class ObfuscatorAnnotatorApproach extends AnnotatorApproach[ObfuscatorAnnotatorModel] with DeidApproachParams with ObfuscatorParams

Linear Supertypes
ObfuscatorParams, BaseDeidParams, HasFeatures, DeidApproachParams, AnnotatorApproach[ObfuscatorAnnotatorModel], CanBeLazy, DefaultParamsWritable, MLWritable, HasOutputAnnotatorType, HasOutputAnnotationCol, HasInputAnnotationCols, Estimator[ObfuscatorAnnotatorModel], PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. ObfuscatorAnnotatorApproach
  2. ObfuscatorParams
  3. BaseDeidParams
  4. HasFeatures
  5. DeidApproachParams
  6. AnnotatorApproach
  7. CanBeLazy
  8. DefaultParamsWritable
  9. MLWritable
  10. HasOutputAnnotatorType
  11. HasOutputAnnotationCol
  12. HasInputAnnotationCols
  13. Estimator
  14. PipelineStage
  15. Logging
  16. Params
  17. Serializable
  18. Serializable
  19. Identifiable
  20. AnyRef
  21. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new ObfuscatorAnnotatorApproach()
  2. new ObfuscatorAnnotatorApproach(uid: String)

Type Members

  1. type AnnotatorType = String
    Definition Classes
    HasOutputAnnotatorType

Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##(): Int
    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T
    Attributes
    protected
    Definition Classes
    Params
  4. def $$[T](feature: StructFeature[T]): T
    Attributes
    protected
    Definition Classes
    HasFeatures
  5. def $$[K, V](feature: MapFeature[K, V]): Map[K, V]
    Attributes
    protected
    Definition Classes
    HasFeatures
  6. def $$[T](feature: SetFeature[T]): Set[T]
    Attributes
    protected
    Definition Classes
    HasFeatures
  7. def $$[T](feature: ArrayFeature[T]): Array[T]
    Attributes
    protected
    Definition Classes
    HasFeatures
  8. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  9. def _fit(dataset: Dataset[_], recursiveStages: Option[PipelineModel]): ObfuscatorAnnotatorModel
    Attributes
    protected
    Definition Classes
    AnnotatorApproach
  10. val additionalDateFormats: StringArrayParam

    Additional date formats to be considered during date obfuscation.

    Additional date formats to be considered during date obfuscation. This allows users to specify custom date formats in addition to the default dateFormats.

    Definition Classes
    BaseDeidParams
  11. val ageRanges: IntArrayParam

    List of integers specifying limits of the age groups to preserve during obfuscation

    List of integers specifying limits of the age groups to preserve during obfuscation

    Definition Classes
    BaseDeidParams
  12. val ageRangesByHipaa: BooleanParam

    A Boolean variable indicating whether to obfuscate ages based on HIPAA (Health Insurance Portability and Accountability Act) Privacy Rule.

    A Boolean variable indicating whether to obfuscate ages based on HIPAA (Health Insurance Portability and Accountability Act) Privacy Rule.

    The HIPAA Privacy Rule mandates that ages from patients older than 90 years must be obfuscated, while age for patients 90 years or younger can remain unchanged.

    When true, age entities larger than 90 will be obfuscated as per HIPAA Privacy Rule, the others will remain unchanged. When false, ageRanges parameter is valid.

    Definition Classes
    BaseDeidParams
  13. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  14. def beforeTraining(spark: SparkSession): Unit
    Definition Classes
    AnnotatorApproach
  15. final def checkSchema(schema: StructType, inputAnnotatorType: String): Boolean
    Attributes
    protected
    Definition Classes
    HasInputAnnotationCols
  16. final def clear(param: Param[_]): ObfuscatorAnnotatorApproach.this.type
    Definition Classes
    Params
  17. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  18. lazy val combinedDateFormats: Array[String]
    Attributes
    protected
    Definition Classes
    BaseDeidParams
  19. val consistentAcrossNameParts: BooleanParam

    Param that indicates whether consistency should be enforced across different parts of a name (e.g., first name, middle name, last name).

    Param that indicates whether consistency should be enforced across different parts of a name (e.g., first name, middle name, last name). When set to true, the same transformation or obfuscation will be applied consistently to all parts of the same name entity, even if those parts appear separately.

    For example, if "John Smith" is obfuscated as "Liam Brown", then:

    • When the full name "John Smith" appears, it will be replaced with "Liam Brown"
    • When "John" or "Smith" appear individually, they will still be obfuscated as "Liam" and "Brown" respectively, ensuring consistency in name transformation.

    Default: true

    Definition Classes
    BaseDeidParams
  20. final def copy(extra: ParamMap): Estimator[ObfuscatorAnnotatorModel]
    Definition Classes
    AnnotatorApproach → Estimator → PipelineStage → Params
  21. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  22. val countryObfuscation: BooleanParam

    Whether to obfuscate country entities or not.

    Whether to obfuscate country entities or not. If true, country entities will be obfuscated using the Faker module. If false, country entities will be skipped during obfuscation. Default: false

    Definition Classes
    BaseDeidParams
  23. val dateEntities: StringArrayParam

    List of date entities.

    List of date entities. Default: Array("DATE", "DOB", "DOD", "EFFDATE", "FISCAL_YEAR")

    Definition Classes
    BaseDeidParams
  24. val dateFormats: StringArrayParam

    Format of dates to displace

    Format of dates to displace

    Definition Classes
    BaseDeidParams
  25. val days: IntParam

    Number of days to obfuscate the dates by displacement.

    Number of days to obfuscate the dates by displacement. If not provided a random integer between 1 and 60 will be used

    Definition Classes
    BaseDeidParams
  26. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  27. val description: String
    Definition Classes
    ObfuscatorAnnotatorApproach → AnnotatorApproach
  28. val enableDefaultObfuscationEquivalents: BooleanParam

    Whether to enable default obfuscation equivalents for common entities.

