed_ratio
value:
type: number
additionalProperties: !!bool false
required: [name, value]
histogram__suppressed_count:
type: object
properties:
name:
const: histogram.suppressed_count
value:
type: integer
additionalProperties: !!bool false
required: [name, value]
descriptive_stats__integer:
type: object
properties:
name:
const: descriptive_stats
value:
type: object
properties:
entropy:
type: number
mean:
type: number
mode:
type: number
quartiles:
type: array
items:
type: number
minItems: !!int 3
maxItems: !!int 3
standardDeviation:
type: number
variance:
type: number
required: ["entropy", "mean", "mode", "quartiles", "standardDeviation", "variance"]
additionalProperties: !!bool false
additionalProperties: !!bool false
required: [name, value]
descriptive_stats__datetime:
type: object
properties:
name:
const: descriptive_stats
value:
type: object
properties:
entropy:
type: number
mean:
type: string
format: date-time
mode:
type: string
format: date-time
quartiles:
type: array
items:
type: string
format: date-time
minItems: !!int 3
maxItems: !!int 3
standardDeviation:
type: number
variance:
type: number
required: ["entropy", "mean", "mode", "quartiles", "standardDeviation", "variance"]
additionalProperties: !!bool false
additionalProperties: !!bool false
required: [name, value]
quartile_estimates:
type: object
properties:
name:
const: quartile_estimates
value:
type: array
items:
type: number
minItems: !!int 3
maxItems: !!int 3
additionalProperties: !!bool false
required: [name, value]
distribution_estimates:
type: object
properties:
name:
const: distribution_estimates
value:
type: array
description: "!!!TODO - add properties!!!"
items:
type: object
additionalProperties: !!bool false
required: [name, value]
sample_values__integer:
type: object
properties:
name:
const: sample_values
value:
type: array
items:
oneOf:
- type: integer
- const: null
additionalProperties: !!bool false
required: [name, value]
sample_values__string:
type: object
properties:
name:
const: sample_values
value:
type: array
items:
oneOf:
- type: string
- const: null
additionalProperties: !!bool false
required: [name, value]
sample_values__boolean:
type: object
properties:
name:
const: sample_values
value:
type: array
items:
oneOf:
- type: boolean
- const: null
additionalProperties: !!bool false
required: [name, value]
sample_values__datetime:
type: object
properties:
name:
const: sample_values
value:
type: array
items:
oneOf:
- type: string
format: date-time
- const: null
additionalProperties: !!bool false
required: [name, value]
min__integer:
type: object
properties:
name:
const: min
value:
type: integer
additionalProperties: !!bool false
required: [name, value]
max__integer:
type: object
properties:
name:
const: max
value:
type: integer
additionalProperties: !!bool false
required: [name, value]
average_estimate:
type: object
properties:
name:
const: max
value:
type: number
additionalProperties: !!bool false
required: [name, value]
is_email:
type: object
properties:
name:
const: is_email
value:
type: object
properties:
isEmail:
type: boolean
additionalProperties: !!bool false
required: [isEmail]
additionalProperties: !!bool false
required: [name, value]
distinct__is_categorical__true:
type: object
properties:
name:
const: distinct.is_categorical
value:
const: !!bool true
additionalProperties: !!bool false
required: [name, value]
distinct__is_categorical__false:
type: object
properties:
name:
const: distinct.is_categorical
value:
const: !!bool false
additionalProperties: !!bool false
required: [name, value]
distinct__value_count:
type: object
properties:
name:
const: distinct.value_count
value:
type: integer
additionalProperties: !!bool false
required: [name, value]
distinct__null_count:
type: object
properties:
name:
const: distinct.null_count
value:
type: integer
additionalProperties: !!bool false
required: [name, value]
distinct__suppressed_count:
type: object
properties:
name:
const: distinct.suppressed_count
value:
type: integer
additionalProperties: !!bool false
required: [name, value]
distinct__values__integer:
type: object
properties:
name:
const: distinct.values
value:
type: array
items:
type: object
properties:
value:
oneOf:
- type: integer
- const: "--OTHER--"
count:
type: integer
additionalProperties: !!bool false
required: [value, count]
