PMML Preprocessing

The Google Prediction API now supports preprocessing your data against a PMML transform specified using PMML 4.0 syntax. Google Prediction does not currently support importing a complete PMML model that includes data. PMML preprocessing can be applied to both categorical or regression models.

Basic Usage

Specify a transformation to apply to your data using a subset of the PMML 4.0 syntax. The resulting transformed file will be used to train your model.

Google Prediction supports the following main elements:

<DataDictionary> - This element maps <DataField> elements to features in your original input file. Every child <DataField> element is assigned to an input field. These elements will be referenced by the <TransformationDictionary> elements. The supported data types for <DataField> elements are string, integer, float, double, and boolean. Note that the label or regression value is never referenced or transformed, but is imported unchanged for each example.
<TransformationDictionary> - This element describes how each example should be transformed. Values can be constants, modified <DataField> values, or unmodified <DataField> values. Your output file can have more or fewer columns than your input file. Note that the <EXPRESSION> element supports all child elements except <Aggregate> . To include an unmodified feature from the input data, simply specify a <FieldRef> element for that feature.

Note: None of the <...Model> elements are supported. For example: <AssociationModel> , <NaiveBayesModel> , and <TextModel> .

You can find a complete description of all supported elements and attributes below. You can find the full PMML standard at http://dmg.org/pmml-v4-0-1.html .

Example

The following example preprocesses a three-example regression data file with one feature and one value. The training data attempts to train a model that learns the function y=1 + 2*x + x ² from a set of examples, given 1, x, and x ² (that is, Prediction will learn the 2*x coefficient through machine learning). The input data consists of two features: y and x. The output data has three features: y, 1, x, x ² :

Source Data CSV (y, x)	PMML Transformation	Processed Data CSV
`4, 1 9, 2 16, 3`	`y, 1, x, x ²`	`4, 1, 1, 1 9, 1, 2, 4 16, 1, 3, 9`

PMML Transform:

<PMML version="4.0"
    xsi:schemaLocation="http://www.dmg.org/PMML-4_0
    http://www.dmg.org/v4-0/pmml-4-0.xsd"
    xmlns="http://www.dmg.org/PMML-4_0"
    xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
  <Header copyright="Copyright (c) 2011 Google, Inc.  All rights reserved.">
    <Application name="Google Prediction API Sample" version="1.4"/>
  </Header>
  <DataDictionary numberOfFields="1">
    <DataField name="X" optype="continuous" dataType="double"/>
  </DataDictionary>
  <TransformationDictionary>
    <DerivedField name="Y1" dataType="double" optype="continuous">
      <Constant>1.0</Constant>
    </DerivedField>
    <DerivedField name="Y2" dataType="double" optype="continuous">
      <FieldRef field="X"/>
    </DerivedField>
    <DerivedField name="Y3" dataType="double" optype="continuous">
      <Apply function="pow">
        <FieldRef field="X"/>
        <Constant>2.0</Constant>
      </Apply>
    </DerivedField>
  </TransformationDictionary>
</PMML>

Detailed Schema

The following schema shows exactly which elements and attributes are supported. The supported elements and attributes are shown in black; the unsupported elements and attributes are shown in gray. You can toggle the page to show or hide both supported and unsupported elements.

Show both (Supported: black; Unsupported: gray)