    Whether to enable default obfuscation equivalents for common entities. This parameter allows the system to automatically include a set of predefined common English name equivalents. Default: false

    Definition Classes
    BaseDeidParams
  29. val entity: Param[String]
    Definition Classes
    ObfuscatorParams
  30. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  31. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  32. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  33. def explainParams(): String
    Definition Classes
    Params
  34. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  35. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  36. val fakerLengthOffset: IntParam

    It specifies how much length deviation is accepted in obfuscation, with keepTextSizeForObfuscation enabled.

    It specifies how much length deviation is accepted in obfuscation, with keepTextSizeForObfuscation enabled. Value must be greater than 0. Default is 3.

    Definition Classes
    BaseDeidParams
  37. val features: ArrayBuffer[Feature[_, _, _]]
    Definition Classes
    HasFeatures
  38. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  39. final def fit(dataset: Dataset[_]): ObfuscatorAnnotatorModel
    Definition Classes
    AnnotatorApproach → Estimator
  40. def fit(dataset: Dataset[_], paramMaps: Seq[ParamMap]): Seq[ObfuscatorAnnotatorModel]
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  41. def fit(dataset: Dataset[_], paramMap: ParamMap): ObfuscatorAnnotatorModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" )
  42. def fit(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): ObfuscatorAnnotatorModel
    Definition Classes
    Estimator
    Annotations
    @Since( "2.0.0" ) @varargs()
  43. val genderAwareness: BooleanParam

    Whether to use gender-aware names or not during obfuscation.

    Whether to use gender-aware names or not during obfuscation. This param effects only names. If value is true, it might decrease performance. Default: False

    Definition Classes
    BaseDeidParams
  44. val geoConsistency: BooleanParam

    Whether to enforce consistent obfuscation across geographical entities: state, city, street, zip and phone.

    Whether to enforce consistent obfuscation across geographical entities: state, city, street, zip and phone.

    ## Functionality Overview This parameter enables intelligent geographical entity obfuscation that maintains realistic relationships between different geographic components. When enabled, the system ensures that obfuscated addresses form coherent, valid combinations rather than random replacements.

    ## Supported Entity Types The following geographical entities are processed with priority order: - **state** (Priority: 0) - US state names - **city** (Priority: 1) - City names - **zip** (Priority: 2) - Zip codes - **street** (Priority: 3) - Street addresses - **phone** (Priority: 4) - Phone numbers

    ## Language Requirement **IMPORTANT**: Geographic consistency is only applied when: - geoConsistency parameter is set to true AND - language parameter is set to en

    For non-English configurations, this feature is automatically disabled regardless of the parameter setting.

    ## Consistency Algorithm When geographical entities comes from the chunk columns:

    1. **Entity Grouping**: All geographic entities are identified and grouped by type 2. **Fake Address Selection**: A consistent set of fake US addresses is selected using hash-based deterministic selection to ensure reproducibility 3. **Priority-Based Mapping**: Entities are mapped to fake addresses following the priority order (state → city → zip → street → phone) 4. **Consistent Replacement**: All entities of the same type within a document use the same fake address pool, maintaining geographical coherence

    ## Parameter Interactions **IMPORTANT**: Enabling this parameter automatically disables: - keepTextSizeForObfuscation - Text size preservation is not maintained - consistentObfuscation - Standard consistency rules are overridden - file-based fakers

    This is necessary because geographic consistency requires specific fake address selection that may not preserve original text lengths or follow standard obfuscation patterns.

    default: false

    Definition Classes
    BaseDeidParams
  45. def get[T](feature: StructFeature[T]): Option[T]
    Attributes
    protected
    Definition Classes
    HasFeatures
  46. def get[K, V](feature: MapFeature[K, V]): Option[Map[K, V]]
    Attributes
    protected
    Definition Classes
    HasFeatures
  47. def get[T](feature: SetFeature[T]): Option[Set[T]]
    Attributes
    protected
    Definition Classes
    HasFeatures
  48. def get[T](feature: ArrayFeature[T]): Option[Array[T]]
    Attributes
    protected
    Definition Classes
    HasFeatures
  49. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  50. def getAdditionalDateFormats: Array[String]

    Gets the value of additionalDateFormats

    Gets the value of additionalDateFormats

    Definition Classes
    BaseDeidParams
  51. def getAgeRanges: Array[Int]

    Gets ageRanges param.

    Gets ageRanges param.

    Definition Classes
    BaseDeidParams
  52. def getAgeRangesByHipaa: Boolean

    Gets the value of ageRangesByHipaa.

    Gets the value of ageRangesByHipaa.

    Definition Classes
    BaseDeidParams
  53. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  54. def getConsistentAcrossNameParts: Boolean

    Gets the value of consistentAcrossNameParts.

    Gets the value of consistentAcrossNameParts.

    Definition Classes
    BaseDeidParams
  55. def getCountryObfuscation: Boolean

    Gets the value of countryObfuscation.

    Gets the value of countryObfuscation.

    Definition Classes
    BaseDeidParams
  56. def getDateEntities: Array[String]

    Gets dateEntities param.

    Gets dateEntities param.

    Definition Classes
    BaseDeidParams
  57. def getDateFormats: Array[String]

    Gets the value of dateFormats

    Gets the value of dateFormats

    Definition Classes
    BaseDeidParams
  58. def getDays: Int

    Gets days param

    Gets days param

    Definition Classes
    BaseDeidParams
  59. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  60. def getDefaultObfuscationEquivalents: Array[StaticObfuscationEntity]
    Definition Classes
    BaseDeidParams
  61. def getDefaultObfuscationEquivalentsAsJava: Array[ArrayList[String]]
    Definition Classes
    BaseDeidParams
  62. def getEnableDefaultObfuscationEquivalents: Boolean

    Gets the value of enableDefaultObfuscationEquivalents.

