class SummarizeData extends Transformer with SummarizeDataParams with BasicLogging

Compute summary statistics for the dataset. The following statistics are computed: - counts - basic - sample - percentiles - errorThreshold - error threshold for quantiles

Linear Supertypes
BasicLogging, SummarizeDataParams, DefaultParamsWritable, MLWritable, Wrappable, DotnetWrappable, RWrappable, PythonWrappable, BaseWrappable, Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. SummarizeData
  2. BasicLogging
  3. SummarizeDataParams
  4. DefaultParamsWritable
  5. MLWritable
  6. Wrappable
  7. DotnetWrappable
  8. RWrappable
  9. PythonWrappable
  10. BaseWrappable
  11. Transformer
  12. PipelineStage
  13. Logging
  14. Params
  15. Serializable
  16. Serializable
  17. Identifiable
  18. AnyRef
  19. Any
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Visibility
  1. Public
  2. All

Instance Constructors

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

    uid

    The id of the module

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. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  5. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  6. final val basic: BooleanParam

    Compute basic statistics.

    Compute basic statistics. Default is true.

    Definition Classes
    SummarizeDataParams
  7. lazy val classNameHelper: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  8. final def clear(param: Param[_]): SummarizeData.this.type
    Definition Classes
    Params
  9. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  10. def companionModelClassName: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  11. def copy(extra: ParamMap): SummarizeData
    Definition Classes
    SummarizeData → Transformer → PipelineStage → Params
  12. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  13. lazy val copyrightLines: String
    Attributes
    protected
    Definition Classes
    BaseWrappable
  14. final val counts: BooleanParam

    Compute count statistics.

    Compute count statistics. Default is true.

    Definition Classes
    SummarizeDataParams
  15. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  16. def dotnetAdditionalMethods: String
    Definition Classes
    DotnetWrappable
  17. def dotnetClass(): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  18. lazy val dotnetClassName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  19. lazy val dotnetClassNameString: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  20. lazy val dotnetClassWrapperName: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  21. lazy val dotnetCopyrightLines: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  22. def dotnetExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  23. def dotnetExtraMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  24. lazy val dotnetInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  25. def dotnetMLReadWriteMethods: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  26. lazy val dotnetNamespace: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  27. lazy val dotnetObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  28. def dotnetParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  29. def dotnetParamGetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  30. def dotnetParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  31. def dotnetParamSetters: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  32. def dotnetWrapAsTypeMethod: String
    Attributes
    protected
    Definition Classes
    DotnetWrappable
  33. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  34. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  35. final val errorThreshold: DoubleParam

    Threshold for quantiles - 0 is exact

    Threshold for quantiles - 0 is exact

    Definition Classes
    SummarizeDataParams
  36. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  37. def explainParams(): String
    Definition Classes
    Params
  38. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  39. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  40. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  41. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  42. final def getBasic: Boolean

    Definition Classes
    SummarizeDataParams
  43. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  44. final def getCounts: Boolean

    Definition Classes
    SummarizeDataParams
  45. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  46. final def getErrorThreshold: Double

    Definition Classes
    SummarizeDataParams
  47. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  48. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  49. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  50. final def getPercentiles: Boolean

    Definition Classes
    SummarizeDataParams
  51. final def getSample: Boolean

    Definition Classes
    SummarizeDataParams
  52. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  53. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  54. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  55. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  56. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  57. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  58. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  59. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  60. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  61. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  62. def logBase(methodName: String): Unit
    Attributes
    protected
    Definition Classes
    BasicLogging
  63. def logClass(): Unit
    Definition Classes
    BasicLogging
  64. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  65. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  66. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  67. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  68. def logErrorBase(methodName: String, e: Exception): Unit
    Attributes
    protected
    Definition Classes
    BasicLogging
  69. def logFit[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  70. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  71. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  72. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  73. def logPredict[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  74. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  75. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  76. def logTrain[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  77. def logTransform[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  78. def logVerb[T](verb: String, f: ⇒ T): T
    Definition Classes
    BasicLogging
  79. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  80. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  81. def makeDotnetFile(conf: CodegenConfig): Unit
    Definition Classes
    DotnetWrappable
  82. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  83. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  84. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  85. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  86. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  87. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  88. final val percentiles: BooleanParam

    Compute percentiles.

    Compute percentiles. Default is true

    Definition Classes
    SummarizeDataParams
  89. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  90. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  91. lazy val pyClassName: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  92. def pyExtraEstimatorImports: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  93. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  94. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  95. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  96. lazy val pyInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    PythonWrappable
  97. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  98. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  99. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  100. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  101. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  102. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  103. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  104. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  105. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  106. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  107. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  108. def rClass(): String
    Attributes
    protected
    Definition Classes
    RWrappable
  109. def rDocString: String
    Attributes
    protected
    Definition Classes
    RWrappable
  110. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  111. def rExtraInitLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  112. lazy val rFuncName: String
    Attributes
    protected
    Definition Classes
    RWrappable
  113. lazy val rInternalWrapper: Boolean
    Attributes
    protected
    Definition Classes
    RWrappable
  114. def rParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    RWrappable
  115. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  116. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  117. final val sample: BooleanParam

    Compute sample statistics.

    Compute sample statistics. Default is true.

    Definition Classes
    SummarizeDataParams
  118. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  119. final def set(paramPair: ParamPair[_]): SummarizeData.this.type
    Attributes
    protected
    Definition Classes
    Params
  120. final def set(param: String, value: Any): SummarizeData.this.type
    Attributes
    protected
    Definition Classes
    Params
  121. final def set[T](param: Param[T], value: T): SummarizeData.this.type
    Definition Classes
    Params
  122. def setBasic(value: Boolean): SummarizeData.this.type

    Definition Classes
    SummarizeDataParams
  123. def setCounts(value: Boolean): SummarizeData.this.type

    Definition Classes
    SummarizeDataParams
  124. final def setDefault(paramPairs: ParamPair[_]*): SummarizeData.this.type
    Attributes
    protected
    Definition Classes
    Params
  125. final def setDefault[T](param: Param[T], value: T): SummarizeData.this.type
    Attributes
    protected
    Definition Classes
    Params
  126. def setErrorThreshold(value: Double): SummarizeData.this.type

    Definition Classes
    SummarizeDataParams
  127. def setPercentiles(value: Boolean): SummarizeData.this.type

    Definition Classes
    SummarizeDataParams
  128. def setSample(value: Boolean): SummarizeData.this.type

    Definition Classes
    SummarizeDataParams
  129. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  130. val thisStage: Params
    Attributes
    protected
    Definition Classes
    BaseWrappable
  131. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  132. def transform(dataset: Dataset[_]): DataFrame
    Definition Classes
    SummarizeData → Transformer
  133. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  134. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  135. def transformSchema(schema: StructType): StructType
    Definition Classes
    SummarizeData → PipelineStage
  136. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  137. val uid: String
    Definition Classes
    SummarizeData → BasicLogging → Identifiable
  138. def validateAndTransformSchema(schema: StructType): StructType
    Attributes
    protected
    Definition Classes
    SummarizeDataParams
  139. val ver: String
    Definition Classes
    BasicLogging
  140. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  141. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  142. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  143. def write: MLWriter
    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from BasicLogging

Inherited from SummarizeDataParams

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from Wrappable

Inherited from DotnetWrappable

Inherited from RWrappable

Inherited from PythonWrappable

Inherited from BaseWrappable

Inherited from Transformer

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

param

setParam

Ungrouped