<xs:schema
    xmlns:xs="http://www.w3.org/2001/XMLSchema"
    targetNamespace="http://www.dmg.org/PMML-4_0"
    xmlns="http://www.dmg.org/PMML-4_0"
    elementFormDefault="unqualified">
  <xs:element name="PMML">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Header"/>
        <xs:element ref="MiningBuildTask" minOccurs="0"/>
        <xs:element ref="DataDictionary"/>
        <xs:element ref="TransformationDictionary" minOccurs="0"/>
        <xs:sequence minOccurs="0" maxOccurs="unbounded">
         <xs:choice>
            <xs:element ref="AssociationModel"/>
            <xs:element ref="ClusteringModel"/>
            <xs:element ref="GeneralRegressionModel"/>
            <xs:element ref="MiningModel"/>
            <xs:element ref="NaiveBayesModel"/>
            <xs:element ref="NeuralNetwork"/>
            <xs:element ref="RegressionModel"/>
            <xs:element ref="RuleSetModel"/>
            <xs:element ref="SequenceModel"/>
            <xs:element ref="SupportVectorMachineModel"/>
            <xs:element ref="TextModel"/>
            <xs:element ref="TimeSeriesModel"/>
            <xs:element ref="TreeModel"/>
          </xs:choice>
        </xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="version" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="MiningBuildTask">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="MINING-FUNCTION">
    <xs:restriction base="xs:string">
      <xs:enumeration value="associationRules"/>
      <xs:enumeration value="sequences"/>
      <xs:enumeration value="classification"/>
      <xs:enumeration value="regression"/>
      <xs:enumeration value="clustering"/>
      <xs:enumeration value="timeSeries"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="Extension">
    <xs:complexType>
      <xs:complexContent mixed="true">
        <xs:restriction base="xs:anyType">
          <xs:sequence>
            <xs:any processContents="skip" minOccurs="0" maxOccurs="unbounded"/>
          </xs:sequence> 
          <xs:attribute name="extender" type="xs:string" use="optional"/>
          <xs:attribute name="name" type="xs:string" use="optional"/>
          <xs:attribute name="value" type="xs:string" use="optional"/>
        </xs:restriction>
      </xs:complexContent>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="NUMBER">
    <xs:restriction base="xs:double">
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="INT-NUMBER">
    <xs:restriction base="xs:integer">
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="REAL-NUMBER">
    <xs:restriction base="xs:double">
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="PROB-NUMBER">
    <xs:restriction base="xs:decimal">
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="PERCENTAGE-NUMBER">
    <xs:restriction base="xs:decimal">
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="FIELD-NAME">
    <xs:restriction base="xs:string">
    </xs:restriction>
  </xs:simpleType>
  <xs:complexType name="ArrayType" mixed="true">
    <xs:attribute name="n" type="INT-NUMBER" use="optional"/>
    <xs:attribute name="type" use="required">
      <xs:simpleType>
        <xs:restriction base="xs:string">
          <xs:enumeration value="int"/>
          <xs:enumeration value="real"/>
          <xs:enumeration value="string"/>
        </xs:restriction>
      </xs:simpleType>
    </xs:attribute>
  </xs:complexType>
 <xs:element name="Array" type="ArrayType"/>
  <xs:group name="NUM-ARRAY">
    <xs:choice>
      <xs:element ref="Array"/>
    </xs:choice>
  </xs:group>
  <xs:group name="INT-ARRAY">
    <xs:choice>
      <xs:element ref="Array"/>
    </xs:choice>
  </xs:group>
  <xs:group name="REAL-ARRAY">
    <xs:choice>
      <xs:element ref="Array"/>
    </xs:choice>
  </xs:group>
  <xs:group name="STRING-ARRAY">
    <xs:choice>
      <xs:element ref="Array"/>
    </xs:choice>
  </xs:group>
  <xs:element name="INT-SparseArray">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Indices" minOccurs="0"/>
        <xs:element ref="INT-Entries" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="n" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="defaultValue" type="INT-NUMBER" use="optional" default="0"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="REAL-SparseArray">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Indices" minOccurs="0"/>
        <xs:element ref="REAL-Entries" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="n" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="defaultValue" type="REAL-NUMBER" use="optional" default="0"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Indices">
    <xs:simpleType>
      <xs:list itemType="xs:int"/>
    </xs:simpleType>
  </xs:element>
  <xs:element name="INT-Entries">
    <xs:simpleType>
      <xs:list itemType="xs:int"/>
    </xs:simpleType>
  </xs:element>
  <xs:element name="REAL-Entries">
    <xs:simpleType>
      <xs:list itemType="xs:double"/>
    </xs:simpleType>
  </xs:element>
  <xs:element name="Matrix">
    <xs:complexType>
      <xs:choice minOccurs="0">
        <xs:group ref="NUM-ARRAY" maxOccurs="unbounded"/>
        <xs:element ref="MatCell" maxOccurs="unbounded"/>
      </xs:choice>
      <xs:attribute name="kind" use="optional" default="any" >
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="diagonal"/>
            <xs:enumeration value="symmetric"/>
            <xs:enumeration value="any"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="nbRows" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="nbCols" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="diagDefault" type="REAL-NUMBER" use="optional"/>
      <xs:attribute name="offDiagDefault" type="REAL-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="MatCell">
    <xs:complexType >
      <xs:simpleContent>
        <xs:extension base="xs:string">
          <xs:attribute name="row" type="INT-NUMBER" use="required"/>
          <xs:attribute name="col" type="INT-NUMBER" use="required"/>
        </xs:extension>
      </xs:simpleContent>
    </xs:complexType>
  </xs:element>
  <xs:element name="Header">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element minOccurs="0" ref="Application"/>
        <xs:element minOccurs="0" maxOccurs="unbounded" ref="Annotation"/>
        <xs:element minOccurs="0" ref="Timestamp"/>
      </xs:sequence>
      <xs:attribute name="copyright" type="xs:string" use="required"/>
      <xs:attribute name="description" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Application">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="xs:string" use="required"/>
      <xs:attribute name="version" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Annotation">
    <xs:complexType mixed="true">
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="Timestamp">
    <xs:complexType mixed="true">
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="DataDictionary">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="DataField" maxOccurs="unbounded"/>
        <xs:element ref="Taxonomy" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="numberOfFields" type="xs:nonNegativeInteger"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="DataField">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:choice>
          <xs:element ref="Interval" minOccurs="0" maxOccurs="unbounded"/>
          <xs:element ref="Value"    minOccurs="0" maxOccurs="unbounded"/>
        </xs:choice>
      </xs:sequence>
      <xs:attribute name="name" type="FIELD-NAME" use="required"/>
      <xs:attribute name="displayName" type="xs:string"/>
      <xs:attribute name="optype" type="OPTYPE" use="required"/>
      <xs:attribute name="dataType" type="DATATYPE" use="required"/>
      <xs:attribute name="taxonomy" type="xs:string"/>
      <xs:attribute name="isCyclic" default="0">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="0"/>
            <xs:enumeration value="1"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="OPTYPE">      
    <xs:restriction base="xs:string">
      <xs:enumeration value="categorical"/>
      <xs:enumeration value="ordinal"/>
      <xs:enumeration value="continuous"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="DATATYPE">      
    <xs:restriction base="xs:string">
      <xs:enumeration value="string"/>
      <xs:enumeration value="integer"/>
      <xs:enumeration value="float"/>
      <xs:enumeration value="double"/>
      <xs:enumeration value="boolean"/>
      <xs:enumeration value="date"/>
      <xs:enumeration value="time"/>
      <xs:enumeration value="dateTime"/>
      <xs:enumeration value="dateDaysSince[0]"/>
      <xs:enumeration value="dateDaysSince[1960]"/>
      <xs:enumeration value="dateDaysSince[1970]"/>
      <xs:enumeration value="dateDaysSince[1980]"/>
      <xs:enumeration value="timeSeconds"/>
      <xs:enumeration value="dateTimeSecondsSince[0]"/>
      <xs:enumeration value="dateTimeSecondsSince[1960]"/>
      <xs:enumeration value="dateTimeSecondsSince[1970]"/>
      <xs:enumeration value="dateTimeSecondsSince[1980]"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="Value">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="value" type="xs:string" use="required"/>
      <xs:attribute name="displayValue" type="xs:string"/>
      <xs:attribute name="property" default="valid">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="valid"/>
            <xs:enumeration value="invalid"/>
            <xs:enumeration value="missing"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="Interval">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="closure" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="openClosed"/>
            <xs:enumeration value="openOpen"/>
            <xs:enumeration value="closedOpen"/>
            <xs:enumeration value="closedClosed"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="leftMargin" type="NUMBER"/>
      <xs:attribute name="rightMargin" type="NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="DefineFunction">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="ParameterField" minOccurs="1" maxOccurs="unbounded"/>
        <xs:group ref="EXPRESSION"/>
      </xs:sequence>
      <xs:attribute name="name" type="xs:string" use="required"/>
      <xs:attribute name="optype" type="OPTYPE" use="required"/>
      <xs:attribute name="dataType" type="DATATYPE"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ParameterField">
    <xs:complexType>
      <xs:attribute name="name" type="xs:string" use="required"/>
      <xs:attribute name="optype" type="OPTYPE"/>
      <xs:attribute name="dataType" type="DATATYPE"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Apply">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="EXPRESSION" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="function" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Taxonomy">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="ChildParent" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ChildParent">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:choice>
          <xs:element ref="TableLocator"/>
          <xs:element ref="InlineTable"/>
        </xs:choice>
      </xs:sequence>
      <xs:attribute name="childField" type="xs:string" use="required"/>
      <xs:attribute name="parentField" type="xs:string" use="required"/>
      <xs:attribute name="parentLevelField" type="xs:string" use="optional"/>
      <xs:attribute name="isRecursive" use="optional" default="no">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="no"/>
            <xs:enumeration value="yes"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="TableLocator">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="InlineTable">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="row" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="row">
    <xs:complexType>
      <xs:complexContent mixed="true">
        <xs:restriction base="xs:anyType">
          <xs:sequence>
            <xs:any processContents="skip" minOccurs="2" maxOccurs="unbounded"/>
          </xs:sequence> 
        </xs:restriction>
      </xs:complexContent>
    </xs:complexType>
  </xs:element>
  <xs:group name="EXPRESSION">
    <xs:choice>
      <xs:element ref="Constant"/>
      <xs:element ref="FieldRef"/>
      <xs:element ref="NormContinuous"/>
      <xs:element ref="NormDiscrete"/>
      <xs:element ref="Discretize"/>
      <xs:element ref="MapValues"/>
      <xs:element ref="Apply"/>
      <xs:element ref="Aggregate"/>
    </xs:choice>
  </xs:group>
  <xs:element name="TransformationDictionary">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="DefineFunction"  minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="DerivedField" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="LocalTransformations">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="DerivedField" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="DerivedField">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="EXPRESSION"/>
        <xs:element ref="Value" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="FIELD-NAME"/>
      <xs:attribute name="displayName" type="xs:string"/>
      <xs:attribute name="optype" type="OPTYPE" use="required"/>
      <xs:attribute name="dataType" type="DATATYPE" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Constant">
    <xs:complexType>
      <xs:simpleContent>
        <xs:extension base="xs:string">
          <xs:attribute name="dataType" type="DATATYPE"/>
        </xs:extension>
      </xs:simpleContent>
    </xs:complexType>
  </xs:element>
  <xs:element name="FieldRef">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NormContinuous">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="LinearNorm" minOccurs="2" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="mapMissingTo" type="NUMBER"/>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="outliers" type="OUTLIER-TREATMENT-METHOD" default="asIs"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="LinearNorm">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="orig" type="NUMBER" use="required"/>
      <xs:attribute name="norm" type="NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NormDiscrete">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="method" fixed="indicator" >
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="indicator"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="value" type="xs:string" use="required"/>
      <xs:attribute name="mapMissingTo" type="NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Discretize">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="DiscretizeBin" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="mapMissingTo" type="xs:string"/>
      <xs:attribute name="defaultValue" type="xs:string"/>
      <xs:attribute name="dataType" type="DATATYPE"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="DiscretizeBin">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Interval"/>
      </xs:sequence>
      <xs:attribute name="binValue" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="MapValues">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="FieldColumnPair"/>
        <xs:choice minOccurs="0">
          <xs:element ref="TableLocator"/>
          <xs:element ref="InlineTable"/>
        </xs:choice>
      </xs:sequence>
      <xs:attribute name="mapMissingTo" type="xs:string"/>
      <xs:attribute name="defaultValue" type="xs:string"/>
      <xs:attribute name="outputColumn" type="xs:string" use="required"/>
      <xs:attribute name="dataType" type="DATATYPE"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="FieldColumnPair">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="column" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Aggregate">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="function" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="count"/>
            <xs:enumeration value="sum"/>
            <xs:enumeration value="average"/>
            <xs:enumeration value="min"/>
            <xs:enumeration value="max"/>
            <xs:enumeration value="multiset"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="groupField" type="FIELD-NAME"/>
      <xs:attribute name="sqlWhere" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="MiningSchema">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="MiningField"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="MiningField">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="FIELD-NAME" use="required"/>
      <xs:attribute name="usageType" type="FIELD-USAGE-TYPE" default="active"/>
      <xs:attribute name="optype" type="OPTYPE"/>
      <xs:attribute name="importance" type="PROB-NUMBER"/>
      <xs:attribute name="outliers" type="OUTLIER-TREATMENT-METHOD" default="asIs"/>
      <xs:attribute name="lowValue" type="NUMBER"/>
      <xs:attribute name="highValue" type="NUMBER"/>
      <xs:attribute name="missingValueReplacement" type="xs:string"/>
      <xs:attribute name="missingValueTreatment" type="MISSING-VALUE-TREATMENT-METHOD"/>
      <xs:attribute name="invalidValueTreatment" type="INVALID-VALUE-TREATMENT-METHOD" default="returnInvalid"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="FIELD-USAGE-TYPE">
    <xs:restriction base="xs:string">
      <xs:enumeration value="active"/>
      <xs:enumeration value="predicted"/>
      <xs:enumeration value="supplementary"/>
      <xs:enumeration value="group"/>
      <xs:enumeration value="order"/>
      <xs:enumeration value="frequencyWeight"/>
      <xs:enumeration value="analysisWeight"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="OUTLIER-TREATMENT-METHOD">
    <xs:restriction base="xs:string">
      <xs:enumeration value="asIs"/>
      <xs:enumeration value="asMissingValues"/>
      <xs:enumeration value="asExtremeValues"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="MISSING-VALUE-TREATMENT-METHOD">
    <xs:restriction base="xs:string">
      <xs:enumeration value="asIs"/>
      <xs:enumeration value="asMean"/>
      <xs:enumeration value="asMode"/>
      <xs:enumeration value="asMedian"/>
      <xs:enumeration value="asValue"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="INVALID-VALUE-TREATMENT-METHOD">
    <xs:restriction base="xs:string">
      <xs:enumeration value="returnInvalid"/>
      <xs:enumeration value="asIs"/>
      <xs:enumeration value="asMissing"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="ModelStats">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="UnivariateStats" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="UnivariateStats">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Counts" minOccurs="0"/>
        <xs:element ref="NumericInfo" minOccurs="0"/>
        <xs:element ref="DiscrStats" minOccurs="0"/>
        <xs:element ref="ContStats" minOccurs="0"/>
        <xs:element ref="Anova" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME"/>
      <xs:attribute name="weighted" default="0">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="0"/>
            <xs:enumeration value="1"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute> 
    </xs:complexType>
  </xs:element>
  <xs:element name="Counts">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="totalFreq" type="NUMBER" use="required"/>
      <xs:attribute name="missingFreq" type="NUMBER"/>
      <xs:attribute name="invalidFreq" type="NUMBER"/>
      <xs:attribute name="cardinality" type="xs:nonNegativeInteger"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NumericInfo">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Quantile" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="minimum" type="NUMBER"/>
      <xs:attribute name="maximum" type="NUMBER"/>
      <xs:attribute name="mean" type="NUMBER"/>
      <xs:attribute name="standardDeviation" type="NUMBER"/>
      <xs:attribute name="median" type="NUMBER"/>
      <xs:attribute name="interQuartileRange" type="NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Quantile">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="quantileLimit" type="PERCENTAGE-NUMBER" use="required"/>
      <xs:attribute name="quantileValue" type="NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="DiscrStats">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Array" minOccurs="0" maxOccurs="2"/>
      </xs:sequence>
      <xs:attribute name="modalValue" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ContStats">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Interval" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="FrequenciesType" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="totalValuesSum" type="NUMBER"/>
      <xs:attribute name="totalSquaresSum" type="NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:group name="FrequenciesType">
    <xs:sequence>
      <xs:group ref="NUM-ARRAY" minOccurs="1" maxOccurs="3"/>
    </xs:sequence>
  </xs:group>
  <xs:element name="Anova">
    <xs:complexType>
          <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="AnovaRow" minOccurs="3" maxOccurs="3"/>
      </xs:sequence>
      <xs:attribute name="target" type="FIELD-NAME"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="AnovaRow">
    <xs:complexType>
          <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="type" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="Model"/>
            <xs:enumeration value="Error"/>