    Definition Classes
    BaseDeidParams
  63. def getEntity: String
    Definition Classes
    ObfuscatorParams
  64. def getEntityBasedObfuscationRefSource(entityClass: String): String
    Attributes
    protected
    Definition Classes
    BaseDeidParams
  65. def getFakerLengthOffset: Int

    Gets fakerLengthOffset param

    Gets fakerLengthOffset param

    Definition Classes
    BaseDeidParams
  66. def getGenderAwareness: Boolean

    Gets genderAwareness param.

    Gets genderAwareness param.

    Definition Classes
    BaseDeidParams
  67. def getGeoConsistency: Boolean

    Gets the value of geoConsistency.

    Gets the value of geoConsistency.

    Definition Classes
    BaseDeidParams
  68. def getInputCols: Array[String]
    Definition Classes
    HasInputAnnotationCols
  69. def getKeepMonth: Boolean

    Gets keepMonth param

    Gets keepMonth param

    Definition Classes
    BaseDeidParams
  70. def getKeepTextSizeForObfuscation: Boolean

    Gets keepTextSizeForObfuscation param

    Definition Classes
    BaseDeidParams
  71. def getKeepYear: Boolean

    Gets keepYear param

    Gets keepYear param

    Definition Classes
    BaseDeidParams
  72. def getLanguage: String

    Gets language param.

    Gets language param.

    Definition Classes
    BaseDeidParams
  73. def getLazyAnnotator: Boolean
    Definition Classes
    CanBeLazy
  74. def getMode: String

    Gets mode param.

    Gets mode param.

    Definition Classes
    BaseDeidParams
  75. def getObfuscateDate: Boolean

    Gets obfuscateDate param

    Gets obfuscateDate param

    Definition Classes
    BaseDeidParams
  76. def getObfuscateRefSource: String

    Gets obfuscateRefSource param.

    Gets obfuscateRefSource param.

    Definition Classes
    BaseDeidParams
  77. def getObfuscationEquivalents: Option[Array[StaticObfuscationEntity]]

    Gets the value of obfuscationEquivalents.

    Gets the value of obfuscationEquivalents.

    Definition Classes
    BaseDeidParams
  78. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  79. final def getOutputCol: String
    Definition Classes
    HasOutputAnnotationCol
  80. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  81. def getRegion: String

    Gets region param.

    Gets region param.

    Definition Classes
    BaseDeidParams
  82. def getSameLengthFormattedEntities(): Array[String]
    Definition Classes
    BaseDeidParams
  83. def getSeed(): Int
    Definition Classes
    BaseDeidParams
  84. def getSelectiveObfuscateRefSource: Map[String, String]

    Gets selectiveObfuscateRefSource param.

    Definition Classes
    BaseDeidParams
  85. def getSelectiveObfuscateRefSourceAsStr: String
    Definition Classes
    BaseDeidParams
  86. def getSelectiveObfuscationModes: Option[Map[String, Array[String]]]

    Gets selectiveObfuscationModes param.

    Definition Classes
    BaseDeidParams
  87. def getStaticObfuscationPairs: Option[Array[StaticObfuscationEntity]]
    Definition Classes
    BaseDeidParams
  88. def getStaticObfuscationPairsResource: ExternalResource
    Definition Classes
    DeidApproachParams
  89. def getUnnormalizedDateMode: String

    Gets unnormalizedDateMode param.

    Definition Classes
    BaseDeidParams
  90. def getUseShiftDays: Boolean

    Gets useShiftDays param.

    Gets useShiftDays param.

    Definition Classes
    BaseDeidParams
  91. def getValidAgeRanges: Array[Int]

    Gets valid ageRanges whether ageRangesByHipaa is true or not.

    Gets valid ageRanges whether ageRangesByHipaa is true or not.

    Attributes
    protected
    Definition Classes
    BaseDeidParams
  92. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  93. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  94. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  95. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  96. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  97. val inputAnnotatorTypes: Array[AnnotatorType]
    Definition Classes
    ObfuscatorAnnotatorApproach → HasInputAnnotationCols
  98. final val inputCols: StringArrayParam
    Attributes
    protected
    Definition Classes
    HasInputAnnotationCols
  99. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  100. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  101. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  102. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  103. val keepMonth: BooleanParam

    Whether to keep the month intact when obfuscating date entities.

    Whether to keep the month intact when obfuscating date entities. If true, the month will remain unchanged during the obfuscation process. If false, the month will be modified along with the year and day. Default: false.

    Definition Classes
    BaseDeidParams
  104. val keepTextSizeForObfuscation: BooleanParam

    It specifies whether the output should maintain the same character length as the input text.

    It specifies whether the output should maintain the same character length as the input text. the output text will remain the same if same length is available, else length might vary.

    Definition Classes
    BaseDeidParams
  105. val keepYear: BooleanParam

    Whether to keep the year intact when obfuscating date entities.

    Whether to keep the year intact when obfuscating date entities. If true, the year will remain unchanged during the obfuscation process. If false, the year will be modified along with the month and day. Default: false.

    Definition Classes
    BaseDeidParams
  106. val language: Param[String]

    The language used to select the regex file and some faker entities.

    The language used to select the regex file and some faker entities. 'en'(English),'de'(German), 'es'(Spanish), 'fr'(French), 'ar'(Arabic) or 'ro'(Romanian) Default:'en'

    Definition Classes
    BaseDeidParams
  107. val lazyAnnotator: BooleanParam
    Definition Classes
    CanBeLazy
  108. def loadThreeInputResource(er: ExternalResource): Array[StaticObfuscationEntity]
    Attributes
    protected
    Definition Classes
    DeidApproachParams
  109. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  110. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  111. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  112. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  113. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  114. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  115. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  116. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  117. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  118. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  119. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  120. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  121. val mode: Param[String]

    Mode for Anonymizer ['mask' or 'obfuscate'].