distinct__values__string:
type: object
properties:
name:
const: distinct.values
value:
type: array
items:
type: object
properties:
value:
oneOf:
- type: string
- const: "--OTHER--"
count:
type: integer
additionalProperties: !!bool false
required: [value, count]
additionalProperties: !!bool false
required: [name, value]
distinct__values__boolean:
type: object
properties:
name:
const: distinct.values
value:
type: array
items:
type: object
properties:
value:
type: boolean
count:
type: integer
additionalProperties: !!bool false
required: [value, count]
additionalProperties: !!bool false
required: [name, value]
text__length__values:
type: object
properties:
name:
const: text.length.values
value:
type: array
items:
type: object
properties:
value:
type: integer
count:
type: integer
additionalProperties: !!bool false
required: [value, count]
additionalProperties: !!bool false
required: [name, value]
text__length__counts:
type: object
properties:
name:
const: text.length.counts
value:
"$ref": "#/definitions/value_counts"
additionalProperties: !!bool false
required: [name, value]
dates_cyclical__second:
type: object
properties:
name:
const: dates_cyclical.second
value:
type: object
properties:
total:
type: integer
suppressed:
type: integer
counts:
type: array
items:
- type: object
properties:
value:
type: integer
minimum: !!int 0
maximum: !!int 59
count:
type: integer
countNoise:
type: integer
additionalProperties: !!bool false
required: [value, count, countNoise]
additionalProperties: !!bool false
required: [total, suppressed, counts]
additionalProperties: !!bool false
required: [name, value]
dates_cyclical__minute:
type: object
properties:
name:
const: dates_cyclical.minute
value:
type: object
properties:
total:
type: integer
suppressed:
type: integer
counts:
type: array
items:
- type: object
properties:
value:
type: integer
minimum: !!int 0
maximum: !!int 59
count:
type: integer
countNoise:
type: integer
additionalProperties: !!bool false
required: [value, count, countNoise]
additionalProperties: !!bool false
required: [total, suppressed, counts]
additionalProperties: !!bool false
required: [name, value]
dates_cyclical__hour:
type: object
properties:
name:
const: dates_cyclical.hour
value:
type: object
properties:
total:
type: integer
suppressed:
type: integer
counts:
type: array
items:
- type: object
properties:
value:
type: integer
minimum: !!int 0
maximum: !!int 23
count:
type: integer
countNoise:
type: integer
additionalProperties: !!bool false
required: [value, count, countNoise]
additionalProperties: !!bool false
required: [total, suppressed, counts]
additionalProperties: !!bool false
required: [name, value]
dates_cyclical__weekday:
type: object
properties:
name:
const: dates_cyclical.weekday
value:
type: object
properties:
total:
type: integer
suppressed:
type: integer
counts:
type: array
items:
- type: object
properties:
value:
type: integer
minimum: !!int 0
maximum: !!int 7
count:
type: integer
countNoise:
type: integer
additionalProperties: !!bool false
required: [value, count, countNoise]
additionalProperties: !!bool false
required: [total, suppressed, counts]
additionalProperties: !!bool false
required: [name, value]
dates_cyclical__day:
type: object
properties:
name:
const: dates_cyclical.day
value:
type: object
properties:
total:
type: integer
suppressed:
type: integer
counts:
type: array
items:
- type: object
properties:
value:
type: integer
minimum: !!int 1
maximum: !!int 31
count:
type: integer
countNoise:
type: integer
additionalProperties: !!bool false
required: [value, count, countNoise]
additionalProperties: !!bool false
required: [total, suppressed, counts]
additionalProperties: !!bool false
required: [name, value]
dates_cyclical__month:
type: object
properties:
name:
const: dates_cyclical.month
value:
type: object
properties:
total:
type: integer
suppressed:
type: integer
counts:
type: array
items:
- type: object
properties:
value:
type: integer
minimum: !!int 1
maximum: !!int 12
count:
type: integer
countNoise:
type: integer
additionalProperties: !!bool false
required: [value, count, countNoise]
additionalProperties: !!bool false
required: [total, suppressed, counts]
additionalProperties: !!bool false
required: [name, value]
dates_cyclical__year:
type: object
properties:
name:
