Target Matrix: Configurations

Include fields

Configuring analyzers for a specific fields. Users can opt in to configure the values for specific fields of interest.

config:
  baseline:
    size: 14
    type: TrailingWindow
  factor: 3.0
  metric: mean
  minBatchSize: 1
  type: stddev
id: stddev-include-analyzer
schedule:
  cadence: daily
  type: fixed
targetMatrix:
  include:
  - annual_inc
  - income
  - credit_amount
  type: column

Excluding specific fields

Users can ignore the analysis on fields that are too noisy or irrelevant.

config:
  algorithm: hellinger
  baseline:
    size: 14
    type: TrailingWindow
  metric: histogram
  minBatchSize: 1
  threshold: 0.5
  type: drift
id: drift-histogram-exclude-fields-analyzer
schedule:
  cadence: daily
  type: fixed
targetMatrix:
  exclude:
  - noisy_feature
  - bias_feature
  include:
  - group:continuous
  segments:
  - tags: []
  type: column

Include Segments

Configuring analyzers for a specific segments. Users can configure specific tags as part of the target metric dimension.

config:
  baseline:
    size: 14
    type: TrailingWindow
  factor: 3.0
  metric: mean
  minBatchSize: 1
  type: stddev
id: stddev-include-analyzer
schedule:
  cadence: daily
  type: fixed
targetMatrix:
  include:
  - group:float
  segments:
  - tags: []
  - tags:
    - key: city
      value: sea
    - key: job
      value: teacher
  - tags:
    - key: city
      value: nyc
    - key: job
      value: teacher
  - tags:
    - key: city
      value: nyc
    - key: job
      value: fire fighter
  - tags:
    - key: city
      value: sfc
    - key: job
      value: fire fighter
  - tags:
    - key: city
      value: sfc
  - tags:
    - key: city
      value: seattle
  - tags:
    - key: city
      value: sea
  type: column