    Mode for Anonymizer ['mask' or 'obfuscate']. Default: 'mask'

    • Mask mode: The entities will be replaced by their entity types.
    • Obfuscate mode: The entity is replaced by an obfuscator's term.
    Definition Classes
    BaseDeidParams
    Example:
    1. Given the following text: "David Hale visited EEUU a couple of years ago"

      • Mask mode: "<PERSON> visited <COUNTRY> a couple of years ago"
      • Obfuscate mode: "Bryan Johnson visited Japan a couple of years ago"
  122. def msgHelper(schema: StructType): String
    Attributes
    protected
    Definition Classes
    HasInputAnnotationCols
  123. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  124. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  125. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  126. val obfuscateDate: BooleanParam

    When mode=="obfuscate" whether to obfuscate dates or not.

    When mode=="obfuscate" whether to obfuscate dates or not. This param helps in consistency to make dateFormats more visible. When setting to true, make sure dateFormats param fits the needs. If the value is true and obfuscation is failed, then unnormalizedDateMode will be activated. When setting to 'false', then the date will be masked to <DATE>. Default: false

    Definition Classes
    BaseDeidParams
  127. val obfuscateRefFile: Param[String]

    File with the terms to be used for Obfuscation

    File with the terms to be used for Obfuscation

    Definition Classes
    DeidApproachParams
  128. val obfuscateRefSource: Param[String]

    The source of obfuscation to obfuscate the entities.

    The source of obfuscation to obfuscate the entities. The values ar the following: 'file': Takes the entities from the obfuscatorRefFile 'faker': Takes the entities from the Faker module 'both': Takes the entities from the obfuscatorRefFile and the faker module randomly.

    Definition Classes
    BaseDeidParams
  129. val obfuscationEquivalents: StructFeature[Array[StaticObfuscationEntity]]

    variant-to-canonical entity mappings to ensure consistent obfuscation.

    variant-to-canonical entity mappings to ensure consistent obfuscation.

    This method allows you to define equivalence rules for entity variants that should be obfuscated the same way. For example, the names "Alex" and "Alexander" will always be mapped to the same obfuscated value if they are linked to the same canonical form.

    It accepts an array of string triplets, where each triplet defines:

    • variant: A non-standard, short, or alternative form of a value (e.g., "Alex")
    • entityType: The type of the entity (e.g., "NAME", "STATE", "COUNTRY")
    • canonical: The standardized form all variants map to (e.g., "Alexander")

    variant and entityType comparisons are case-insensitive during processing.

    This is especially useful in de-identification tasks to ensure consistent replacement of semantically identical values. It also allows cross-variant normalization across different occurrences of sensitive data.

    Definition Classes
    BaseDeidParams
  130. def onTrained(model: ObfuscatorAnnotatorModel, spark: SparkSession): Unit
    Definition Classes
    AnnotatorApproach
  131. val optionalInputAnnotatorTypes: Array[String]
    Definition Classes
    HasInputAnnotationCols
  132. val outputAnnotatorType: AnnotatorType
    Definition Classes
    ObfuscatorAnnotatorApproach → HasOutputAnnotatorType
  133. final val outputCol: Param[String]
    Attributes
    protected
    Definition Classes
    HasOutputAnnotationCol
  134. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  135. lazy val randomDateFormat: String
    Attributes
    protected
    Definition Classes
    BaseDeidParams
  136. val refFileFormat: Param[String]

    Format of the reference file for Obfuscation the default value for that is "csv"

    Format of the reference file for Obfuscation the default value for that is "csv"

    Definition Classes
    DeidApproachParams
  137. val refSep: Param[String]

    Separator character for the csv reference file for Obfuscation de default value is "#"

    Separator character for the csv reference file for Obfuscation de default value is "#"

    Definition Classes
    DeidApproachParams
  138. val region: Param[String]

    With this property, you can select particular dateFormats.

    With this property, you can select particular dateFormats. This property is especially used when obfuscating dates. You can decide whether the first part of 11/11/2023 is a day or the second part is a day when obfuscating dates.

    • The values are following:
    • 'eu' for European Union
    • 'us' for USA
    Definition Classes
    BaseDeidParams
  139. val sameLengthFormattedEntities: StringArrayParam

    List of formatted entities to generate the same length outputs as original ones during obfuscation.

    List of formatted entities to generate the same length outputs as original ones during obfuscation. The supported and default formatted entities are: "phone", "fax", "contact," "id", "idnum", "bioid", "medicalrecord", "zip", "vin", "ssn", "dln", "plate", "license", "IRS", "CFN", "account".

    Definition Classes
    BaseDeidParams
  140. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  141. val seed: IntParam

    It is the seed to select the entities on obfuscate mode.

    It is the seed to select the entities on obfuscate mode. With the seed, you can reply to an execution several times with the same output.

    Definition Classes
    BaseDeidParams
  142. val selectiveObfuscateRefSource: MapFeature[String, String]

    A map of entity names to their obfuscation modes.

    A map of entity names to their obfuscation modes. This is used to selectively apply different obfuscation methods to specific entities. The keys are entity names and the values are the obfuscation sources. If an entity is not specified in this map, the obfuscateRefSource param is used to determine the obfuscation source.

    Definition Classes
    BaseDeidParams
    Example:
    1. val selectiveSources = Map(
       "PHONE" -> "file",
       "EMAIL" -> "faker",
       "NAME" -> "faker",
       "ADDRESS" -> "both"
       )
  143. val selectiveObfuscationModes: StructFeature[Map[String, Array[String]]]

    The dictionary of modes to enable multi-mode deidentification.