const: dates_cyclical.year
value:
type: object
properties:
total:
type: integer
suppressed:
type: integer
counts:
type: array
items:
- type: object
properties:
value:
type: integer
count:
type: integer
countNoise:
type: integer
additionalProperties: !!bool false
required: [value, count, countNoise]
additionalProperties: !!bool false
required: [total, suppressed, counts]
additionalProperties: !!bool false
required: [name, value]
dates_linear__value:
type: object
properties:
total:
type: integer
suppressed:
type: integer
counts:
type: array
items:
- type: object
properties:
value:
type: string
format: date-time
count:
type: integer
countNoise:
type: integer
additionalProperties: !!bool false
required: [value, count, countNoise]
additionalProperties: !!bool false
required: [total, suppressed, counts]
dates_linear__second:
type: object
properties:
name:
const: dates_linear.second
value:
"$ref": "#/definitions/dates_linear__value"
additionalProperties: !!bool false
required: [name, value]
dates_linear__minute:
type: object
properties:
name:
const: dates_linear.minute
value:
"$ref": "#/definitions/dates_linear__value"
additionalProperties: !!bool false
required: [name, value]
dates_linear__hour:
type: object
properties:
name:
const: dates_linear.hour
value:
"$ref": "#/definitions/dates_linear__value"
additionalProperties: !!bool false
required: [name, value]
dates_linear__day:
type: object
properties:
name:
const: dates_linear.day
value:
"$ref": "#/definitions/dates_linear__value"
additionalProperties: !!bool false
required: [name, value]
dates_linear__month:
type: object
properties:
name:
const: dates_linear.month
value:
"$ref": "#/definitions/dates_linear__value"
additionalProperties: !!bool false
required: [name, value]
dates_linear__year:
type: object
properties:
name:
const: dates_linear.year
value:
"$ref": "#/definitions/dates_linear__value"
additionalProperties: !!bool false
required: [name, value]
column_metrics:
type: object
properties:
column:
type: string
columnType:
"$ref": "#/definitions/column_type"
status:
"$ref": "#/definitions/exploration_status"
metrics:
type: array
additionalProperties: !!bool false
required: [column, columnType, status, metrics]
if:
properties:
status:
const: Complete
then:
allOf:
- if: { properties: { columnType: { oneOf: [ { const: integer }, { const: real } ] } } }
then:
oneOf:
- description: metrics for categorical integer columns
properties:
metrics:
type: array
allOf:
- contains: {"$ref": "#/definitions/exploration_info"}
- contains: {"$ref": "#/definitions/sample_values__integer"}
- contains: {"$ref": "#/definitions/min__integer"}
- contains: {"$ref": "#/definitions/max__integer"}
- contains: {"$ref": "#/definitions/distinct__values__integer"}
- contains: {"$ref": "#/definitions/distinct__is_categorical__true"}
- contains: {"$ref": "#/definitions/distinct__value_count"}
- contains: {"$ref": "#/definitions/distinct__null_count"}
- contains: {"$ref": "#/definitions/distinct__suppressed_count"}
- description: metrics for non-categorical integer columns
properties:
metrics:
type: array
allOf:
- contains: {"$ref": "#/definitions/exploration_info"}
- contains: {"$ref": "#/definitions/sample_values__integer"}
- contains: {"$ref": "#/definitions/descriptive_stats__integer"}
- contains: {"$ref": "#/definitions/histogram__value_counts"}
- contains: {"$ref": "#/definitions/histogram__suppressed_count"}
- contains: {"$ref": "#/definitions/histogram__suppressed_ratio"}
- contains: {"$ref": "#/definitions/histogram__buckets"}
- contains: {"$ref": "#/definitions/min__integer"}
- contains: {"$ref": "#/definitions/max__integer"}
- contains: {"$ref": "#/definitions/average_estimate"}
- contains: {"$ref": "#/definitions/quartile_estimates"}
- contains: {"$ref": "#/definitions/distinct__is_categorical__false"}
- contains: {"$ref": "#/definitions/distribution_estimates"}
- if: { properties: { columnType: { const: text } } }
then:
oneOf:
- description: metrics for categorical text columns
properties:
metrics:
type: array
allOf:
- contains: {"$ref": "#/definitions/exploration_info"}
- contains: {"$ref": "#/definitions/sample_values__string"}
- contains: {"$ref": "#/definitions/distinct__is_categorical__true"}
- contains: {"$ref": "#/definitions/distinct__values__string"}
- contains: {"$ref": "#/definitions/distinct__value_count"}