            <xs:enumeration value="Total"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="sumOfSquares" type="NUMBER" use="required"/>
      <xs:attribute name="degreesOfFreedom" type="NUMBER" use="required"/>
      <xs:attribute name="meanOfSquares" type="NUMBER"/>
      <xs:attribute name="fValue" type="NUMBER"/>
      <xs:attribute name="pValue" type="PROB-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Partition">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="PartitionFieldStats" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="xs:string" use="required"/>
      <xs:attribute name="size" type="NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="PartitionFieldStats">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Counts" minOccurs="0"/>
        <xs:element ref="NumericInfo" minOccurs="0"/>
        <xs:group ref="FrequenciesType" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="weighted" default="0">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="0"/>
            <xs:enumeration value="1"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="Output">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="OutputField" minOccurs="1" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="OutputField">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="FIELD-NAME" use="required"/>
      <xs:attribute name="displayName" type="xs:string"/>
      <xs:attribute name="optype" type="OPTYPE"/>
      <xs:attribute name="dataType" type="DATATYPE"/>
      <xs:attribute name="targetField" type="FIELD-NAME"/>
      <xs:attribute name="feature" type="RESULT-FEATURE"/>
      <xs:attribute name="value" type="xs:string"/>
      <xs:attribute name="ruleFeature" type="RULE-FEATURE" default="consequent"/>
      <xs:attribute name="algorithm" default="exclusiveRecommendation">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="recommendation"/>
            <xs:enumeration value="exclusiveRecommendation"/>
            <xs:enumeration value="ruleAssociation"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="rank" type="INT-NUMBER" default="1"/>
      <xs:attribute name="rankBasis" default="confidence">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="confidence"/>
            <xs:enumeration value="support"/>
            <xs:enumeration value="lift"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="rankOrder" default="descending">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="descending"/>
            <xs:enumeration value="ascending"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="isMultiValued" default="0"/>
   </xs:complexType>
  </xs:element>
  <xs:simpleType name="RESULT-FEATURE">
    <xs:restriction base="xs:string">
      <xs:enumeration value="predictedValue"/>
      <xs:enumeration value="predictedDisplayValue"/>
      <xs:enumeration value="probability"/>
      <xs:enumeration value="residual"/>
      <xs:enumeration value="standardError"/>
      <xs:enumeration value="clusterId"/>
      <xs:enumeration value="clusterAffinity"/>
      <xs:enumeration value="entityId"/>
      <xs:enumeration value="entityAffinity"/>
      <xs:enumeration value="warning"/>
      <xs:enumeration value="ruleValue"/>    
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="RULE-FEATURE">
    <xs:restriction base="xs:string">
      <xs:enumeration value="antecedent"/>
      <xs:enumeration value="consequent"/>
      <xs:enumeration value="rule"/>
      <xs:enumeration value="ruleId"/>
      <xs:enumeration value="confidence"/>
      <xs:enumeration value="support"/>
      <xs:enumeration value="lift"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="Targets">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Target" maxOccurs="unbounded"  />
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="Target">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="TargetValue" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="optype" type="OPTYPE"/>
      <xs:attribute name="castInteger" >
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="round"/>
            <xs:enumeration value="ceiling"/>
            <xs:enumeration value="floor"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="min" type="xs:double"/>
      <xs:attribute name="max" type="xs:double"/>
      <xs:attribute name="rescaleConstant" type="xs:double" default="0"/>
      <xs:attribute name="rescaleFactor" type="xs:double" default="1"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="TargetValue">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Partition" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="value" type="xs:string"/>
      <xs:attribute name="displayValue" type="xs:string"/>
      <xs:attribute name="priorProbability" type="PROB-NUMBER"/>
      <xs:attribute name="defaultValue" type="NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NeuralNetwork">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="NeuralInputs"/>
        <xs:element maxOccurs="unbounded" ref="NeuralLayer"/>
        <xs:element minOccurs="0" ref="NeuralOutputs"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="activationFunction" type="ACTIVATION-FUNCTION" use="required"/>
      <xs:attribute name="normalizationMethod" type="NN-NORMALIZATION-METHOD" default="none"/>
      <xs:attribute name="threshold" type="REAL-NUMBER" default="0"/>
      <xs:attribute name="width" type="REAL-NUMBER"/>
      <xs:attribute name="altitude" type="REAL-NUMBER" default="1.0"/>
      <xs:attribute name="numberOfLayers" type="xs:nonNegativeInteger"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NeuralInputs">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="NeuralInput"/>
      </xs:sequence>
      <xs:attribute name="numberOfInputs" type="xs:nonNegativeInteger"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NeuralLayer">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="Neuron"/>
      </xs:sequence>
      <xs:attribute name="numberOfNeurons" type="xs:nonNegativeInteger"/>
      <xs:attribute name="activationFunction" type="ACTIVATION-FUNCTION"/>
      <xs:attribute name="threshold" type="REAL-NUMBER"/>
      <xs:attribute name="width" type="REAL-NUMBER"/>
      <xs:attribute name="altitude" type="REAL-NUMBER"/>
      <xs:attribute name="normalizationMethod" type="NN-NORMALIZATION-METHOD"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NeuralOutputs">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="NeuralOutput"/>
      </xs:sequence>
      <xs:attribute name="numberOfOutputs" type="xs:nonNegativeInteger"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="ACTIVATION-FUNCTION">
    <xs:restriction base="xs:string">
      <xs:enumeration value="threshold"/>
      <xs:enumeration value="logistic"/>
      <xs:enumeration value="tanh"/>
      <xs:enumeration value="identity"/>
      <xs:enumeration value="exponential"/>
      <xs:enumeration value="reciprocal"/>
      <xs:enumeration value="square"/>
      <xs:enumeration value="Gauss"/>
      <xs:enumeration value="sine"/>
      <xs:enumeration value="cosine"/>
      <xs:enumeration value="Elliott"/>
      <xs:enumeration value="arctan"/>
      <xs:enumeration value="radialBasis"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="NN-NORMALIZATION-METHOD">
    <xs:restriction base="xs:string">
      <xs:enumeration value="none"/>
      <xs:enumeration value="simplemax"/>
      <xs:enumeration value="softmax"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="NN-NEURON-ID">
    <xs:restriction base="xs:string"/>
  </xs:simpleType>
  <xs:simpleType name="NN-NEURON-IDREF">
    <xs:restriction base="xs:string"/>
  </xs:simpleType>
  <xs:element name="NeuralInput">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="DerivedField"/>
      </xs:sequence>
      <xs:attribute name="id" type="NN-NEURON-ID" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Neuron">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="Con"/>
      </xs:sequence>
      <xs:attribute name="id" type="NN-NEURON-ID" use="required"/>
      <xs:attribute name="bias" type="REAL-NUMBER"/>
      <xs:attribute name="width" type="REAL-NUMBER"/>
      <xs:attribute name="altitude" type="REAL-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Con">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="from" type="NN-NEURON-IDREF" use="required"/>
      <xs:attribute name="weight" type="REAL-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NeuralOutput">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="DerivedField"/>
      </xs:sequence>
      <xs:attribute name="outputNeuron" type="NN-NEURON-IDREF" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ClusteringModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="ComparisonMeasure"/>
        <xs:element ref="ClusteringField" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MissingValueWeights" minOccurs="0"/>
        <xs:element ref="Cluster" maxOccurs="unbounded"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string" use="optional"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string" use="optional"/>
      <xs:attribute name="modelClass" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="centerBased"/>
            <xs:enumeration value="distributionBased"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="numberOfClusters" type="INT-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="MissingValueWeights">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="NUM-ARRAY"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="Cluster">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="KohonenMap" minOccurs="0"/>
        <xs:group ref="NUM-ARRAY" minOccurs="0"/>
        <xs:element ref="Partition" minOccurs="0"/>
        <xs:element ref="Covariances" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="name" type="xs:string" use="optional"/>
      <xs:attribute name="size" type="xs:nonNegativeInteger" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="KohonenMap">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="coord1" type="xs:float" use="optional"/>
      <xs:attribute name="coord2" type="xs:float" use="optional"/>
      <xs:attribute name="coord3" type="xs:float" use="optional"/>
      </xs:complexType>
  </xs:element>
  <xs:element name="Covariances">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Matrix"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="ClusteringField">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Comparisons" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="isCenterField" default="true">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="true"/>
            <xs:enumeration value="false"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="fieldWeight" type="REAL-NUMBER" default="1"/>
      <xs:attribute name="similarityScale" type="REAL-NUMBER" use="optional"/>
      <xs:attribute name="compareFunction" type="COMPARE-FUNCTION" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Comparisons">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Matrix"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="COMPARE-FUNCTION">
    <xs:restriction base="xs:string">
      <xs:enumeration value="absDiff"/>
      <xs:enumeration value="gaussSim"/>
      <xs:enumeration value="delta"/>
      <xs:enumeration value="equal"/>
      <xs:enumeration value="table"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="ComparisonMeasure">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:choice>
          <xs:element ref="euclidean"/>
          <xs:element ref="squaredEuclidean"/>
          <xs:element ref="chebychev"/>
          <xs:element ref="cityBlock"/>
          <xs:element ref="minkowski"/>
          <xs:element ref="simpleMatching"/>
          <xs:element ref="jaccard"/>
          <xs:element ref="tanimoto"/>
          <xs:element ref="binarySimilarity"/>
        </xs:choice>
      </xs:sequence>
      <xs:attribute name="kind" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="distance"/>
            <xs:enumeration value="similarity"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="compareFunction" type="COMPARE-FUNCTION" default="absDiff"/>
      <xs:attribute name="minimum" type="NUMBER" use="optional"/>
      <xs:attribute name="maximum" type="NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="euclidean">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="squaredEuclidean">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="cityBlock">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="chebychev">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="minkowski">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="p-parameter" type="NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="simpleMatching">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="jaccard">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="tanimoto">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="binarySimilarity">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="c00-parameter" type="NUMBER" use="required"/>
      <xs:attribute name="c01-parameter" type="NUMBER" use="required"/>
      <xs:attribute name="0-parameter" type="NUMBER" use="required"/>
      <xs:attribute name="1-parameter" type="NUMBER" use="required"/>
      <xs:attribute name="d00-parameter" type="NUMBER" use="required"/>
      <xs:attribute name="d01-parameter" type="NUMBER" use="required"/>
      <xs:attribute name="d10-parameter" type="NUMBER" use="required"/>
      <xs:attribute name="d11-parameter" type="NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="AssociationModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="Item" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Itemset" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="AssociationRule" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="numberOfTransactions" type="INT-NUMBER" use="required"/>
      <xs:attribute name="maxNumberOfItemsPerTA" type="INT-NUMBER"/>
      <xs:attribute name="avgNumberOfItemsPerTA" type="REAL-NUMBER"/>
      <xs:attribute name="minimumSupport" type="PROB-NUMBER" use="required"/>
      <xs:attribute name="minimumConfidence" type="PROB-NUMBER" use="required"/>
      <xs:attribute name="lengthLimit" type="INT-NUMBER"/>
      <xs:attribute name="numberOfItems" type="INT-NUMBER" use="required"/>
      <xs:attribute name="numberOfItemsets" type="INT-NUMBER" use="required"/>
      <xs:attribute name="numberOfRules" type="INT-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Item">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="id" type="xs:string" use="required"/>
      <xs:attribute name="value" type="xs:string" use="required"/>
      <xs:attribute name="mappedValue" type="xs:string"/>
      <xs:attribute name="weight" type="REAL-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Itemset">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element minOccurs="0" maxOccurs="unbounded" ref="ItemRef"/>
      </xs:sequence>
      <xs:attribute name="id" type="xs:string" use="required"/>
      <xs:attribute name="support" type="PROB-NUMBER"/>
      <xs:attribute name="numberOfItems" type="xs:nonNegativeInteger"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ItemRef">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="itemRef" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="AssociationRule">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="antecedent" type="xs:string" use="required"/>
      <xs:attribute name="consequent" type="xs:string" use="required"/>
      <xs:attribute name="support" type="PROB-NUMBER" use="required"/>
      <xs:attribute name="confidence" type="PROB-NUMBER" use="required"/>
      <xs:attribute name="lift" type="xs:float" use="optional"/>
      <xs:attribute name="id" type="xs:string" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="TreeModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="Node"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="missingValueStrategy" type="MISSING-VALUE-STRATEGY" default="none"/>
      <xs:attribute name="missingValuePenalty" type="PROB-NUMBER" default="1.0"/>
      <xs:attribute name="noTrueChildStrategy" type="NO-TRUE-CHILD-STRATEGY" default="returnNullPrediction"/>
      <xs:attribute name="splitCharacteristic" default="multiSplit">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="binarySplit"/>
            <xs:enumeration value="multiSplit"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="Node">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="PREDICATE"/>
        <xs:choice>
          <xs:sequence>
            <xs:element ref="Partition" minOccurs="0"/>
            <xs:element ref="ScoreDistribution" minOccurs="0" maxOccurs="unbounded"/>
            <xs:element ref="Node" minOccurs="0" maxOccurs="unbounded"/>
          </xs:sequence>
          <xs:group ref="EmbeddedModel"/>
        </xs:choice>
      </xs:sequence>
      <xs:attribute name="id" type="xs:string"/>
      <xs:attribute name="score" type="xs:string"/>
      <xs:attribute name="recordCount" type="NUMBER"/>
      <xs:attribute name="defaultChild" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:group name="PREDICATE">
    <xs:choice>
      <xs:element ref="SimplePredicate"/>
      <xs:element ref="CompoundPredicate"/>
      <xs:element ref="SimpleSetPredicate"/>
      <xs:element ref="True"/>
      <xs:element ref="False"/>
    </xs:choice>
  </xs:group>
  <xs:element name="SimplePredicate">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="operator" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="equal"/>
            <xs:enumeration value="notEqual"/>
            <xs:enumeration value="lessThan"/>
            <xs:enumeration value="lessOrEqual"/>
            <xs:enumeration value="greaterThan"/>
            <xs:enumeration value="greaterOrEqual"/>
            <xs:enumeration value="isMissing"/>
            <xs:enumeration value="isNotMissing"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="value" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="CompoundPredicate">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:sequence minOccurs="2" maxOccurs="unbounded">
          <xs:group ref="PREDICATE"/>
        </xs:sequence>
      </xs:sequence>
      <xs:attribute name="booleanOperator" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="or"/>
            <xs:enumeration value="and"/>
            <xs:enumeration value="xor"/>
            <xs:enumeration value="surrogate"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="SimpleSetPredicate">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Array"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="booleanOperator" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="isIn"/>
            <xs:enumeration value="isNotIn"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="True">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="False">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="ScoreDistribution">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="value" type="xs:string" use="required"/>
      <xs:attribute name="recordCount" type="NUMBER" use="required"/>
      <xs:attribute name="confidence" type="PROB-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="MISSING-VALUE-STRATEGY">
    <xs:restriction base="xs:string">
      <xs:enumeration value="lastPrediction"/>
      <xs:enumeration value="nullPrediction"/>
      <xs:enumeration value="defaultChild"/>
      <xs:enumeration value="weightedConfidence"/>
      <xs:enumeration value="aggregateNodes"/>
      <xs:enumeration value="none"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="NO-TRUE-CHILD-STRATEGY">
    <xs:restriction base="xs:string">
      <xs:enumeration value="returnNullPrediction"/>
      <xs:enumeration value="returnLastPrediction"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="RegressionModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="RegressionTable" maxOccurs="unbounded"/>
        <!-- optionally, specification of the decision logic -->
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="modelType" use="optional">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="linearRegression"/>
            <xs:enumeration value="stepwisePolynomialRegression"/>
            <xs:enumeration value="logisticRegression"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="targetFieldName" type="FIELD-NAME" use="optional"/>
      <xs:attribute name="normalizationMethod" type="REGRESSIONNORMALIZATIONMETHOD" default="none"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="REGRESSIONNORMALIZATIONMETHOD">
    <xs:restriction base="xs:string">
      <xs:enumeration value="none"/>
      <xs:enumeration value="simplemax"/>
      <xs:enumeration value="softmax"/>
      <xs:enumeration value="logit"/>
      <xs:enumeration value="probit"/>
      <xs:enumeration value="cloglog"/>
      <xs:enumeration value="exp"/>
      <xs:enumeration value="loglog"/>
      <xs:enumeration value="cauchit"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="RegressionTable">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="NumericPredictor" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="CategoricalPredictor" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="PredictorTerm" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="intercept" type="REAL-NUMBER" use="required"/>