    The dictionary of modes to enable multi-mode deidentification.

    • 'obfuscate': Replace the values with random values.
    • 'mask_same_length_chars': Replace the name with the asterix with same length minus two plus brackets on both end.
    • 'mask_entity_labels': Replace the values with the entity value.
    • 'mask_fixed_length_chars': Replace the name with the asterix with fixed length. You can also invoke "setFixedMaskLength()"
    • 'mask_entity_labels_without_brackets': Replace the values with the entity value without brackets.
    • 'mask_same_length_chars_without_brackets': Replace the name with the asterix with same length without brackets.
    • 'skip': Skip the entities (intact)

    The entities which have not been given in dictionary will deidentify according to setMode()

    Definition Classes
    BaseDeidParams
  144. def set[T](feature: StructFeature[T], value: T): ObfuscatorAnnotatorApproach.this.type
    Attributes
    protected
    Definition Classes
    HasFeatures
  145. def set[K, V](feature: MapFeature[K, V], value: Map[K, V]): ObfuscatorAnnotatorApproach.this.type
    Attributes
    protected
    Definition Classes
    HasFeatures
  146. def set[T](feature: SetFeature[T], value: Set[T]): ObfuscatorAnnotatorApproach.this.type
    Attributes
    protected
    Definition Classes
    HasFeatures
  147. def set[T](feature: ArrayFeature[T], value: Array[T]): ObfuscatorAnnotatorApproach.this.type
    Attributes
    protected
    Definition Classes
    HasFeatures
  148. final def set(paramPair: ParamPair[_]): ObfuscatorAnnotatorApproach.this.type
    Attributes
    protected
    Definition Classes
    Params
  149. final def set(param: String, value: Any): ObfuscatorAnnotatorApproach.this.type
    Attributes
    protected
    Definition Classes
    Params
  150. final def set[T](param: Param[T], value: T): ObfuscatorAnnotatorApproach.this.type
    Definition Classes
    Params
  151. def setAdditionalDateFormats(formats: Array[String]): ObfuscatorAnnotatorApproach.this.type

    Sets additionalDateFormats param

    Definition Classes
    BaseDeidParams
  152. def setAgeRanges(mode: Array[Int]): ObfuscatorAnnotatorApproach.this.type

    List of integers specifying limits of the age groups to preserve during obfuscation

    List of integers specifying limits of the age groups to preserve during obfuscation

    Definition Classes
    BaseDeidParams
  153. def setAgeRangesByHipaa(value: Boolean): ObfuscatorAnnotatorApproach.this.type

    Sets whether to obfuscate ages based on HIPAA (Health Insurance Portability and Accountability Act) Privacy Rule.

    Sets whether to obfuscate ages based on HIPAA (Health Insurance Portability and Accountability Act) Privacy Rule.

    The HIPAA Privacy Rule mandates that ages from patients older than 90 years must be obfuscated, while age for patients 90 years or younger can remain unchanged.

    value

    If true, age entities larger than 90 will be obfuscated as per HIPAA Privacy Rule, the others will remain unchanged. If false, ageRanges parameter is valid. Default: false.

    Definition Classes
    BaseDeidParams
  154. def setConsistentAcrossNameParts(value: Boolean): ObfuscatorAnnotatorApproach.this.type

    Sets the value of consistentAcrossNameParts.

    Sets the value of consistentAcrossNameParts.

    value

    Boolean flag to enforce consistency across name parts

    returns

    this instance

    Definition Classes
    BaseDeidParams
  155. def setCountryObfuscation(value: Boolean): ObfuscatorAnnotatorApproach.this.type

    Sets whether to obfuscate country entities or not.

    Sets whether to obfuscate country entities or not. If true, country entities will be obfuscated using the Faker module. If false, country entities will be skipped during obfuscation. Default: false

    Definition Classes
    BaseDeidParams
  156. def setDateEntities(value: Array[String]): ObfuscatorAnnotatorApproach.this.type

    Sets the value of dateEntities.

    Sets the value of dateEntities. Default: Array("DATE", "DOB", "DOD", "EFFDATE", "FISCAL_YEAR")

    Definition Classes
    BaseDeidParams
  157. def setDateFormats(s: Array[String]): ObfuscatorAnnotatorApproach.this.type

    Format of dates to displace

    Format of dates to displace

    Definition Classes
    BaseDeidParams
  158. def setDays(k: Int): ObfuscatorAnnotatorApproach.this.type

    Number of days to obfuscate the dates by displacement.

    Number of days to obfuscate the dates by displacement. If not provided a random integer between 1 and 60 will be used

    Definition Classes
    BaseDeidParams
  159. def setDefault[T](feature: StructFeature[T], value: () ⇒ T): ObfuscatorAnnotatorApproach.this.type
    Attributes
    protected
    Definition Classes
    HasFeatures
  160. def setDefault[K, V](feature: MapFeature[K, V], value: () ⇒ Map[K, V]): ObfuscatorAnnotatorApproach.this.type
    Attributes
    protected
    Definition Classes
    HasFeatures
  161. def setDefault[T](feature: SetFeature[T], value: () ⇒ Set[T]): ObfuscatorAnnotatorApproach.this.type
    Attributes
    protected
    Definition Classes
    HasFeatures
  162. def setDefault[T](feature: ArrayFeature[T], value: () ⇒ Array[T]): ObfuscatorAnnotatorApproach.this.type
    Attributes
    protected
    Definition Classes
    HasFeatures
  163. final def setDefault(paramPairs: ParamPair[_]*): ObfuscatorAnnotatorApproach.this.type
    Attributes
    protected
    Definition Classes
    Params
  164. final def setDefault[T](param: Param[T], value: T): ObfuscatorAnnotatorApproach.this.type
    Attributes
    protected[org.apache.spark.ml]
    Definition Classes
    Params
  165. def setEnableDefaultObfuscationEquivalents(value: Boolean): ObfuscatorAnnotatorApproach.this.type

    Sets whether to enable default obfuscation equivalents for common entities.