- contains: {"$ref": "#/definitions/distinct__null_count"}
- contains: {"$ref": "#/definitions/distinct__suppressed_count"}
- contains: {"$ref": "#/definitions/is_email"}
- contains: {"$ref": "#/definitions/text__length__counts"}
- contains: {"$ref": "#/definitions/text__length__values"}
- description: metrics for non-categorical text columns
properties:
metrics:
type: array
allOf:
- contains: {"$ref": "#/definitions/exploration_info"}
- contains: {"$ref": "#/definitions/sample_values__string"}
- contains: {"$ref": "#/definitions/distinct__is_categorical__false"}
- contains: {"$ref": "#/definitions/is_email"}
- contains: {"$ref": "#/definitions/text__length__counts"}
- contains: {"$ref": "#/definitions/text__length__values"}
- if: { properties: { columnType: { const: timestamp } } }
then:
description: metrics for timestamp columns
properties:
metrics:
type: array
allOf:
- contains: {"$ref": "#/definitions/exploration_info"}
- contains: {"$ref": "#/definitions/sample_values__datetime"}
anyOf:
- contains: {"$ref": "#/definitions/descriptive_stats__datetime"}
- contains: {"$ref": "#/definitions/distinct__is_categorical__true"}
- contains: {"$ref": "#/definitions/distinct__is_categorical__false"}
- contains: {"$ref": "#/definitions/dates_cyclical__second"}
- contains: {"$ref": "#/definitions/dates_cyclical__minute"}
- contains: {"$ref": "#/definitions/dates_cyclical__hour"}
- contains: {"$ref": "#/definitions/dates_linear__second"}
- contains: {"$ref": "#/definitions/dates_linear__minute"}
- contains: {"$ref": "#/definitions/dates_linear__hour"}
- if: { properties: { columnType: { const: date } } }
then:
description: metrics for date columns
properties:
metrics:
type: array
allOf:
- contains: {"$ref": "#/definitions/exploration_info"}
- contains: {"$ref": "#/definitions/sample_values__datetime"}
anyOf:
- contains: {"$ref": "#/definitions/descriptive_stats__datetime"}
- contains: {"$ref": "#/definitions/distinct__is_categorical__true"}
- contains: {"$ref": "#/definitions/distinct__is_categorical__false"}
- contains: {"$ref": "#/definitions/dates_cyclical__weekday"}
- contains: {"$ref": "#/definitions/dates_cyclical__day"}
- contains: {"$ref": "#/definitions/dates_cyclical__month"}
- contains: {"$ref": "#/definitions/dates_cyclical__year"}
- contains: {"$ref": "#/definitions/dates_linear__day"}
- contains: {"$ref": "#/definitions/dates_linear__month"}
- contains: {"$ref": "#/definitions/dates_linear__year"}
- if: { properties: { columnType: { const: datetime } } }
then:
description: metrics for datetime columns
properties:
metrics:
type: array
allOf:
- contains: {"$ref": "#/definitions/exploration_info"}
- contains: {"$ref": "#/definitions/sample_values__datetime"}
anyOf:
- contains: {"$ref": "#/definitions/descriptive_stats__datetime"}
- contains: {"$ref": "#/definitions/distinct__is_categorical__true"}
- contains: {"$ref": "#/definitions/distinct__is_categorical__false"}
- contains: {"$ref": "#/definitions/dates_cyclical__second"}
- contains: {"$ref": "#/definitions/dates_cyclical__minute"}
- contains: {"$ref": "#/definitions/dates_cyclical__hour"}
- contains: {"$ref": "#/definitions/dates_cyclical__weekday"}
- contains: {"$ref": "#/definitions/dates_cyclical__day"}
- contains: {"$ref": "#/definitions/dates_cyclical__month"}
- contains: {"$ref": "#/definitions/dates_cyclical__year"}
- contains: {"$ref": "#/definitions/dates_linear__second"}
- contains: {"$ref": "#/definitions/dates_linear__minute"}
- contains: {"$ref": "#/definitions/dates_linear__hour"}
- contains: {"$ref": "#/definitions/dates_linear__day"}
- contains: {"$ref": "#/definitions/dates_linear__month"}
- contains: {"$ref": "#/definitions/dates_linear__year"}
- if: { properties: { columnType: { const: bool } } }
then:
description: metrics for boolean columns
properties:
metrics:
type: array
allOf:
- contains: {"$ref": "#/definitions/exploration_info"}
- contains: {"$ref": "#/definitions/sample_values__boolean"}
- contains: {"$ref": "#/definitions/distinct__is_categorical__true"}
- contains: {"$ref": "#/definitions/distinct__values__boolean"}
- contains: {"$ref": "#/definitions/distinct__value_count"}
- contains: {"$ref": "#/definitions/distinct__null_count"}
- contains: {"$ref": "#/definitions/distinct__suppressed_count"}