      <xs:attribute name="targetCategory" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NumericPredictor">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="FIELD-NAME" use="required"/>
      <xs:attribute name="exponent" type="INT-NUMBER" default="1"/>
      <xs:attribute name="coefficient" type="REAL-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="CategoricalPredictor">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="FIELD-NAME" use="required"/>
      <xs:attribute name="value" type="xs:string" use="required"/>
      <xs:attribute name="coefficient" type="REAL-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="PredictorTerm">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="FieldRef" minOccurs="1" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="coefficient" type="REAL-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="RuleSetModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="RuleSet"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string" use="optional"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="RuleSet">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="RuleSelectionMethod" minOccurs="1" maxOccurs="unbounded"/>
        <xs:element ref="ScoreDistribution" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="Rule" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="recordCount" type="NUMBER" use="optional"/>
      <xs:attribute name="nbCorrect" type="NUMBER" use="optional"/>
      <xs:attribute name="defaultScore" type="xs:string" use="optional"/>
      <xs:attribute name="defaultConfidence" type="NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="RuleSelectionMethod">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="criterion" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="weightedSum"/>
            <xs:enumeration value="weightedMax"/>
            <xs:enumeration value="firstHit"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:group name="Rule">
    <xs:choice>
      <xs:element ref="SimpleRule"/>
      <xs:element ref="CompoundRule"/>
    </xs:choice>
  </xs:group>
  <xs:element name="SimpleRule">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
         <xs:group ref="PREDICATE"/>
         <xs:element ref="ScoreDistribution" minOccurs="0" maxOccurs="unbounded"/>
       </xs:sequence>
       <xs:attribute name="id" type="xs:string" use="optional"/>
       <xs:attribute name="score" type="xs:string" use="required"/>
       <xs:attribute name="recordCount" type="NUMBER" use="optional"/>
       <xs:attribute name="nbCorrect" type="NUMBER" use="optional"/>
       <xs:attribute name="confidence" type="NUMBER" use="optional"/>
     <xs:attribute name="weight" type="NUMBER" use="optional"/>
   </xs:complexType>
 </xs:element>
  <xs:element name="CompoundRule">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="PREDICATE"/>
        <xs:group ref="Rule" minOccurs="1" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="SupportVectorMachineModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:sequence>
          <xs:choice>
            <xs:element ref="LinearKernelType"/>
            <xs:element ref="PolynomialKernelType"/>
            <xs:element ref="RadialBasisKernelType"/>
            <xs:element ref="SigmoidKernelType"/>
          </xs:choice>
        </xs:sequence>
        <xs:element ref="VectorDictionary"/>
        <xs:element ref="SupportVectorMachine" maxOccurs="unbounded"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string" use="optional"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string" use="optional"/>
      <xs:attribute name="threshold" type="REAL-NUMBER" use="optional" default="0"/>
      <xs:attribute name="svmRepresentation" type="SVM-REPRESENTATION" use="optional" default="SupportVectors"/>
      <xs:attribute name="classificationMethod" type="SVM-CLASSIFICATION-METHOD" use="optional" default="OneAgainstAll"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="SVM-CLASSIFICATION-METHOD">
    <xs:restriction base="xs:string">
      <xs:enumeration value="OneAgainstAll"/>
      <xs:enumeration value="OneAgainstOne"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="SVM-REPRESENTATION">
    <xs:restriction base="xs:string">
      <xs:enumeration value="SupportVectors"/>
      <xs:enumeration value="Coefficients"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="LinearKernelType">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="description" type="xs:string" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="PolynomialKernelType">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="description" type="xs:string" use="optional"/>
      <xs:attribute name="gamma" type="REAL-NUMBER" use="optional" default="1"/>
      <xs:attribute name="coef0" type="REAL-NUMBER" use="optional" default="1"/>
      <xs:attribute name="degree" type="REAL-NUMBER" use="optional" default="1"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="RadialBasisKernelType">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="description" type="xs:string" use="optional"/>
      <xs:attribute name="gamma" type="REAL-NUMBER" use="optional" default="1"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="SigmoidKernelType">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="description" type="xs:string" use="optional"/>
      <xs:attribute name="gamma" type="REAL-NUMBER" use="optional" default="1"/>
      <xs:attribute name="coef0" type="REAL-NUMBER" use="optional" default="1"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="VECTOR-ID">
    <xs:restriction base="xs:string"/>
  </xs:simpleType>
  <xs:element name="VectorDictionary">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="VectorFields"/>
        <xs:element ref="VectorInstance" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="numberOfVectors" type="INT-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="VectorFields">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="FieldRef" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="numberOfFields" type="INT-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="VectorInstance">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:choice>
          <xs:element ref="REAL-SparseArray"/>
          <xs:group ref="REAL-ARRAY"/>
        </xs:choice>
      </xs:sequence>
      <xs:attribute name="id" type="VECTOR-ID" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="SupportVectorMachine">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="SupportVectors" minOccurs="0"/>
        <xs:element ref="Coefficients"/>
      </xs:sequence>
      <xs:attribute name="targetCategory" type="xs:string" use="optional"/>
      <xs:attribute name="alternateTargetCategory" type="xs:string" use="optional"/>
      <xs:attribute name="threshold" type="REAL-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="SupportVectors">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="SupportVector" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="numberOfSupportVectors" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="numberOfAttributes" type="INT-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="SupportVector">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="vectorId" type="VECTOR-ID" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Coefficients">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Coefficient" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="numberOfCoefficients" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="absoluteValue" type="REAL-NUMBER" use="optional" default="0"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Coefficient">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="value" type="REAL-NUMBER" use="optional" default="0"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="TextModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="TextDictionary"/>
        <xs:element ref="TextCorpus"/>
        <xs:element ref="DocumentTermMatrix"/>
        <xs:element ref="TextModelNormalization" minOccurs="0"/>
        <xs:element ref="TextModelSimiliarity" minOccurs="0"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="numberOfTerms" type="xs:integer" use="required"/>
      <xs:attribute name="numberOfDocuments" type="xs:integer" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="TextDictionary">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Taxonomy" minOccurs="0"/>
        <xs:group ref="STRING-ARRAY"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="TextCorpus">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="TextDocument" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="TextDocument">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="id" type="xs:string" use="required"/>
      <xs:attribute name="name" type="xs:string" use="optional"/>
      <xs:attribute name="length" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="file" type="xs:string" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="DocumentTermMatrix">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Matrix"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="TextModelNormalization">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="localTermWeights" default="termFrequency">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="termFrequency"/>
            <xs:enumeration value="binary"/>
            <xs:enumeration value="logarithmic"/>
            <xs:enumeration value="augmentedNormalizedTermFrequency"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="globalTermWeights" default="inverseDocumentFrequency">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="inverseDocumentFrequency"/>
            <xs:enumeration value="none"/>
            <xs:enumeration value="GFIDF"/>
            <xs:enumeration value="normal"/>
            <xs:enumeration value="probabilisticInverse"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="documentNormalization" default="none">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="none"/>
            <xs:enumeration value="cosine"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="TextModelSimiliarity">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="similarityType">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="euclidean"/>
            <xs:enumeration value="cosine"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="GeneralRegressionModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element minOccurs="0" maxOccurs="unbounded" ref="Extension"/>
        <xs:element ref="MiningSchema"/>
        <xs:element minOccurs="0" ref="Output"/>
        <xs:element minOccurs="0" ref="ModelStats"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element minOccurs="0" ref="Targets"/>
        <xs:element minOccurs="0" ref="LocalTransformations"/>
        <xs:element ref="ParameterList"/>
        <xs:element minOccurs="0" ref="FactorList"/>
        <xs:element minOccurs="0" ref="CovariateList"/>
        <xs:element ref="PPMatrix"/>
        <xs:element minOccurs="0" ref="PCovMatrix"/>
        <xs:element ref="ParamMatrix"/>
        <xs:element minOccurs="0" ref="EventValues"/>
        <xs:element minOccurs="0" ref="BaseCumHazardTables"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="targetVariableName" type="FIELD-NAME"/>
      <xs:attribute name="modelType" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="regression"/>
            <xs:enumeration value="generalLinear"/>
            <xs:enumeration value="multinomialLogistic"/>
            <xs:enumeration value="ordinalMultinomial"/>
            <xs:enumeration value="generalizedLinear"/>
            <xs:enumeration value="CoxRegression"/>
         </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="targetReferenceCategory" type="xs:string"/>
      <xs:attribute name="cumulativeLink" type="CUMULATIVE-LINK-FUNCTION"/>
      <xs:attribute name="linkFunction" type="LINK-FUNCTION"/>
      <xs:attribute name="linkParameter" type="REAL-NUMBER"/>  
      <xs:attribute name="trialsVariable" type="FIELD-NAME"/>
      <xs:attribute name="trialsValue" type="INT-NUMBER"/>
      <xs:attribute name="distribution" >
      <xs:simpleType >
          <xs:restriction base="xs:string">
            <xs:enumeration value="binomial"/>
            <xs:enumeration value="gamma"/>
            <xs:enumeration value="igauss"/>
            <xs:enumeration value="negbin"/>
            <xs:enumeration value="normal"/>
            <xs:enumeration value="poisson"/>
            <xs:enumeration value="tweedie"/>
          </xs:restriction >
        </xs:simpleType >
      </xs:attribute >
      <xs:attribute name="distParameter" type="REAL-NUMBER"/>  
      <xs:attribute name="offsetVariable" type="FIELD-NAME"/>
      <xs:attribute name="offsetValue" type="REAL-NUMBER"/>
      <xs:attribute name="modelDF" type="REAL-NUMBER"/>
      <xs:attribute name="endTimeVariable" type="FIELD-NAME"/>
      <xs:attribute name="startTimeVariable" type="FIELD-NAME"/>
      <xs:attribute name="subjectIDVariable" type="FIELD-NAME"/>
      <xs:attribute name="statusVariable" type="FIELD-NAME"/>
      <xs:attribute name="baselineStrataVariable" type="FIELD-NAME"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ParameterList">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Parameter" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="Parameter">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="xs:string" use="required"/>
      <xs:attribute name="label" type="xs:string"/>
      <xs:attribute name="referencePoint" type="REAL-NUMBER" default="0"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="FactorList">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element minOccurs="0" maxOccurs="unbounded" ref="Predictor"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="CovariateList">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element minOccurs="0" maxOccurs="unbounded" ref="Predictor"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="Predictor">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Matrix" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="name" type="FIELD-NAME" use="required"/>
      <xs:attribute name="contrastMatrixType" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="PPMatrix">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="PPCell" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="PPCell">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="value" type="xs:string" use="required"/>
      <xs:attribute name="predictorName" type="FIELD-NAME" use="required"/>
      <xs:attribute name="parameterName" type="xs:string" use="required"/>
      <xs:attribute name="targetCategory" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="PCovMatrix">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="PCovCell"/>
      </xs:sequence>
      <xs:attribute name="type">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="model"/>
            <xs:enumeration value="robust"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="PCovCell">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="pRow" type="xs:string" use="required"/>
      <xs:attribute name="pCol" type="xs:string" use="required"/>
      <xs:attribute name="tRow" type="xs:string"/>
      <xs:attribute name="tCol" type="xs:string"/>
      <xs:attribute name="value" type="REAL-NUMBER" use="required"/>
      <xs:attribute name="targetCategory" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ParamMatrix">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="PCell" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="PCell">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="targetCategory" type="xs:string"/>
      <xs:attribute name="parameterName" type="xs:string" use="required"/>
      <xs:attribute name="beta" type="REAL-NUMBER" use="required"/>
      <xs:attribute name="df" type="INT-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="BaseCumHazardTables">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:choice> 
          <xs:element maxOccurs="unbounded" ref="BaselineStratum"/>
          <xs:element maxOccurs="unbounded" ref="BaselineCell"/>
        </xs:choice> 
      </xs:sequence>
      <xs:attribute name="maxTime" type="REAL-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="BaselineStratum">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element minOccurs="0" maxOccurs="unbounded" ref="BaselineCell"/>
      </xs:sequence>
      <xs:attribute name="value" type="xs:string" use="required"/>
      <xs:attribute name="label" type="xs:string"/>
      <xs:attribute name="maxTime" type="REAL-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="BaselineCell">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="time" type="REAL-NUMBER" use="required"/>
      <xs:attribute name="cumHazard" type="REAL-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element> 
  <xs:element name="EventValues">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element minOccurs="0" maxOccurs="unbounded" ref="Value"/>
        <xs:element minOccurs="0" maxOccurs="unbounded" ref="Interval"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element> 
  <xs:simpleType name="CUMULATIVE-LINK-FUNCTION">
    <xs:restriction base="xs:string">
      <xs:enumeration value="logit"/>
      <xs:enumeration value="probit"/>
      <xs:enumeration value="cloglog"/>
      <xs:enumeration value="loglog"/>
      <xs:enumeration value="cauchit"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="LINK-FUNCTION">
    <xs:restriction base="xs:string">
      <xs:enumeration value="cloglog"/>
      <xs:enumeration value="identity"/>
      <xs:enumeration value="log"/>
      <xs:enumeration value="logc"/>
      <xs:enumeration value="logit"/>
      <xs:enumeration value="loglog"/>
      <xs:enumeration value="negbin"/>
      <xs:enumeration value="oddspower"/>
      <xs:enumeration value="power"/>
      <xs:enumeration value="probit"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="SequenceModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="Constraints" minOccurs="0"/>
        <xs:element ref="Item" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Itemset" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="SetPredicate" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Sequence" maxOccurs="unbounded"/>
        <xs:element ref="SequenceRule" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="numberOfTransactions" type="INT-NUMBER"/>
      <xs:attribute name="maxNumberOfItemsPerTransaction" type="INT-NUMBER"/>
      <xs:attribute name="avgNumberOfItemsPerTransaction" type="REAL-NUMBER"/>      
      <xs:attribute name="numberOfTransactionGroups" type="INT-NUMBER"/>
      <xs:attribute name="maxNumberOfTAsPerTAGroup" type="INT-NUMBER"/>
      <xs:attribute name="avgNumberOfTAsPerTAGroup" type="REAL-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Constraints">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="minimumNumberOfItems" type="INT-NUMBER" default="1"/>
      <xs:attribute name="maximumNumberOfItems" type="INT-NUMBER"/>
      <xs:attribute name="minimumNumberOfAntecedentItems" type="INT-NUMBER" default="1"/>
      <xs:attribute name="maximumNumberOfAntecedentItems" type="INT-NUMBER"/>
      <xs:attribute name="minimumNumberOfConsequentItems" type="INT-NUMBER" default="1"/>
      <xs:attribute name="maximumNumberOfConsequentItems" type="INT-NUMBER"/>
      <xs:attribute name="minimumSupport" type="REAL-NUMBER" default="0"/>
      <xs:attribute name="minimumConfidence" type="REAL-NUMBER" default="0"/>
      <xs:attribute name="minimumLift" type="REAL-NUMBER" default="0"/>
      <xs:attribute name="minimumTotalSequenceTime" type="REAL-NUMBER" default="0"/>
      <xs:attribute name="maximumTotalSequenceTime" type="REAL-NUMBER"/>
      <xs:attribute name="minimumItemsetSeparationTime" type="REAL-NUMBER" default="0"/>
      <xs:attribute name="maximumItemsetSeparationTime" type="REAL-NUMBER"/>
      <xs:attribute name="minimumAntConsSeparationTime" type="REAL-NUMBER" default="0"/>
      <xs:attribute name="maximumAntConsSeparationTime" type="REAL-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="ELEMENT-ID">  
    <xs:restriction base="xs:string">
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="SetPredicate">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="STRING-ARRAY"/>
      </xs:sequence>
      <xs:attribute name="id" type="ELEMENT-ID" use="required"/>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="operator" type="xs:string" fixed="supersetOf"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="DELIMITER">
    <xs:restriction base="xs:string">
      <xs:enumeration value="sameTimeWindow"/>
      <xs:enumeration value="acrossTimeWindows"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="GAP">
    <xs:restriction base="xs:string">
      <xs:enumeration value="true"/>
      <xs:enumeration value="false"/>
      <xs:enumeration value="unknown"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="Delimiter">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="delimiter" type="DELIMITER" use="required"/>
      <xs:attribute name="gap" type="GAP" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Time">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="min" type="NUMBER"/>