    Sets whether to enable default obfuscation equivalents for common entities. This parameter allows the system to automatically include a set of predefined common English name equivalents. Default: false

    Definition Classes
    BaseDeidParams
  166. def setEntity(e: String): ObfuscatorAnnotatorApproach.this.type
    Definition Classes
    ObfuscatorParams
  167. def setFakerLengthOffset(value: Int): ObfuscatorAnnotatorApproach.this.type

    Sets fakerLengthOffset param

    Sets fakerLengthOffset param

    Definition Classes
    BaseDeidParams
  168. def setGenderAwareness(value: Boolean): ObfuscatorAnnotatorApproach.this.type

    Whether to use gender-aware names or not during obfuscation.

    Whether to use gender-aware names or not during obfuscation. This param effects only names. If value is true, it might decrease performance. Default: False

    Definition Classes
    BaseDeidParams
  169. def setGeoConsistency(value: Boolean): ObfuscatorAnnotatorApproach.this.type

    Sets the value of geoConsistency.

    Sets the value of geoConsistency. When set to true, it enables consistent obfuscation across geographical entities such as state, city, street, zip, and phone.

    Definition Classes
    BaseDeidParams
  170. final def setInputCols(value: String*): ObfuscatorAnnotatorApproach.this.type
    Definition Classes
    HasInputAnnotationCols
  171. def setInputCols(value: Array[String]): ObfuscatorAnnotatorApproach.this.type
    Definition Classes
    HasInputAnnotationCols
  172. def setKeepMonth(value: Boolean): ObfuscatorAnnotatorApproach.this.type

    Sets whether to keep the month intact when obfuscating date entities.

    Sets whether to keep the month intact when obfuscating date entities. If true, the month will remain unchanged during the obfuscation process. If false, the month will be modified along with the year and day. Default: false.

    Definition Classes
    BaseDeidParams
  173. def setKeepTextSizeForObfuscation(value: Boolean): ObfuscatorAnnotatorApproach.this.type

    Sets keepTextSizeForObfuscation param

    Definition Classes
    BaseDeidParams
  174. def setKeepYear(value: Boolean): ObfuscatorAnnotatorApproach.this.type

    Sets whether to keep the year intact when obfuscating date entities.

    Sets whether to keep the year intact when obfuscating date entities. If true, the year will remain unchanged during the obfuscation process. If false, the year will be modified along with the month and day. Default: false.

    Definition Classes
    BaseDeidParams
  175. def setLanguage(s: String): ObfuscatorAnnotatorApproach.this.type

    The language used to select the regex file and some faker entities.

    The language used to select the regex file and some faker entities. 'en'(English),'de'(German), 'es'(Spanish), 'fr'(French), 'ar'(Arabic) or 'ro'(Romanian). Default:'en'

    Definition Classes
    BaseDeidParams
  176. def setLazyAnnotator(value: Boolean): ObfuscatorAnnotatorApproach.this.type
    Definition Classes
    CanBeLazy
  177. def setMode(m: String): ObfuscatorAnnotatorApproach.this.type

    Mode for Anonymizer ['mask'|'obfuscate'].

    Mode for Anonymizer ['mask'|'obfuscate']. Default: 'mask'

    • Mask mode: The entities will be replaced by their entity types.
    • Obfuscate mode: The entity is replaced by an obfuscator's term.
    Definition Classes
    ObfuscatorParamsBaseDeidParams
    Example:
    1. Given the following text: "David Hale visited EEUU a couple of years ago"

      • Mask mode: "<PERSON> visited <COUNTRY> a couple of years ago"
      • Obfuscate mode: "Bryan Johnson visited Japan a couple of years ago"
  178. def setObfuscateDate(s: Boolean): ObfuscatorAnnotatorApproach.this.type

    When mode=="obfuscate" whether to obfuscate dates or not.

    When mode=="obfuscate" whether to obfuscate dates or not. This param helps in consistency to make dateFormats more visible. When setting to true, make sure dateFormats param fits the needs. If the value is true and obfuscation is failed, then unnormalizedDateMode will be activated. When setting to 'false' then the date will be masked to <DATE> . Default: false

    Definition Classes
    BaseDeidParams
  179. def setObfuscateRefFile(f: String): ObfuscatorAnnotatorApproach.this.type

    File with the terms to be used for Obfuscation

    File with the terms to be used for Obfuscation

    Definition Classes
    DeidApproachParams
  180. def setObfuscateRefSource(s: String): ObfuscatorAnnotatorApproach.this.type

    The source of obfuscation to obfuscate the entities.

    The source of obfuscation to obfuscate the entities. The values are the following: 'file': Takes the fakes from the obfuscatorRefFile 'faker': Takes the fakes from the Faker module 'both': Takes the fakes from the obfuscatorRefFile and the faker module randomly.

    Definition Classes
    BaseDeidParams
  181. def setObfuscationEquivalents(equivalents: ArrayList[ArrayList[String]]): ObfuscatorAnnotatorApproach.this.type
    Definition Classes
    BaseDeidParams
  182. def setObfuscationEquivalents(equivalents: Array[Array[String]]): ObfuscatorAnnotatorApproach.this.type

    Sets variant-to-canonical entity mappings to ensure consistent obfuscation.

    Sets variant-to-canonical entity mappings to ensure consistent obfuscation.

