class SummarizeData extends Transformer with SummarizeDataParams with SynapseMLLogging

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

Linear Supertypes
SynapseMLLogging, SummarizeDataParams, DefaultParamsWritable, MLWritable, Wrappable, RWrappable, PythonWrappable, BaseWrappable, Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. SummarizeData
  2. SynapseMLLogging
  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. def getParamInfo(p: Param[_]): ParamInfo[_]
    Definition Classes
    BaseWrappable
  33. def getPayload(methodName: String, numCols: Option[Int], executionSeconds: Option[Double], exception: Option[Exception]): Map[String, String]
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  34. final def getPercentiles: Boolean

    Definition Classes
    SummarizeDataParams
  35. final def getSample: Boolean

    Definition Classes
    SummarizeDataParams
  36. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  37. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  38. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  39. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  40. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  41. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  42. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  43. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  44. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  45. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  46. def logBase(info: Map[String, String], featureName: Option[String]): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  47. def logBase(methodName: String, numCols: Option[Int], executionSeconds: Option[Double], featureName: Option[String]): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  48. def logClass(featureName: String): Unit
    Definition Classes
    SynapseMLLogging
  49. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  50. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  51. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  52. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  53. def logErrorBase(methodName: String, e: Exception): Unit
    Attributes
    protected
    Definition Classes
    SynapseMLLogging
  54. def logFit[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  55. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  56. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  57. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  58. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  59. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  60. def logTransform[T](f: ⇒ T, columns: Int): T
    Definition Classes
    SynapseMLLogging
  61. def logVerb[T](verb: String, f: ⇒ T, columns: Option[Int] = None): T
    Definition Classes
    SynapseMLLogging
  62. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  63. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  64. def makePyFile(conf: CodegenConfig): Unit
    Definition Classes
    PythonWrappable
  65. def makeRFile(conf: CodegenConfig): Unit
    Definition Classes
    RWrappable
  66. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  67. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  68. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  69. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  70. final val percentiles: BooleanParam

    Compute percentiles.

    Compute percentiles. Default is true

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

    Compute sample statistics.

    Compute sample statistics. Default is true.

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

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

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

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

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

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

Inherited from SynapseMLLogging

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