      <xs:attribute name="max" type="NUMBER"/>
      <xs:attribute name="mean" type="NUMBER"/>
      <xs:attribute name="standardDeviation" type="NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:group name="FOLLOW-SET">
    <xs:sequence>
      <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      <xs:element ref="Delimiter"/>
      <xs:element ref="Time" minOccurs="0"/>
      <xs:element ref="SetReference"/>
    </xs:sequence>
  </xs:group>
  <xs:element name="Sequence">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="SetReference"/>
        <xs:sequence minOccurs="0" maxOccurs="unbounded">
          <xs:group ref="FOLLOW-SET"/>
        </xs:sequence>
        <xs:element ref="Time" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="id" type="ELEMENT-ID" use="required"/>
      <xs:attribute name="numberOfSets" type="INT-NUMBER"/>
      <xs:attribute name="occurrence" type="INT-NUMBER"/>
      <xs:attribute name="support" type="REAL-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="SetReference">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="setId" type="ELEMENT-ID" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="SequenceRule">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="AntecedentSequence"/>
        <xs:element ref="Delimiter"/>
        <xs:element ref="Time" minOccurs="0"/>
        <xs:element ref="ConsequentSequence"/>
        <xs:element ref="Time" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="id" type="ELEMENT-ID" use="required"/>
      <xs:attribute name="numberOfSets" type="INT-NUMBER" use="required"/>
      <xs:attribute name="occurrence" type="INT-NUMBER" use="required"/>
      <xs:attribute name="support" type="REAL-NUMBER" use="required"/>
      <xs:attribute name="confidence" type="REAL-NUMBER" use="required"/>
      <xs:attribute name="lift" type="REAL-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:group name="SEQUENCE">
    <xs:sequence>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:element ref="SequenceReference"/>
      <xs:element ref="Time" minOccurs="0"/>
    </xs:sequence>
  </xs:group>
  <xs:element name="SequenceReference">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="seqId" type="ELEMENT-ID" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="AntecedentSequence">
    <xs:complexType>
      <xs:sequence>
        <xs:group ref="SEQUENCE"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="ConsequentSequence">
    <xs:complexType>
      <xs:sequence>
        <xs:group ref="SEQUENCE"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="NaiveBayesModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
       <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="BayesInputs"/>
        <xs:element ref="BayesOutput"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="threshold" type="REAL-NUMBER" use="required"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="BayesInputs">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="BayesInput"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="BayesInput">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element minOccurs="0" ref="DerivedField"/>
        <xs:element maxOccurs="unbounded" ref="PairCounts"/>
      </xs:sequence>
      <xs:attribute name="fieldName" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="BayesOutput">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="TargetValueCounts"/>
      </xs:sequence>
      <xs:attribute name="fieldName" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="PairCounts">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="TargetValueCounts"/>
      </xs:sequence>
      <xs:attribute name="value" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="TargetValueCounts">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="TargetValueCount"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="TargetValueCount">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="value" type="xs:string" use="required"/>
      <xs:attribute name="count" type="REAL-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ModelVerification">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="VerificationFields"/>
        <xs:element ref="InlineTable"/>
      </xs:sequence>
      <xs:attribute name="recordCount" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="fieldCount" type="INT-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="VerificationFields">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="VerificationField"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="VerificationField">
   <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="field" type="xs:string" use="required"/>
      <xs:attribute name="column" type="xs:string" use="optional"/>
      <xs:attribute name="precision" type="xs:double" default="1E-6"/>
      <xs:attribute name="zeroThreshold" type="xs:double" default="1E-16"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ModelExplanation">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
          <xs:choice>
            <xs:element ref="PredictiveModelQuality" minOccurs="0" maxOccurs="unbounded"/>
            <xs:element ref="ClusteringModelQuality" minOccurs="0" maxOccurs="unbounded"/>
          </xs:choice>
        <xs:element ref="Correlations" minOccurs="0"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="PredictiveModelQuality">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="ConfusionMatrix" minOccurs="0"/>
        <xs:element ref="LiftData" minOccurs="0"/>
        <xs:element ref="ROC" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="targetField" type="xs:string" use="required"/>
      <xs:attribute name="dataName" type="xs:string" use="optional"/>
      <xs:attribute name="dataUsage" default="training">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="training"/>
            <xs:enumeration value="test"/>
            <xs:enumeration value="validation"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="meanError" type="NUMBER" use="optional"/>
      <xs:attribute name="meanAbsoluteError" type="NUMBER" use="optional"/>
      <xs:attribute name="meanSquaredError" type="NUMBER" use="optional"/>
      <xs:attribute name="r-squared" type="NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ClusteringModelQuality">
    <xs:complexType>
      <xs:attribute name="dataName" type="xs:string" use="optional"/>
      <xs:attribute name="SSE" type="NUMBER" use="optional"/>
      <xs:attribute name="SSB" type="NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="LiftData">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="ModelLiftGraph"/>
        <xs:element ref="OptimumLiftGraph" minOccurs="0"/>
        <xs:element ref="RandomLiftGraph" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="targetFieldValue" type="xs:string"/>
      <xs:attribute name="targetFieldDisplayValue" type="xs:string"/>
      <xs:attribute name="rankingQuality" type="NUMBER"/>
    </xs:complexType>
  </xs:element>    
  <xs:element name="ModelLiftGraph">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="LiftGraph"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="OptimumLiftGraph">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="LiftGraph"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="RandomLiftGraph">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="LiftGraph"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>    
  <xs:element name="LiftGraph">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="XCoordinates"/>
        <xs:element ref="YCoordinates"/>
        <xs:element ref="BoundaryValues" minOccurs="0"/>
        <xs:element ref="BoundaryValueMeans" minOccurs="0"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="XCoordinates">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="NUM-ARRAY"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="YCoordinates">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="NUM-ARRAY"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="BoundaryValues">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="NUM-ARRAY"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="BoundaryValueMeans">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="NUM-ARRAY"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>    
  <xs:element name="ROC">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="ROCGraph"/>
      </xs:sequence>
      <xs:attribute name="positiveTargetFieldValue" type="xs:string"
                    use="required"/>
      <xs:attribute name="positiveTargetFieldDisplayValue" type="xs:string"/>
      <xs:attribute name="negativeTargetFieldValue" type="xs:string"/>
      <xs:attribute name="negativeTargetFieldDisplayValue" type="xs:string"/>
    </xs:complexType>
  </xs:element>    
  <xs:element name="ROCGraph">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="XCoordinates"/>
        <xs:element ref="YCoordinates"/>
        <xs:element ref="BoundaryValues" minOccurs="0"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="ConfusionMatrix">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="ClassLabels"/>
        <xs:element ref="Matrix"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="ClassLabels">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="STRING-ARRAY"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="Correlations">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="CorrelationFields"/>
        <xs:element ref="CorrelationValues"/>
        <xs:element ref="CorrelationMethods" minOccurs="0"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="CorrelationFields">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="STRING-ARRAY"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="CorrelationValues">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Matrix"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="CorrelationMethods">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Matrix"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>    
  <xs:element name="MiningModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:choice minOccurs="0" maxOccurs="unbounded">
          <xs:element ref="Regression"/>
          <xs:element ref="DecisionTree"/>
        </xs:choice>
        <xs:element ref="Segmentation" minOccurs="0"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string" use="optional"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Segmentation">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="Segment" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="multipleModelMethod" type="MULTIPLE-MODEL-METHOD" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Segment">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="PREDICATE"/>
        <xs:choice>
          <xs:element ref="ClusteringModel"/>
          <xs:element ref="GeneralRegressionModel"/>
          <xs:element ref="NaiveBayesModel"/>
          <xs:element ref="NeuralNetwork"/>
          <xs:element ref="RegressionModel"/>
          <xs:element ref="RuleSetModel"/>
          <xs:element ref="SupportVectorMachineModel"/>
          <xs:element ref="TreeModel"/>
          <xs:element ref="Extension"/>
        </xs:choice>
      </xs:sequence>
      <xs:attribute name="id" type="xs:string" use="optional"/>
      <xs:attribute name="weight" type="NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="MULTIPLE-MODEL-METHOD">
    <xs:restriction base="xs:string">
      <xs:enumeration value="majorityVote"/>
      <xs:enumeration value="weightedMajorityVote"/>
      <xs:enumeration value="average"/>
      <xs:enumeration value="weightedAverage"/>
      <xs:enumeration value="median"/>
      <xs:enumeration value="max"/>
      <xs:enumeration value="sum"/>
      <xs:enumeration value="selectFirst"/>
      <xs:enumeration value="selectAll"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:group name="EmbeddedModel">
    <xs:sequence>
      <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      <xs:choice>
        <xs:element ref="Regression"/>
        <xs:element ref="DecisionTree"/>
      </xs:choice>
    </xs:sequence>
  </xs:group>
  <xs:element name="ResultField">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="FIELD-NAME" use="required"/>
      <xs:attribute name="displayName" type="xs:string"/>
      <xs:attribute name="optype" type="OPTYPE"/>
      <xs:attribute name="dataType" type="DATATYPE"/>
      <xs:attribute name="feature" type="RESULT-FEATURE"/>
      <xs:attribute name="value" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Regression">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="ResultField" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="RegressionTable" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="normalizationMethod" type="REGRESSIONNORMALIZATIONMETHOD" default="none"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="DecisionTree">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="ResultField" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Node"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="missingValueStrategy" type="MISSING-VALUE-STRATEGY" default="none"/>
      <xs:attribute name="missingValuePenalty" type="PROB-NUMBER" default="1.0"/>
      <xs:attribute name="noTrueChildStrategy" type="NO-TRUE-CHILD-STRATEGY" default="returnNullPrediction"/>
      <xs:attribute name="splitCharacteristic" default="multiSplit">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="binarySplit"/>
            <xs:enumeration value="multiSplit"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="TimeSeriesModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="TimeSeries" minOccurs="0" maxOccurs="3"/>
        <xs:element ref="SpectralAnalysis" minOccurs="0" maxOccurs="1"/>
        <xs:element ref="ARIMA" minOccurs="0" maxOccurs="1"/>
        <xs:element ref="ExponentialSmoothing" minOccurs="0" maxOccurs="1"/>
        <xs:element ref="SeasonalTrendDecomposition" minOccurs="0" maxOccurs="1"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string" use="optional"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string" use="optional"/>
      <xs:attribute name="bestFit" type="TIMESERIES-ALGORITHM" use="required"/>
    </xs:complexType>
  </xs:element>    
  <xs:simpleType name="TIMESERIES-ALGORITHM">
    <xs:restriction base="xs:string">
      <xs:enumeration value="ARIMA"/>
      <xs:enumeration value="ExponentialSmoothing"/>
      <xs:enumeration value="SeasonalTrendDecomposition"/>
      <xs:enumeration value="SpectralAnalysis"/>
    </xs:restriction>
  </xs:simpleType>    
  <xs:element name="TimeSeries">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="TimeAnchor" minOccurs="0" maxOccurs="1"/>
        <xs:element ref="TimeException" minOccurs="0" maxOccurs="2"/>
        <xs:element ref="TimeValue" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="usage" type="TIMESERIES-USAGE" default="original"/>
      <xs:attribute name="startTime" type="REAL-NUMBER"/>
      <xs:attribute name="endTime" type="REAL-NUMBER"/>
      <xs:attribute name="interpolationMethod" type="INTERPOLATION-METHOD" default="none"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="TIMESERIES-USAGE">
    <xs:restriction base="xs:string">
      <xs:enumeration value="original"/>
      <xs:enumeration value="logical"/>
      <xs:enumeration value="prediction"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="TimeValue">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Timestamp" minOccurs="0" maxOccurs="1"/>
      </xs:sequence>
      <xs:attribute name="index" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="time" type="NUMBER" use="optional"/>
      <xs:attribute name="value" type="REAL-NUMBER" use="required"/>
      <xs:attribute name="standardError" type="REAL-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="TimeAnchor">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="TimeCycle" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="TimeException" minOccurs="0" maxOccurs="2"/>
      </xs:sequence>
      <xs:attribute name="type" type="TIME-ANCHOR"/>
      <xs:attribute name="offset" type="INT-NUMBER"/>
      <xs:attribute name="stepsize" type="INT-NUMBER"/>
      <xs:attribute name="displayName" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="TimeCycle">
    <xs:complexType>
      <xs:sequence>
        <xs:group ref="INT-ARRAY" minOccurs="0" maxOccurs="1"/>
      </xs:sequence>
      <xs:attribute name="length" type="INT-NUMBER"/>
      <xs:attribute name="type" type="VALID-TIME-SPEC"/>
      <xs:attribute name="displayName" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="TIME-ANCHOR">
    <xs:restriction base="xs:string">
      <xs:enumeration value="dateTimeMillisecdondsSince[0]"/>
      <xs:enumeration value="dateTimeMillisecdondsSince[1960]"/>
      <xs:enumeration value="dateTimeMillisecdondsSince[1970]"/>
      <xs:enumeration value="dateTimeMillisecdondsSince[1980]"/>
      <xs:enumeration value="dateTimeSecdondsSince[0]"/>
      <xs:enumeration value="dateTimeSecdondsSince[1960]"/>
      <xs:enumeration value="dateTimeSecdondsSince[1970]"/>
      <xs:enumeration value="dateTimeSecdondsSince[1980]"/>
      <xs:enumeration value="dateDaysSince[0]"/>
      <xs:enumeration value="dateDaysSince[1960]"/>
      <xs:enumeration value="dateDaysSince[1970]"/>
      <xs:enumeration value="dateDaysSince[1980]"/>
      <xs:enumeration value="dateMonthsSince[0]"/>
      <xs:enumeration value="dateMonthsSince[1960]"/>
      <xs:enumeration value="dateMonthsSince[1970]"/>
      <xs:enumeration value="dateMonthsSince[1980]"/>
      <xs:enumeration value="dateYearsSince[0]"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="VALID-TIME-SPEC">
    <xs:restriction base="xs:string">
      <xs:enumeration value="includeAll"/>
      <xs:enumeration value="includeFromTo"/>
      <xs:enumeration value="excludeFromTo"/>
      <xs:enumeration value="includeSet"/>
      <xs:enumeration value="excludeSet"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="TimeException">
    <xs:complexType>
      <xs:sequence>
        <xs:group ref="INT-ARRAY" minOccurs="1"/>
      </xs:sequence>
      <xs:attribute name="type" type="TIME-EXCEPTION-TYPE"/>
      <xs:attribute name="count" type="INT-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="TIME-EXCEPTION-TYPE">
    <xs:restriction base="xs:string">
      <xs:enumeration value="exclude"/>
      <xs:enumeration value="include"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="INTERPOLATION-METHOD">
    <xs:restriction base="xs:string">
      <xs:enumeration value="none"/>
      <xs:enumeration value="linear"/>
      <xs:enumeration value="exponentialSpline"/>
      <xs:enumeration value="cubicSpline"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="ExponentialSmoothing">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Level" minOccurs="1" maxOccurs="1"/>
        <xs:element ref="Trend" minOccurs="0" maxOccurs="1"/>
        <xs:element ref="Seasonality_ExpoSmooth" minOccurs="0" maxOccurs="1"/>
        <xs:element ref="TimeValue" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="RMSE" type="REAL-NUMBER"/>
      <xs:attribute name="transformation" default="none">
        <xs:simpleType>
          <xs:restriction base="xs:NMTOKEN">
            <xs:enumeration value="none"/>
            <xs:enumeration value="logarithmic"/>
            <xs:enumeration value="squareroot"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="Seasonality_ExpoSmooth">
    <xs:complexType>
      <xs:sequence>
        <xs:group ref="REAL-ARRAY"/>
      </xs:sequence>
      <xs:attribute name="type" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:NMTOKEN">
            <xs:enumeration value="additive"/>
            <xs:enumeration value="multiplicative"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="period" type="INT-NUMBER" use="required"/>
      <xs:attribute name="unit" type="xs:string" use="optional"/>
      <xs:attribute name="phase" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="delta" type="REAL-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Level">
      <xs:complexType>
        <xs:attribute name="alpha" type="REAL-NUMBER" use="optional"/>
        <xs:attribute name="smoothedValue" type="REAL-NUMBER"/>
        <xs:attribute name="quadraticSmoothedValue" type="REAL-NUMBER"/>
        <xs:attribute name="cubicSmoothedValue" type="REAL-NUMBER"/>
      </xs:complexType>
    </xs:element>
  <xs:element name="Trend">
    <xs:complexType>
      <xs:attribute name="trend" default="additive">
        <xs:simpleType>
          <xs:restriction base="xs:NMTOKEN">
            <xs:enumeration value="additive"/>
            <xs:enumeration value="damped_additive"/>
            <xs:enumeration value="multiplicative"/>
            <xs:enumeration value="damped_multiplicative"/>
            <xs:enumeration value="double_exponential"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute> 
      <xs:attribute name="gamma" type="REAL-NUMBER" use="optional"/>
      <xs:attribute name="phi" type="REAL-NUMBER" use="optional" default="1"/>
      <xs:attribute name="smoothedValue" type="REAL-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="SpectralAnalysis">
  </xs:element>
  <xs:element name="ARIMA">
  </xs:element>
  <xs:element name="SeasonalTrendDecomposition">
  </xs:element>
</xs:schema>