    This method allows you to define equivalence rules for entity variants that should be obfuscated the same way. For example, the names "Alex" and "Alexander" will always be mapped to the same obfuscated value if they are linked to the same canonical form.

    It accepts an array of string triplets, where each triplet defines:

    • variant: A non-standard, short, or alternative form of a value (e.g., "Alex")
    • entityType: The type of the entity (e.g., "NAME", "STATE", "COUNTRY")
    • canonical: The standardized form all variants map to (e.g., "Alexander")

    variant and entityType comparisons are case-insensitive during processing.

    This is especially useful in de-identification tasks to ensure consistent replacement of semantically identical values. It also allows cross-variant normalization across different occurrences of sensitive data.

    Example
    val equivalents = Array(
      Array("Alex", "NAME", "Alexander"),
      Array("Rob", "NAME", "Robert"),
      Array("CA", "STATE", "California"),
      Array("Calif.", "STATE", "California")
    )
    
    myDeidTransformer.setObfuscationEquivalents(equivalents)
    equivalents

    Array of [variant, entityType, canonical] entries.

    Definition Classes
    BaseDeidParams
    Exceptions thrown

    IllegalArgumentException if any entry does not have exactly 3 elements.

  183. def setObfuscationEquivalents(equivalents: Array[StaticObfuscationEntity]): ObfuscatorAnnotatorApproach.this.type

    Sets obfuscationEquivalents param.

    Definition Classes
    BaseDeidParams
  184. final def setOutputCol(value: String): ObfuscatorAnnotatorApproach.this.type
    Definition Classes
    HasOutputAnnotationCol
  185. def setRefFileFormat(f: String): ObfuscatorAnnotatorApproach.this.type

    File with the terms to be used for Obfuscation

    File with the terms to be used for Obfuscation

    Definition Classes
    DeidApproachParams
  186. def setRefSep(f: String): ObfuscatorAnnotatorApproach.this.type

    Separator character for the csv reference file for Obfuscation de default value is "#"

    Separator character for the csv reference file for Obfuscation de default value is "#"

    Definition Classes
    DeidApproachParams
  187. def setRegion(s: String): ObfuscatorAnnotatorApproach.this.type

    With this property, you can select particular dateFormats.

    With this property, you can select particular dateFormats. This property is especially used when obfuscating dates. You can decide whether the first part of 11/11/2023 is a day or the second part is a day when obfuscating dates. The values are following:

    • 'eu' for European Union
    • 'us' for USA
    Definition Classes
    BaseDeidParams
  188. def setSameLengthFormattedEntities(entities: Array[String]): ObfuscatorAnnotatorApproach.this.type

    List of formatted entities to generate the same length outputs as original ones during obfuscation.

    List of formatted entities to generate the same length outputs as original ones during obfuscation. The supported and default formatted entities are: PHONE, FAX, CONTACT, ID, IDNUM, BIOID, MEDICALRECORD, ZIP, VIN, SSN, DLN, LICENSE, PLATE, IRS, CFN, ACCOUNT.

    Definition Classes
    BaseDeidParams
  189. def setSeed(s: Int): ObfuscatorAnnotatorApproach.this.type

    It is the seed to select the entities on obfuscate mode.

    It is the seed to select the entities on obfuscate mode. With the seed, you can reply to an execution several times with the same output.

    Definition Classes
    BaseDeidParams
  190. def setSelectiveObfuscateRefSource(value: HashMap[String, String]): ObfuscatorAnnotatorApproach.this.type
    Definition Classes
    BaseDeidParams
  191. def setSelectiveObfuscateRefSource(value: Map[String, String]): ObfuscatorAnnotatorApproach.this.type

    Sets the value of selectiveObfuscateRefSource.

    Sets the value of selectiveObfuscateRefSource. This is used to selectively apply different obfuscation methods to specific entities. The keys are entity names and the values are the obfuscation sources. If an entity is not specified in this map, the obfuscateRefSource param is used to determine the obfuscation method. The values can be: - 'file': Takes the fakes from the file. - 'faker': Takes the fakes from the embedded faker module. - 'both': Takes the fakes from the file and the faker module.

    Definition Classes
    BaseDeidParams
    Example:
    1. val modes = Map(
       "PHONE" -> "file",
       "EMAIL" -> "faker",
       "NAME" -> "faker",
       "ADDRESS" -> "both"
       )
  192. def setSelectiveObfuscationModes(value: HashMap[String, List[String]]): ObfuscatorAnnotatorApproach.this.type
    Definition Classes
    BaseDeidParams
  193. def setSelectiveObfuscationModes(value: Map[String, Array[String]]): ObfuscatorAnnotatorApproach.this.type

    Sets the value of selectiveObfuscationModes.

    Sets the value of selectiveObfuscationModes. The dictionary of modes to enable multi-mode deidentification.

    • 'obfuscate': Replace the values with random values.
    • 'mask_same_length_chars': Replace the name with the asterix with same length minus two plus brackets on both end.
    • 'mask_entity_labels': Replace the values with the entity value.
    • 'mask_fixed_length_chars': Replace the name with the asterix with fixed length. You should also invoke "setFixedMaskLength()"
    • 'mask_entity_labels_without_brackets': Replace the values with the entity value without brackets.
    • 'mask_same_length_chars_without_brackets': Replace the name with the asterix with same length without brackets.
    • 'skip': Skip the entities (intact)

    The entities which have not been given in dictionary will deidentify according to setMode()

    Example:

    deidAnnotator
    .setMode("mask")
    .setSelectiveObfuscationModes(Map(
        "OBFUSCATE" -> Array("PHONE", "email"),
        "mask_entity_labels" -> Array("NAME", "CITY"),
        "skip" -> Array("id", "idnum"),
        "mask_same_length_chars" -> Array("fax"),
        "mask_fixed_length_chars" -> Array("zip")
    ))
    .setFixedMaskLength(4)
    Definition Classes
    BaseDeidParams
  194. def setStaticObfuscationPairs(pairs: ArrayList[ArrayList[String]]): ObfuscatorAnnotatorApproach.this.type
    Definition Classes
    BaseDeidParams
  195. def setStaticObfuscationPairs(pairs: Array[StaticObfuscationEntity]): ObfuscatorAnnotatorApproach.this.type
    Definition Classes
    BaseDeidParams
  196. def setStaticObfuscationPairs(pairs: Array[Array[String]]): ObfuscatorAnnotatorApproach.this.type

    Sets the static obfuscation pairs.

