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, 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. RWrappable
  8. PythonWrappable
  9. BaseWrappable
  10. Transformer
  11. PipelineStage
  12. Logging
  13. Params
  14. Serializable
  15. Serializable
  16. Identifiable
  17. AnyRef
  18. 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. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  17. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  18. final val errorThreshold: DoubleParam

    Threshold for quantiles - 0 is exact

    Threshold for quantiles - 0 is exact

    Definition Classes
    SummarizeDataParams
  19. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  20. def explainParams(): String
    Definition Classes
    Params
  21. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  22. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  23. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  24. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  25. final def getBasic: Boolean

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

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

    Definition Classes
    SummarizeDataParams
  30. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  31. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  32. final def getPercentiles: Boolean

    Definition Classes
    SummarizeDataParams
  33. final def getSample: Boolean

    Definition Classes
    SummarizeDataParams
  34. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  35. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  36. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  37. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  38. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  39. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  40. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  41. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  42. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  43. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  44. def logBase(methodName: String): Unit
    Attributes
    protected
    Definition Classes
    BasicLogging
  45. def logClass(): Unit
    Definition Classes
    BasicLogging
  46. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  47. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  48. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  49. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  50. def logErrorBase(methodName: String, e: Exception): Unit
    Attributes
    protected
    Definition Classes
    BasicLogging
  51. def logFit[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  52. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  53. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  54. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  55. def logPredict[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  56. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  57. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  58. def logTrain[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  59. def logTransform[T](f: ⇒ T): T
    Definition Classes
    BasicLogging
  60. def logVerb[T](verb: String, f: ⇒ T): T
    Definition Classes
    BasicLogging
  61. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  62. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  63. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  64. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  65. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  66. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  67. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  68. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  69. final val percentiles: BooleanParam

    Compute percentiles.

    Compute percentiles. Default is true

    Definition Classes
    SummarizeDataParams
  70. def pyAdditionalMethods: String
    Definition Classes
    PythonWrappable
  71. lazy val pyClassDoc: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  72. lazy val pyClassName: String
    Attributes
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    Definition Classes
    PythonWrappable
  73. def pyExtraEstimatorImports: String
    Attributes
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    Definition Classes
    PythonWrappable
  74. def pyExtraEstimatorMethods: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  75. lazy val pyInheritedClasses: Seq[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  76. def pyInitFunc(): String
    Definition Classes
    PythonWrappable
  77. lazy val pyInternalWrapper: Boolean
    Attributes
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    Definition Classes
    PythonWrappable
  78. lazy val pyObjectBaseClass: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  79. def pyParamArg[T](p: Param[T]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  80. def pyParamDefault[T](p: Param[T]): Option[String]
    Attributes
    protected
    Definition Classes
    PythonWrappable
  81. def pyParamGetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  82. def pyParamSetter(p: Param[_]): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  83. def pyParamsArgs: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  84. def pyParamsDefaults: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  85. lazy val pyParamsDefinitions: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  86. def pyParamsGetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  87. def pyParamsSetters: String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  88. def pythonClass(): String
    Attributes
    protected
    Definition Classes
    PythonWrappable
  89. def rClass(): String
    Attributes
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    Definition Classes
    RWrappable
  90. def rDocString: String
    Attributes
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    Definition Classes
    RWrappable
  91. def rExtraBodyLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  92. def rExtraInitLines: String
    Attributes
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    Definition Classes
    RWrappable
  93. lazy val rFuncName: String
    Attributes
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    Definition Classes
    RWrappable
  94. lazy val rInternalWrapper: Boolean
    Attributes
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    Definition Classes
    RWrappable
  95. def rParamArg[T](p: Param[T]): String
    Attributes
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    Definition Classes
    RWrappable
  96. def rParamsArgs: String
    Attributes
    protected
    Definition Classes
    RWrappable
  97. def rSetterLines: String
    Attributes
    protected
    Definition Classes
    RWrappable
  98. final val sample: BooleanParam

    Compute sample statistics.

    Compute sample statistics. Default is true.

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

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

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

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

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

    Definition Classes
    SummarizeDataParams
  110. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  111. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  112. def transform(dataset: Dataset[_]): DataFrame
    Definition Classes
    SummarizeData → Transformer
  113. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  114. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  115. def transformSchema(schema: StructType): StructType
    Definition Classes
    SummarizeData → PipelineStage
  116. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  117. val uid: String
    Definition Classes
    SummarizeData → BasicLogging → Identifiable
  118. def validateAndTransformSchema(schema: StructType): StructType
    Attributes
    protected
    Definition Classes
    SummarizeDataParams
  119. val ver: String
    Definition Classes
    BasicLogging
  120. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  121. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  122. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  123. def write: MLWriter
    Definition Classes
    DefaultParamsWritable → MLWritable

Inherited from BasicLogging

Inherited from SummarizeDataParams

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from Wrappable

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