Show only Supported Elements and Attributes

<xs:schema
    xmlns:xs="http://www.w3.org/2001/XMLSchema"
    targetNamespace="http://www.dmg.org/PMML-4_0"
    xmlns="http://www.dmg.org/PMML-4_0"
    elementFormDefault="unqualified">
  <xs:element name="PMML">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Header"/>
        <xs:element ref="DataDictionary"/>
        <xs:element ref="TransformationDictionary" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="version" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Extension">
    <xs:complexType>
      <xs:complexContent mixed="true">
        <xs:restriction base="xs:anyType">
          <xs:sequence>
            <xs:any processContents="skip" minOccurs="0" maxOccurs="unbounded"/>
          </xs:sequence> 
          <xs:attribute name="extender" type="xs:string" use="optional"/>
          <xs:attribute name="name" type="xs:string" use="optional"/>
          <xs:attribute name="value" type="xs:string" use="optional"/>
        </xs:restriction>
      </xs:complexContent>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="NUMBER">
    <xs:restriction base="xs:double">
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="INT-NUMBER">
    <xs:restriction base="xs:integer">
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="REAL-NUMBER">
    <xs:restriction base="xs:double">
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="PROB-NUMBER">
    <xs:restriction base="xs:decimal">
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="Header">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element minOccurs="0" ref="Application"/>
        <xs:element minOccurs="0" maxOccurs="unbounded" ref="Annotation"/>
        <xs:element minOccurs="0" ref="Timestamp"/>
      </xs:sequence>
      <xs:attribute name="copyright" type="xs:string" use="required"/>
      <xs:attribute name="description" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="DataDictionary">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="DataField" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="numberOfFields" type="xs:nonNegativeInteger"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="DataField">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:choice>
          <xs:element ref="Value"    minOccurs="0" maxOccurs="unbounded"/>
        </xs:choice>
      </xs:sequence>
      <xs:attribute name="name" type="FIELD-NAME" use="required"/>
      <xs:attribute name="displayName" type="xs:string"/>
      <xs:attribute name="optype" type="OPTYPE" use="required"/>
      <xs:attribute name="dataType" type="DATATYPE" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="OPTYPE">      
    <xs:restriction base="xs:string">
      <xs:enumeration value="categorical"/>
      <xs:enumeration value="ordinal"/>
      <xs:enumeration value="continuous"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="DATATYPE">      
    <xs:restriction base="xs:string">
      <xs:enumeration value="string"/>
      <xs:enumeration value="integer"/>
      <xs:enumeration value="float"/>
      <xs:enumeration value="double"/>
      <xs:enumeration value="boolean"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="Value">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="value" type="xs:string" use="required"/>
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="valid"/>
            <xs:enumeration value="invalid"/>
            <xs:enumeration value="missing"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="Interval">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="closure" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="openClosed"/>
            <xs:enumeration value="openOpen"/>
            <xs:enumeration value="closedOpen"/>
            <xs:enumeration value="closedClosed"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="leftMargin" type="NUMBER"/>
      <xs:attribute name="rightMargin" type="NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="DefineFunction">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="ParameterField" minOccurs="1" maxOccurs="unbounded"/>
        <xs:group ref="EXPRESSION"/>
      </xs:sequence>
      <xs:attribute name="name" type="xs:string" use="required"/>
      <xs:attribute name="optype" type="OPTYPE" use="required"/>
      <xs:attribute name="dataType" type="DATATYPE"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ParameterField">
    <xs:complexType>
      <xs:attribute name="name" type="xs:string" use="required"/>
      <xs:attribute name="optype" type="OPTYPE"/>
      <xs:attribute name="dataType" type="DATATYPE"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Apply">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="EXPRESSION" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="function" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="InlineTable">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="row" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="row">
    <xs:complexType>
      <xs:complexContent mixed="true">
        <xs:restriction base="xs:anyType">
          <xs:sequence>
            <xs:any processContents="skip" minOccurs="2" maxOccurs="unbounded"/>
          </xs:sequence> 
        </xs:restriction>
      </xs:complexContent>
    </xs:complexType>
  </xs:element>
  <xs:group name="EXPRESSION">
    <xs:choice>
      <xs:element ref="Constant"/>
      <xs:element ref="FieldRef"/>
      <xs:element ref="NormContinuous"/>
      <xs:element ref="NormDiscrete"/>
      <xs:element ref="Discretize"/>
      <xs:element ref="MapValues"/>
      <xs:element ref="Apply"/>
    </xs:choice>
  </xs:group>
  <xs:element name="TransformationDictionary">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="DefineFunction"  minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="DerivedField" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="LocalTransformations">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="DerivedField" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="DerivedField">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="EXPRESSION"/>
        <xs:element ref="Value" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="FIELD-NAME"/>
      <xs:attribute name="displayName" type="xs:string"/>
      <xs:attribute name="optype" type="OPTYPE" use="required"/>
      <xs:attribute name="dataType" type="DATATYPE" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Constant">
    <xs:complexType>
      <xs:simpleContent>
        <xs:extension base="xs:string">
          <xs:attribute name="dataType" type="DATATYPE"/>
        </xs:extension>
      </xs:simpleContent>
    </xs:complexType>
  </xs:element>
  <xs:element name="FieldRef">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NormContinuous">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="LinearNorm" minOccurs="2" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="mapMissingTo" type="NUMBER"/>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="outliers" type="OUTLIER-TREATMENT-METHOD" default="asIs"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="LinearNorm">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="orig" type="NUMBER" use="required"/>
      <xs:attribute name="norm" type="NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NormDiscrete">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="method" fixed="indicator" >
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="indicator"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="value" type="xs:string" use="required"/>
      <xs:attribute name="mapMissingTo" type="NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Discretize">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="DiscretizeBin" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="mapMissingTo" type="xs:string"/>
      <xs:attribute name="defaultValue" type="xs:string"/>
      <xs:attribute name="dataType" type="DATATYPE"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="DiscretizeBin">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Interval"/>
      </xs:sequence>
      <xs:attribute name="binValue" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="MapValues">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="FieldColumnPair"/>
        <xs:choice minOccurs="0">
          <xs:element ref="InlineTable"/>
        </xs:choice>
      </xs:sequence>
      <xs:attribute name="mapMissingTo" type="xs:string"/>
      <xs:attribute name="defaultValue" type="xs:string"/>
      <xs:attribute name="outputColumn" type="xs:string" use="required"/>
      <xs:attribute name="dataType" type="DATATYPE"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="FieldColumnPair">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="column" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="FIELD-USAGE-TYPE">
    <xs:restriction base="xs:string">
      <xs:enumeration value="active"/>
      <xs:enumeration value="predicted"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="OUTLIER-TREATMENT-METHOD">
    <xs:restriction base="xs:string">
      <xs:enumeration value="asIs"/>
      <xs:enumeration value="asMissingValues"/>
      <xs:enumeration value="asExtremeValues"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="MISSING-VALUE-TREATMENT-METHOD">
    <xs:restriction base="xs:string">
      <xs:enumeration value="asIs"/>
      <xs:enumeration value="asMean"/>
      <xs:enumeration value="asMode"/>
      <xs:enumeration value="asMedian"/>
      <xs:enumeration value="asValue"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="INVALID-VALUE-TREATMENT-METHOD">
    <xs:restriction base="xs:string">
      <xs:enumeration value="returnInvalid"/>
      <xs:enumeration value="asIs"/>
      <xs:enumeration value="asMissing"/>
    </xs:restriction>
  </xs:simpleType>
</xs:schema>