    Sets the static obfuscation pairs. Each pair should contain three elements: original, entity type, and fake. The pairs must have exactly 3 elements: [original, entityType, fake].

    pairs

    An array of arrays containing the static obfuscation pairs.

    Definition Classes
    BaseDeidParams
  197. def setStaticObfuscationPairsResource(path: String, readAs: Format, options: Map[String, String] = ...): ObfuscatorAnnotatorApproach.this.type

    Sets the static obfuscation pairs resource using a path and readAs format.

    Sets the static obfuscation pairs resource using a path and readAs format. The resource should contain three columns: original, entity, and fake. The delimiter for the columns can be specified in the options.

    path

    The path to the resource.

    readAs

    The format to read the resource (e.g., TEXT, SPARK).

    options

    Additional options for reading the resource, such as "format" and "delimiter". 'delimiter' and 'format' are required options.

    Definition Classes
    DeidApproachParams
  198. def setStaticObfuscationPairsResource(value: ExternalResource): ObfuscatorAnnotatorApproach.this.type

    Sets the static obfuscation pairs resource.

    Sets the static obfuscation pairs resource. The resource should contain three columns: original, entity, and fake. The delimiter for the columns can be specified in the options. The options must include a 'delimiter' key.

    Definition Classes
    DeidApproachParams
  199. def setUnnormalizedDateMode(mode: String): ObfuscatorAnnotatorApproach.this.type

    The mode to use if the date is not formatted.

    The mode to use if the date is not formatted. Options: [mask, obfuscate, skip] Default: obfuscate

    Definition Classes
    BaseDeidParams
  200. def setUseRandomDateDisplacement(s: Boolean): ObfuscatorAnnotatorApproach.this.type

    Use a random displacement days in dates entities,that random number is based on the BaseDeidParams.seed If true use random displacement days in dates entities, if false use the BaseDeidParams.days The default value is false.

    Use a random displacement days in dates entities,that random number is based on the BaseDeidParams.seed If true use random displacement days in dates entities, if false use the BaseDeidParams.days The default value is false.

    Definition Classes
    ObfuscatorParams
  201. def setUseShiftDays(s: Boolean): ObfuscatorAnnotatorApproach.this.type

    Sets the value of useShiftDays.

    Sets the value of useShiftDays. Whether to use the random shift day when the document has this in its metadata. DocumentHashCoder can create 'dateshift' based on the document. Default: false

    Definition Classes
    BaseDeidParams
  202. val staticObfuscationPairs: StructFeature[Array[StaticObfuscationEntity]]

    A resource containing static obfuscation pairs.

    A resource containing static obfuscation pairs. Each pair should contain three elements: original, entity type, and fake.

    Definition Classes
    BaseDeidParams
  203. val staticObfuscationPairsResource: ExternalResourceParam

    Resource containing static obfuscation pairs.

    Resource containing static obfuscation pairs. The resource should contain three columns: original, entity, and fake. The delimiter for the columns can be specified in the options.

    Definition Classes
    DeidApproachParams
  204. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  205. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  206. def train(dataset: Dataset[_], recursivePipeline: Option[PipelineModel]): ObfuscatorAnnotatorModel
    Definition Classes
    ObfuscatorAnnotatorApproach → AnnotatorApproach
  207. final def transformSchema(schema: StructType): StructType
    Definition Classes
    AnnotatorApproach → PipelineStage
  208. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  209. val uid: String
    Definition Classes
    ObfuscatorAnnotatorApproach → Identifiable
  210. val unnormalizedDateMode: Param[String]

    The mode to use if the date is not formatted.

    The mode to use if the date is not formatted. Options: [mask, obfuscate, skip] Default: obfuscate

    Definition Classes
    BaseDeidParams
  211. val useRandomDateDisplacement: BooleanParam

    Use a random displacement days in dates entities,that random number is based on the seed If true use random displacement days in dates entities,if false use the ObfuscatorParams.days The default value is false.

    Use a random displacement days in dates entities,that random number is based on the seed If true use random displacement days in dates entities,if false use the ObfuscatorParams.days The default value is false.

    Definition Classes
    ObfuscatorParams
  212. val useShiftDays: BooleanParam

    Whether to use the random shift day when the document has this in its metadata.

    Whether to use the random shift day when the document has this in its metadata. DocumentHashCoder can create 'dateshift' based on the document. Default: false

    Definition Classes
    BaseDeidParams
  213. def validate(schema: StructType): Boolean
    Attributes
    protected
    Definition Classes
    AnnotatorApproach
  214. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  215. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  216. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  217. def write: MLWriter
    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from ObfuscatorParams

Inherited from BaseDeidParams

Inherited from HasFeatures

Inherited from DeidApproachParams

Inherited from AnnotatorApproach[ObfuscatorAnnotatorModel]

Inherited from CanBeLazy

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from HasOutputAnnotatorType

Inherited from HasOutputAnnotationCol

Inherited from HasInputAnnotationCols

Inherited from Estimator[ObfuscatorAnnotatorModel]

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

getParam

Parameters

Parameter setters

Ungrouped