Show only Unsupported Elements and Attributes

        <xs:element ref="MiningBuildTask" minOccurs="0"/>
        <xs:sequence minOccurs="0" maxOccurs="unbounded">
         <xs:choice>
            <xs:element ref="AssociationModel"/>
            <xs:element ref="ClusteringModel"/>
            <xs:element ref="GeneralRegressionModel"/>
            <xs:element ref="MiningModel"/>
            <xs:element ref="NaiveBayesModel"/>
            <xs:element ref="NeuralNetwork"/>
            <xs:element ref="RegressionModel"/>
            <xs:element ref="RuleSetModel"/>
            <xs:element ref="SequenceModel"/>
            <xs:element ref="SupportVectorMachineModel"/>
            <xs:element ref="TextModel"/>
            <xs:element ref="TimeSeriesModel"/>
            <xs:element ref="TreeModel"/>
          </xs:choice>
        </xs:sequence>
  <xs:element name="MiningBuildTask">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="MINING-FUNCTION">
    <xs:restriction base="xs:string">
      <xs:enumeration value="associationRules"/>
      <xs:enumeration value="sequences"/>
      <xs:enumeration value="classification"/>
      <xs:enumeration value="regression"/>
      <xs:enumeration value="clustering"/>
      <xs:enumeration value="timeSeries"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="PERCENTAGE-NUMBER">
    <xs:restriction base="xs:decimal">
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="FIELD-NAME">
    <xs:restriction base="xs:string">
    </xs:restriction>
  </xs:simpleType>
  <xs:complexType name="ArrayType" mixed="true">
    <xs:attribute name="n" type="INT-NUMBER" use="optional"/>
    <xs:attribute name="type" use="required">
      <xs:simpleType>
        <xs:restriction base="xs:string">
          <xs:enumeration value="int"/>
          <xs:enumeration value="real"/>
          <xs:enumeration value="string"/>
        </xs:restriction>
      </xs:simpleType>
    </xs:attribute>
  </xs:complexType>
 <xs:element name="Array" type="ArrayType"/>
  <xs:group name="NUM-ARRAY">
    <xs:choice>
      <xs:element ref="Array"/>
    </xs:choice>
  </xs:group>
  <xs:group name="INT-ARRAY">
    <xs:choice>
      <xs:element ref="Array"/>
    </xs:choice>
  </xs:group>
  <xs:group name="REAL-ARRAY">
    <xs:choice>
      <xs:element ref="Array"/>
    </xs:choice>
  </xs:group>
  <xs:group name="STRING-ARRAY">
    <xs:choice>
      <xs:element ref="Array"/>
    </xs:choice>
  </xs:group>
  <xs:element name="INT-SparseArray">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Indices" minOccurs="0"/>
        <xs:element ref="INT-Entries" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="n" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="defaultValue" type="INT-NUMBER" use="optional" default="0"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="REAL-SparseArray">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Indices" minOccurs="0"/>
        <xs:element ref="REAL-Entries" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="n" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="defaultValue" type="REAL-NUMBER" use="optional" default="0"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Indices">
    <xs:simpleType>
      <xs:list itemType="xs:int"/>
    </xs:simpleType>
  </xs:element>
  <xs:element name="INT-Entries">
    <xs:simpleType>
      <xs:list itemType="xs:int"/>
    </xs:simpleType>
  </xs:element>
  <xs:element name="REAL-Entries">
    <xs:simpleType>
      <xs:list itemType="xs:double"/>
    </xs:simpleType>
  </xs:element>
  <xs:element name="Matrix">
    <xs:complexType>
      <xs:choice minOccurs="0">
        <xs:group ref="NUM-ARRAY" maxOccurs="unbounded"/>
        <xs:element ref="MatCell" maxOccurs="unbounded"/>
      </xs:choice>
      <xs:attribute name="kind" use="optional" default="any" >
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="diagonal"/>
            <xs:enumeration value="symmetric"/>
            <xs:enumeration value="any"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="nbRows" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="nbCols" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="diagDefault" type="REAL-NUMBER" use="optional"/>
      <xs:attribute name="offDiagDefault" type="REAL-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="MatCell">
    <xs:complexType >
      <xs:simpleContent>
        <xs:extension base="xs:string">
          <xs:attribute name="row" type="INT-NUMBER" use="required"/>
          <xs:attribute name="col" type="INT-NUMBER" use="required"/>
        </xs:extension>
      </xs:simpleContent>
    </xs:complexType>
  </xs:element>
  <xs:element name="Application">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="xs:string" use="required"/>
      <xs:attribute name="version" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Annotation">
    <xs:complexType mixed="true">
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="Timestamp">
    <xs:complexType mixed="true">
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
        <xs:element ref="Taxonomy" minOccurs="0" maxOccurs="unbounded"/>
          <xs:element ref="Interval" minOccurs="0" maxOccurs="unbounded"/>
      <xs:attribute name="taxonomy" type="xs:string"/>
      <xs:attribute name="isCyclic" default="0">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="0"/>
            <xs:enumeration value="1"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:enumeration value="date"/>
      <xs:enumeration value="time"/>
      <xs:enumeration value="dateTime"/>
      <xs:enumeration value="dateDaysSince[0]"/>
      <xs:enumeration value="dateDaysSince[1960]"/>
      <xs:enumeration value="dateDaysSince[1970]"/>
      <xs:enumeration value="dateDaysSince[1980]"/>
      <xs:enumeration value="timeSeconds"/>
      <xs:enumeration value="dateTimeSecondsSince[0]"/>
      <xs:enumeration value="dateTimeSecondsSince[1960]"/>
      <xs:enumeration value="dateTimeSecondsSince[1970]"/>
      <xs:enumeration value="dateTimeSecondsSince[1980]"/>
      <xs:attribute name="displayValue" type="xs:string"/>
      <xs:attribute name="property" default="valid">
  <xs:element name="Taxonomy">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="ChildParent" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ChildParent">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:choice>
          <xs:element ref="TableLocator"/>
          <xs:element ref="InlineTable"/>
        </xs:choice>
      </xs:sequence>
      <xs:attribute name="childField" type="xs:string" use="required"/>
      <xs:attribute name="parentField" type="xs:string" use="required"/>
      <xs:attribute name="parentLevelField" type="xs:string" use="optional"/>
      <xs:attribute name="isRecursive" use="optional" default="no">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="no"/>
            <xs:enumeration value="yes"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="TableLocator">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
      <xs:element ref="Aggregate"/>
          <xs:element ref="TableLocator"/>
  <xs:element name="Aggregate">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="function" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="count"/>
            <xs:enumeration value="sum"/>
            <xs:enumeration value="average"/>
            <xs:enumeration value="min"/>
            <xs:enumeration value="max"/>
            <xs:enumeration value="multiset"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="groupField" type="FIELD-NAME"/>
      <xs:attribute name="sqlWhere" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="MiningSchema">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="MiningField"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="MiningField">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="FIELD-NAME" use="required"/>
      <xs:attribute name="usageType" type="FIELD-USAGE-TYPE" default="active"/>
      <xs:attribute name="optype" type="OPTYPE"/>
      <xs:attribute name="importance" type="PROB-NUMBER"/>
      <xs:attribute name="outliers" type="OUTLIER-TREATMENT-METHOD" default="asIs"/>
      <xs:attribute name="lowValue" type="NUMBER"/>
      <xs:attribute name="highValue" type="NUMBER"/>
      <xs:attribute name="missingValueReplacement" type="xs:string"/>
      <xs:attribute name="missingValueTreatment" type="MISSING-VALUE-TREATMENT-METHOD"/>
      <xs:attribute name="invalidValueTreatment" type="INVALID-VALUE-TREATMENT-METHOD" default="returnInvalid"/>
    </xs:complexType>
  </xs:element>
      <xs:enumeration value="supplementary"/>
      <xs:enumeration value="group"/>
      <xs:enumeration value="order"/>
      <xs:enumeration value="frequencyWeight"/>
      <xs:enumeration value="analysisWeight"/>
  <xs:element name="ModelStats">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="UnivariateStats" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="UnivariateStats">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Counts" minOccurs="0"/>
        <xs:element ref="NumericInfo" minOccurs="0"/>
        <xs:element ref="DiscrStats" minOccurs="0"/>
        <xs:element ref="ContStats" minOccurs="0"/>
        <xs:element ref="Anova" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME"/>
      <xs:attribute name="weighted" default="0">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="0"/>
            <xs:enumeration value="1"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute> 
    </xs:complexType>
  </xs:element>
  <xs:element name="Counts">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="totalFreq" type="NUMBER" use="required"/>
      <xs:attribute name="missingFreq" type="NUMBER"/>
      <xs:attribute name="invalidFreq" type="NUMBER"/>
      <xs:attribute name="cardinality" type="xs:nonNegativeInteger"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NumericInfo">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Quantile" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="minimum" type="NUMBER"/>
      <xs:attribute name="maximum" type="NUMBER"/>
      <xs:attribute name="mean" type="NUMBER"/>
      <xs:attribute name="standardDeviation" type="NUMBER"/>
      <xs:attribute name="median" type="NUMBER"/>
      <xs:attribute name="interQuartileRange" type="NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Quantile">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="quantileLimit" type="PERCENTAGE-NUMBER" use="required"/>
      <xs:attribute name="quantileValue" type="NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="DiscrStats">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Array" minOccurs="0" maxOccurs="2"/>
      </xs:sequence>
      <xs:attribute name="modalValue" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ContStats">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Interval" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="FrequenciesType" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="totalValuesSum" type="NUMBER"/>
      <xs:attribute name="totalSquaresSum" type="NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:group name="FrequenciesType">
    <xs:sequence>
      <xs:group ref="NUM-ARRAY" minOccurs="1" maxOccurs="3"/>
    </xs:sequence>
  </xs:group>
  <xs:element name="Anova">
    <xs:complexType>
          <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="AnovaRow" minOccurs="3" maxOccurs="3"/>
      </xs:sequence>
      <xs:attribute name="target" type="FIELD-NAME"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="AnovaRow">
    <xs:complexType>
          <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="type" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="Model"/>
            <xs:enumeration value="Error"/>
            <xs:enumeration value="Total"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="sumOfSquares" type="NUMBER" use="required"/>
      <xs:attribute name="degreesOfFreedom" type="NUMBER" use="required"/>
      <xs:attribute name="meanOfSquares" type="NUMBER"/>
      <xs:attribute name="fValue" type="NUMBER"/>
      <xs:attribute name="pValue" type="PROB-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Partition">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="PartitionFieldStats" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="xs:string" use="required"/>
      <xs:attribute name="size" type="NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="PartitionFieldStats">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Counts" minOccurs="0"/>
        <xs:element ref="NumericInfo" minOccurs="0"/>
        <xs:group ref="FrequenciesType" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="weighted" default="0">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="0"/>
            <xs:enumeration value="1"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="Output">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="OutputField" minOccurs="1" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="OutputField">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="FIELD-NAME" use="required"/>
      <xs:attribute name="displayName" type="xs:string"/>
      <xs:attribute name="optype" type="OPTYPE"/>
      <xs:attribute name="dataType" type="DATATYPE"/>
      <xs:attribute name="targetField" type="FIELD-NAME"/>
      <xs:attribute name="feature" type="RESULT-FEATURE"/>
      <xs:attribute name="value" type="xs:string"/>
      <xs:attribute name="ruleFeature" type="RULE-FEATURE" default="consequent"/>
      <xs:attribute name="algorithm" default="exclusiveRecommendation">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="recommendation"/>
            <xs:enumeration value="exclusiveRecommendation"/>
            <xs:enumeration value="ruleAssociation"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="rank" type="INT-NUMBER" default="1"/>
      <xs:attribute name="rankBasis" default="confidence">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="confidence"/>
            <xs:enumeration value="support"/>
            <xs:enumeration value="lift"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="rankOrder" default="descending">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="descending"/>
            <xs:enumeration value="ascending"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="isMultiValued" default="0"/>
   </xs:complexType>
  </xs:element>
  <xs:simpleType name="RESULT-FEATURE">
    <xs:restriction base="xs:string">
      <xs:enumeration value="predictedValue"/>
      <xs:enumeration value="predictedDisplayValue"/>
      <xs:enumeration value="probability"/>
      <xs:enumeration value="residual"/>
      <xs:enumeration value="standardError"/>
      <xs:enumeration value="clusterId"/>
      <xs:enumeration value="clusterAffinity"/>
      <xs:enumeration value="entityId"/>
      <xs:enumeration value="entityAffinity"/>
      <xs:enumeration value="warning"/>
      <xs:enumeration value="ruleValue"/>    
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="RULE-FEATURE">
    <xs:restriction base="xs:string">
      <xs:enumeration value="antecedent"/>
      <xs:enumeration value="consequent"/>
      <xs:enumeration value="rule"/>
      <xs:enumeration value="ruleId"/>
      <xs:enumeration value="confidence"/>
      <xs:enumeration value="support"/>
      <xs:enumeration value="lift"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="Targets">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Target" maxOccurs="unbounded"  />
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="Target">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="TargetValue" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="optype" type="OPTYPE"/>
      <xs:attribute name="castInteger" >
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="round"/>
            <xs:enumeration value="ceiling"/>
            <xs:enumeration value="floor"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="min" type="xs:double"/>
      <xs:attribute name="max" type="xs:double"/>
      <xs:attribute name="rescaleConstant" type="xs:double" default="0"/>
      <xs:attribute name="rescaleFactor" type="xs:double" default="1"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="TargetValue">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Partition" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="value" type="xs:string"/>
      <xs:attribute name="displayValue" type="xs:string"/>
      <xs:attribute name="priorProbability" type="PROB-NUMBER"/>
      <xs:attribute name="defaultValue" type="NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NeuralNetwork">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="NeuralInputs"/>
        <xs:element maxOccurs="unbounded" ref="NeuralLayer"/>
        <xs:element minOccurs="0" ref="NeuralOutputs"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="activationFunction" type="ACTIVATION-FUNCTION" use="required"/>
      <xs:attribute name="normalizationMethod" type="NN-NORMALIZATION-METHOD" default="none"/>
      <xs:attribute name="threshold" type="REAL-NUMBER" default="0"/>
      <xs:attribute name="width" type="REAL-NUMBER"/>
      <xs:attribute name="altitude" type="REAL-NUMBER" default="1.0"/>
      <xs:attribute name="numberOfLayers" type="xs:nonNegativeInteger"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NeuralInputs">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="NeuralInput"/>
      </xs:sequence>
      <xs:attribute name="numberOfInputs" type="xs:nonNegativeInteger"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NeuralLayer">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="Neuron"/>
      </xs:sequence>
      <xs:attribute name="numberOfNeurons" type="xs:nonNegativeInteger"/>
      <xs:attribute name="activationFunction" type="ACTIVATION-FUNCTION"/>
      <xs:attribute name="threshold" type="REAL-NUMBER"/>
      <xs:attribute name="width" type="REAL-NUMBER"/>
      <xs:attribute name="altitude" type="REAL-NUMBER"/>
      <xs:attribute name="normalizationMethod" type="NN-NORMALIZATION-METHOD"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NeuralOutputs">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="NeuralOutput"/>
      </xs:sequence>
      <xs:attribute name="numberOfOutputs" type="xs:nonNegativeInteger"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="ACTIVATION-FUNCTION">
    <xs:restriction base="xs:string">
      <xs:enumeration value="threshold"/>
      <xs:enumeration value="logistic"/>
      <xs:enumeration value="tanh"/>
      <xs:enumeration value="identity"/>
      <xs:enumeration value="exponential"/>
      <xs:enumeration value="reciprocal"/>
      <xs:enumeration value="square"/>
      <xs:enumeration value="Gauss"/>
      <xs:enumeration value="sine"/>
      <xs:enumeration value="cosine"/>
      <xs:enumeration value="Elliott"/>
      <xs:enumeration value="arctan"/>
      <xs:enumeration value="radialBasis"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="NN-NORMALIZATION-METHOD">
    <xs:restriction base="xs:string">
      <xs:enumeration value="none"/>
      <xs:enumeration value="simplemax"/>
      <xs:enumeration value="softmax"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="NN-NEURON-ID">
    <xs:restriction base="xs:string"/>
  </xs:simpleType>
  <xs:simpleType name="NN-NEURON-IDREF">
    <xs:restriction base="xs:string"/>
  </xs:simpleType>
  <xs:element name="NeuralInput">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="DerivedField"/>
      </xs:sequence>
      <xs:attribute name="id" type="NN-NEURON-ID" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Neuron">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="Con"/>
      </xs:sequence>
      <xs:attribute name="id" type="NN-NEURON-ID" use="required"/>
      <xs:attribute name="bias" type="REAL-NUMBER"/>
      <xs:attribute name="width" type="REAL-NUMBER"/>
      <xs:attribute name="altitude" type="REAL-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Con">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="from" type="NN-NEURON-IDREF" use="required"/>
      <xs:attribute name="weight" type="REAL-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NeuralOutput">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="DerivedField"/>
      </xs:sequence>
      <xs:attribute name="outputNeuron" type="NN-NEURON-IDREF" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ClusteringModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="ComparisonMeasure"/>
        <xs:element ref="ClusteringField" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MissingValueWeights" minOccurs="0"/>
        <xs:element ref="Cluster" maxOccurs="unbounded"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string" use="optional"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string" use="optional"/>
      <xs:attribute name="modelClass" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="centerBased"/>
            <xs:enumeration value="distributionBased"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="numberOfClusters" type="INT-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="MissingValueWeights">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="NUM-ARRAY"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="Cluster">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="KohonenMap" minOccurs="0"/>
        <xs:group ref="NUM-ARRAY" minOccurs="0"/>
        <xs:element ref="Partition" minOccurs="0"/>
        <xs:element ref="Covariances" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="name" type="xs:string" use="optional"/>
      <xs:attribute name="size" type="xs:nonNegativeInteger" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="KohonenMap">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="coord1" type="xs:float" use="optional"/>
      <xs:attribute name="coord2" type="xs:float" use="optional"/>
      <xs:attribute name="coord3" type="xs:float" use="optional"/>
      </xs:complexType>
  </xs:element>
  <xs:element name="Covariances">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Matrix"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="ClusteringField">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Comparisons" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="isCenterField" default="true">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="true"/>
            <xs:enumeration value="false"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="fieldWeight" type="REAL-NUMBER" default="1"/>
      <xs:attribute name="similarityScale" type="REAL-NUMBER" use="optional"/>
      <xs:attribute name="compareFunction" type="COMPARE-FUNCTION" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Comparisons">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Matrix"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="COMPARE-FUNCTION">
    <xs:restriction base="xs:string">
      <xs:enumeration value="absDiff"/>
      <xs:enumeration value="gaussSim"/>
      <xs:enumeration value="delta"/>
      <xs:enumeration value="equal"/>
      <xs:enumeration value="table"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="ComparisonMeasure">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:choice>
          <xs:element ref="euclidean"/>
          <xs:element ref="squaredEuclidean"/>
          <xs:element ref="chebychev"/>
          <xs:element ref="cityBlock"/>
          <xs:element ref="minkowski"/>
          <xs:element ref="simpleMatching"/>
          <xs:element ref="jaccard"/>
          <xs:element ref="tanimoto"/>
          <xs:element ref="binarySimilarity"/>
        </xs:choice>
      </xs:sequence>
      <xs:attribute name="kind" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="distance"/>
            <xs:enumeration value="similarity"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="compareFunction" type="COMPARE-FUNCTION" default="absDiff"/>
      <xs:attribute name="minimum" type="NUMBER" use="optional"/>
      <xs:attribute name="maximum" type="NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="euclidean">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="squaredEuclidean">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="cityBlock">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="chebychev">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="minkowski">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="p-parameter" type="NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="simpleMatching">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="jaccard">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="tanimoto">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="binarySimilarity">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="c00-parameter" type="NUMBER" use="required"/>
      <xs:attribute name="c01-parameter" type="NUMBER" use="required"/>
      <xs:attribute name="0-parameter" type="NUMBER" use="required"/>
      <xs:attribute name="1-parameter" type="NUMBER" use="required"/>
      <xs:attribute name="d00-parameter" type="NUMBER" use="required"/>
      <xs:attribute name="d01-parameter" type="NUMBER" use="required"/>
      <xs:attribute name="d10-parameter" type="NUMBER" use="required"/>
      <xs:attribute name="d11-parameter" type="NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="AssociationModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="Item" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Itemset" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="AssociationRule" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="numberOfTransactions" type="INT-NUMBER" use="required"/>
      <xs:attribute name="maxNumberOfItemsPerTA" type="INT-NUMBER"/>
      <xs:attribute name="avgNumberOfItemsPerTA" type="REAL-NUMBER"/>
      <xs:attribute name="minimumSupport" type="PROB-NUMBER" use="required"/>
      <xs:attribute name="minimumConfidence" type="PROB-NUMBER" use="required"/>
      <xs:attribute name="lengthLimit" type="INT-NUMBER"/>
      <xs:attribute name="numberOfItems" type="INT-NUMBER" use="required"/>
      <xs:attribute name="numberOfItemsets" type="INT-NUMBER" use="required"/>
      <xs:attribute name="numberOfRules" type="INT-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Item">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="id" type="xs:string" use="required"/>
      <xs:attribute name="value" type="xs:string" use="required"/>
      <xs:attribute name="mappedValue" type="xs:string"/>
      <xs:attribute name="weight" type="REAL-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Itemset">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element minOccurs="0" maxOccurs="unbounded" ref="ItemRef"/>
      </xs:sequence>
      <xs:attribute name="id" type="xs:string" use="required"/>
      <xs:attribute name="support" type="PROB-NUMBER"/>
      <xs:attribute name="numberOfItems" type="xs:nonNegativeInteger"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ItemRef">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="itemRef" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="AssociationRule">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="antecedent" type="xs:string" use="required"/>
      <xs:attribute name="consequent" type="xs:string" use="required"/>
      <xs:attribute name="support" type="PROB-NUMBER" use="required"/>
      <xs:attribute name="confidence" type="PROB-NUMBER" use="required"/>
      <xs:attribute name="lift" type="xs:float" use="optional"/>
      <xs:attribute name="id" type="xs:string" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="TreeModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="Node"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="missingValueStrategy" type="MISSING-VALUE-STRATEGY" default="none"/>
      <xs:attribute name="missingValuePenalty" type="PROB-NUMBER" default="1.0"/>
      <xs:attribute name="noTrueChildStrategy" type="NO-TRUE-CHILD-STRATEGY" default="returnNullPrediction"/>
      <xs:attribute name="splitCharacteristic" default="multiSplit">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="binarySplit"/>
            <xs:enumeration value="multiSplit"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="Node">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="PREDICATE"/>
        <xs:choice>
          <xs:sequence>
            <xs:element ref="Partition" minOccurs="0"/>
            <xs:element ref="ScoreDistribution" minOccurs="0" maxOccurs="unbounded"/>
            <xs:element ref="Node" minOccurs="0" maxOccurs="unbounded"/>
          </xs:sequence>
          <xs:group ref="EmbeddedModel"/>
        </xs:choice>
      </xs:sequence>
      <xs:attribute name="id" type="xs:string"/>
      <xs:attribute name="score" type="xs:string"/>
      <xs:attribute name="recordCount" type="NUMBER"/>
      <xs:attribute name="defaultChild" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:group name="PREDICATE">
    <xs:choice>
      <xs:element ref="SimplePredicate"/>
      <xs:element ref="CompoundPredicate"/>
      <xs:element ref="SimpleSetPredicate"/>
      <xs:element ref="True"/>
      <xs:element ref="False"/>
    </xs:choice>
  </xs:group>
  <xs:element name="SimplePredicate">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="operator" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="equal"/>
            <xs:enumeration value="notEqual"/>
            <xs:enumeration value="lessThan"/>
            <xs:enumeration value="lessOrEqual"/>
            <xs:enumeration value="greaterThan"/>
            <xs:enumeration value="greaterOrEqual"/>
            <xs:enumeration value="isMissing"/>
            <xs:enumeration value="isNotMissing"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="value" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="CompoundPredicate">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:sequence minOccurs="2" maxOccurs="unbounded">
          <xs:group ref="PREDICATE"/>
        </xs:sequence>
      </xs:sequence>
      <xs:attribute name="booleanOperator" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="or"/>
            <xs:enumeration value="and"/>
            <xs:enumeration value="xor"/>
            <xs:enumeration value="surrogate"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="SimpleSetPredicate">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Array"/>
      </xs:sequence>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="booleanOperator" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="isIn"/>
            <xs:enumeration value="isNotIn"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="True">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="False">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="ScoreDistribution">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="value" type="xs:string" use="required"/>
      <xs:attribute name="recordCount" type="NUMBER" use="required"/>
      <xs:attribute name="confidence" type="PROB-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="MISSING-VALUE-STRATEGY">
    <xs:restriction base="xs:string">
      <xs:enumeration value="lastPrediction"/>
      <xs:enumeration value="nullPrediction"/>
      <xs:enumeration value="defaultChild"/>
      <xs:enumeration value="weightedConfidence"/>
      <xs:enumeration value="aggregateNodes"/>
      <xs:enumeration value="none"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="NO-TRUE-CHILD-STRATEGY">
    <xs:restriction base="xs:string">
      <xs:enumeration value="returnNullPrediction"/>
      <xs:enumeration value="returnLastPrediction"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="RegressionModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="RegressionTable" maxOccurs="unbounded"/>
        <!-- optionally, specification of the decision logic -->
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="modelType" use="optional">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="linearRegression"/>
            <xs:enumeration value="stepwisePolynomialRegression"/>
            <xs:enumeration value="logisticRegression"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="targetFieldName" type="FIELD-NAME" use="optional"/>
      <xs:attribute name="normalizationMethod" type="REGRESSIONNORMALIZATIONMETHOD" default="none"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="REGRESSIONNORMALIZATIONMETHOD">
    <xs:restriction base="xs:string">
      <xs:enumeration value="none"/>
      <xs:enumeration value="simplemax"/>
      <xs:enumeration value="softmax"/>
      <xs:enumeration value="logit"/>
      <xs:enumeration value="probit"/>
      <xs:enumeration value="cloglog"/>
      <xs:enumeration value="exp"/>
      <xs:enumeration value="loglog"/>
      <xs:enumeration value="cauchit"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="RegressionTable">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="NumericPredictor" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="CategoricalPredictor" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="PredictorTerm" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="intercept" type="REAL-NUMBER" use="required"/>
      <xs:attribute name="targetCategory" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="NumericPredictor">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="FIELD-NAME" use="required"/>
      <xs:attribute name="exponent" type="INT-NUMBER" default="1"/>
      <xs:attribute name="coefficient" type="REAL-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="CategoricalPredictor">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="FIELD-NAME" use="required"/>
      <xs:attribute name="value" type="xs:string" use="required"/>
      <xs:attribute name="coefficient" type="REAL-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="PredictorTerm">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="FieldRef" minOccurs="1" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="coefficient" type="REAL-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="RuleSetModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="RuleSet"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string" use="optional"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="RuleSet">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="RuleSelectionMethod" minOccurs="1" maxOccurs="unbounded"/>
        <xs:element ref="ScoreDistribution" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="Rule" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="recordCount" type="NUMBER" use="optional"/>
      <xs:attribute name="nbCorrect" type="NUMBER" use="optional"/>
      <xs:attribute name="defaultScore" type="xs:string" use="optional"/>
      <xs:attribute name="defaultConfidence" type="NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="RuleSelectionMethod">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="criterion" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="weightedSum"/>
            <xs:enumeration value="weightedMax"/>
            <xs:enumeration value="firstHit"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:group name="Rule">
    <xs:choice>
      <xs:element ref="SimpleRule"/>
      <xs:element ref="CompoundRule"/>
    </xs:choice>
  </xs:group>
  <xs:element name="SimpleRule">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
         <xs:group ref="PREDICATE"/>
         <xs:element ref="ScoreDistribution" minOccurs="0" maxOccurs="unbounded"/>
       </xs:sequence>
       <xs:attribute name="id" type="xs:string" use="optional"/>
       <xs:attribute name="score" type="xs:string" use="required"/>
       <xs:attribute name="recordCount" type="NUMBER" use="optional"/>
       <xs:attribute name="nbCorrect" type="NUMBER" use="optional"/>
       <xs:attribute name="confidence" type="NUMBER" use="optional"/>
     <xs:attribute name="weight" type="NUMBER" use="optional"/>
   </xs:complexType>
 </xs:element>
  <xs:element name="CompoundRule">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="PREDICATE"/>
        <xs:group ref="Rule" minOccurs="1" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="SupportVectorMachineModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:sequence>
          <xs:choice>
            <xs:element ref="LinearKernelType"/>
            <xs:element ref="PolynomialKernelType"/>
            <xs:element ref="RadialBasisKernelType"/>
            <xs:element ref="SigmoidKernelType"/>
          </xs:choice>
        </xs:sequence>
        <xs:element ref="VectorDictionary"/>
        <xs:element ref="SupportVectorMachine" maxOccurs="unbounded"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string" use="optional"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string" use="optional"/>
      <xs:attribute name="threshold" type="REAL-NUMBER" use="optional" default="0"/>
      <xs:attribute name="svmRepresentation" type="SVM-REPRESENTATION" use="optional" default="SupportVectors"/>
      <xs:attribute name="classificationMethod" type="SVM-CLASSIFICATION-METHOD" use="optional" default="OneAgainstAll"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="SVM-CLASSIFICATION-METHOD">
    <xs:restriction base="xs:string">
      <xs:enumeration value="OneAgainstAll"/>
      <xs:enumeration value="OneAgainstOne"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="SVM-REPRESENTATION">
    <xs:restriction base="xs:string">
      <xs:enumeration value="SupportVectors"/>
      <xs:enumeration value="Coefficients"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="LinearKernelType">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="description" type="xs:string" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="PolynomialKernelType">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="description" type="xs:string" use="optional"/>
      <xs:attribute name="gamma" type="REAL-NUMBER" use="optional" default="1"/>
      <xs:attribute name="coef0" type="REAL-NUMBER" use="optional" default="1"/>
      <xs:attribute name="degree" type="REAL-NUMBER" use="optional" default="1"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="RadialBasisKernelType">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="description" type="xs:string" use="optional"/>
      <xs:attribute name="gamma" type="REAL-NUMBER" use="optional" default="1"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="SigmoidKernelType">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="description" type="xs:string" use="optional"/>
      <xs:attribute name="gamma" type="REAL-NUMBER" use="optional" default="1"/>
      <xs:attribute name="coef0" type="REAL-NUMBER" use="optional" default="1"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="VECTOR-ID">
    <xs:restriction base="xs:string"/>
  </xs:simpleType>
  <xs:element name="VectorDictionary">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="VectorFields"/>
        <xs:element ref="VectorInstance" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="numberOfVectors" type="INT-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="VectorFields">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="FieldRef" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="numberOfFields" type="INT-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="VectorInstance">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:choice>
          <xs:element ref="REAL-SparseArray"/>
          <xs:group ref="REAL-ARRAY"/>
        </xs:choice>
      </xs:sequence>
      <xs:attribute name="id" type="VECTOR-ID" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="SupportVectorMachine">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="SupportVectors" minOccurs="0"/>
        <xs:element ref="Coefficients"/>
      </xs:sequence>
      <xs:attribute name="targetCategory" type="xs:string" use="optional"/>
      <xs:attribute name="alternateTargetCategory" type="xs:string" use="optional"/>
      <xs:attribute name="threshold" type="REAL-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="SupportVectors">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="SupportVector" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="numberOfSupportVectors" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="numberOfAttributes" type="INT-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="SupportVector">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="vectorId" type="VECTOR-ID" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Coefficients">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Coefficient" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="numberOfCoefficients" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="absoluteValue" type="REAL-NUMBER" use="optional" default="0"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Coefficient">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="value" type="REAL-NUMBER" use="optional" default="0"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="TextModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="TextDictionary"/>
        <xs:element ref="TextCorpus"/>
        <xs:element ref="DocumentTermMatrix"/>
        <xs:element ref="TextModelNormalization" minOccurs="0"/>
        <xs:element ref="TextModelSimiliarity" minOccurs="0"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="numberOfTerms" type="xs:integer" use="required"/>
      <xs:attribute name="numberOfDocuments" type="xs:integer" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="TextDictionary">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Taxonomy" minOccurs="0"/>
        <xs:group ref="STRING-ARRAY"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="TextCorpus">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="TextDocument" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="TextDocument">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="id" type="xs:string" use="required"/>
      <xs:attribute name="name" type="xs:string" use="optional"/>
      <xs:attribute name="length" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="file" type="xs:string" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="DocumentTermMatrix">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Matrix"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="TextModelNormalization">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="localTermWeights" default="termFrequency">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="termFrequency"/>
            <xs:enumeration value="binary"/>
            <xs:enumeration value="logarithmic"/>
            <xs:enumeration value="augmentedNormalizedTermFrequency"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="globalTermWeights" default="inverseDocumentFrequency">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="inverseDocumentFrequency"/>
            <xs:enumeration value="none"/>
            <xs:enumeration value="GFIDF"/>
            <xs:enumeration value="normal"/>
            <xs:enumeration value="probabilisticInverse"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="documentNormalization" default="none">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="none"/>
            <xs:enumeration value="cosine"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="TextModelSimiliarity">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="similarityType">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="euclidean"/>
            <xs:enumeration value="cosine"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="GeneralRegressionModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element minOccurs="0" maxOccurs="unbounded" ref="Extension"/>
        <xs:element ref="MiningSchema"/>
        <xs:element minOccurs="0" ref="Output"/>
        <xs:element minOccurs="0" ref="ModelStats"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element minOccurs="0" ref="Targets"/>
        <xs:element minOccurs="0" ref="LocalTransformations"/>
        <xs:element ref="ParameterList"/>
        <xs:element minOccurs="0" ref="FactorList"/>
        <xs:element minOccurs="0" ref="CovariateList"/>
        <xs:element ref="PPMatrix"/>
        <xs:element minOccurs="0" ref="PCovMatrix"/>
        <xs:element ref="ParamMatrix"/>
        <xs:element minOccurs="0" ref="EventValues"/>
        <xs:element minOccurs="0" ref="BaseCumHazardTables"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="targetVariableName" type="FIELD-NAME"/>
      <xs:attribute name="modelType" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="regression"/>
            <xs:enumeration value="generalLinear"/>
            <xs:enumeration value="multinomialLogistic"/>
            <xs:enumeration value="ordinalMultinomial"/>
            <xs:enumeration value="generalizedLinear"/>
            <xs:enumeration value="CoxRegression"/>
         </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="targetReferenceCategory" type="xs:string"/>
      <xs:attribute name="cumulativeLink" type="CUMULATIVE-LINK-FUNCTION"/>
      <xs:attribute name="linkFunction" type="LINK-FUNCTION"/>
      <xs:attribute name="linkParameter" type="REAL-NUMBER"/>  
      <xs:attribute name="trialsVariable" type="FIELD-NAME"/>
      <xs:attribute name="trialsValue" type="INT-NUMBER"/>
      <xs:attribute name="distribution" >
      <xs:simpleType >
          <xs:restriction base="xs:string">
            <xs:enumeration value="binomial"/>
            <xs:enumeration value="gamma"/>
            <xs:enumeration value="igauss"/>
            <xs:enumeration value="negbin"/>
            <xs:enumeration value="normal"/>
            <xs:enumeration value="poisson"/>
            <xs:enumeration value="tweedie"/>
          </xs:restriction >
        </xs:simpleType >
      </xs:attribute >
      <xs:attribute name="distParameter" type="REAL-NUMBER"/>  
      <xs:attribute name="offsetVariable" type="FIELD-NAME"/>
      <xs:attribute name="offsetValue" type="REAL-NUMBER"/>
      <xs:attribute name="modelDF" type="REAL-NUMBER"/>
      <xs:attribute name="endTimeVariable" type="FIELD-NAME"/>
      <xs:attribute name="startTimeVariable" type="FIELD-NAME"/>
      <xs:attribute name="subjectIDVariable" type="FIELD-NAME"/>
      <xs:attribute name="statusVariable" type="FIELD-NAME"/>
      <xs:attribute name="baselineStrataVariable" type="FIELD-NAME"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ParameterList">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Parameter" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="Parameter">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="xs:string" use="required"/>
      <xs:attribute name="label" type="xs:string"/>
      <xs:attribute name="referencePoint" type="REAL-NUMBER" default="0"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="FactorList">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element minOccurs="0" maxOccurs="unbounded" ref="Predictor"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="CovariateList">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element minOccurs="0" maxOccurs="unbounded" ref="Predictor"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="Predictor">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Matrix" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="name" type="FIELD-NAME" use="required"/>
      <xs:attribute name="contrastMatrixType" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="PPMatrix">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="PPCell" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="PPCell">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="value" type="xs:string" use="required"/>
      <xs:attribute name="predictorName" type="FIELD-NAME" use="required"/>
      <xs:attribute name="parameterName" type="xs:string" use="required"/>
      <xs:attribute name="targetCategory" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="PCovMatrix">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="PCovCell"/>
      </xs:sequence>
      <xs:attribute name="type">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="model"/>
            <xs:enumeration value="robust"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="PCovCell">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="pRow" type="xs:string" use="required"/>
      <xs:attribute name="pCol" type="xs:string" use="required"/>
      <xs:attribute name="tRow" type="xs:string"/>
      <xs:attribute name="tCol" type="xs:string"/>
      <xs:attribute name="value" type="REAL-NUMBER" use="required"/>
      <xs:attribute name="targetCategory" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ParamMatrix">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="PCell" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="PCell">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="targetCategory" type="xs:string"/>
      <xs:attribute name="parameterName" type="xs:string" use="required"/>
      <xs:attribute name="beta" type="REAL-NUMBER" use="required"/>
      <xs:attribute name="df" type="INT-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="BaseCumHazardTables">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:choice> 
          <xs:element maxOccurs="unbounded" ref="BaselineStratum"/>
          <xs:element maxOccurs="unbounded" ref="BaselineCell"/>
        </xs:choice> 
      </xs:sequence>
      <xs:attribute name="maxTime" type="REAL-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="BaselineStratum">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element minOccurs="0" maxOccurs="unbounded" ref="BaselineCell"/>
      </xs:sequence>
      <xs:attribute name="value" type="xs:string" use="required"/>
      <xs:attribute name="label" type="xs:string"/>
      <xs:attribute name="maxTime" type="REAL-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="BaselineCell">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="time" type="REAL-NUMBER" use="required"/>
      <xs:attribute name="cumHazard" type="REAL-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element> 
  <xs:element name="EventValues">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element minOccurs="0" maxOccurs="unbounded" ref="Value"/>
        <xs:element minOccurs="0" maxOccurs="unbounded" ref="Interval"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element> 
  <xs:simpleType name="CUMULATIVE-LINK-FUNCTION">
    <xs:restriction base="xs:string">
      <xs:enumeration value="logit"/>
      <xs:enumeration value="probit"/>
      <xs:enumeration value="cloglog"/>
      <xs:enumeration value="loglog"/>
      <xs:enumeration value="cauchit"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="LINK-FUNCTION">
    <xs:restriction base="xs:string">
      <xs:enumeration value="cloglog"/>
      <xs:enumeration value="identity"/>
      <xs:enumeration value="log"/>
      <xs:enumeration value="logc"/>
      <xs:enumeration value="logit"/>
      <xs:enumeration value="loglog"/>
      <xs:enumeration value="negbin"/>
      <xs:enumeration value="oddspower"/>
      <xs:enumeration value="power"/>
      <xs:enumeration value="probit"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="SequenceModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="Constraints" minOccurs="0"/>
        <xs:element ref="Item" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Itemset" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="SetPredicate" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Sequence" maxOccurs="unbounded"/>
        <xs:element ref="SequenceRule" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="numberOfTransactions" type="INT-NUMBER"/>
      <xs:attribute name="maxNumberOfItemsPerTransaction" type="INT-NUMBER"/>
      <xs:attribute name="avgNumberOfItemsPerTransaction" type="REAL-NUMBER"/>      
      <xs:attribute name="numberOfTransactionGroups" type="INT-NUMBER"/>
      <xs:attribute name="maxNumberOfTAsPerTAGroup" type="INT-NUMBER"/>
      <xs:attribute name="avgNumberOfTAsPerTAGroup" type="REAL-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Constraints">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="minimumNumberOfItems" type="INT-NUMBER" default="1"/>
      <xs:attribute name="maximumNumberOfItems" type="INT-NUMBER"/>
      <xs:attribute name="minimumNumberOfAntecedentItems" type="INT-NUMBER" default="1"/>
      <xs:attribute name="maximumNumberOfAntecedentItems" type="INT-NUMBER"/>
      <xs:attribute name="minimumNumberOfConsequentItems" type="INT-NUMBER" default="1"/>
      <xs:attribute name="maximumNumberOfConsequentItems" type="INT-NUMBER"/>
      <xs:attribute name="minimumSupport" type="REAL-NUMBER" default="0"/>
      <xs:attribute name="minimumConfidence" type="REAL-NUMBER" default="0"/>
      <xs:attribute name="minimumLift" type="REAL-NUMBER" default="0"/>
      <xs:attribute name="minimumTotalSequenceTime" type="REAL-NUMBER" default="0"/>
      <xs:attribute name="maximumTotalSequenceTime" type="REAL-NUMBER"/>
      <xs:attribute name="minimumItemsetSeparationTime" type="REAL-NUMBER" default="0"/>
      <xs:attribute name="maximumItemsetSeparationTime" type="REAL-NUMBER"/>
      <xs:attribute name="minimumAntConsSeparationTime" type="REAL-NUMBER" default="0"/>
      <xs:attribute name="maximumAntConsSeparationTime" type="REAL-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="ELEMENT-ID">  
    <xs:restriction base="xs:string">
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="SetPredicate">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="STRING-ARRAY"/>
      </xs:sequence>
      <xs:attribute name="id" type="ELEMENT-ID" use="required"/>
      <xs:attribute name="field" type="FIELD-NAME" use="required"/>
      <xs:attribute name="operator" type="xs:string" fixed="supersetOf"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="DELIMITER">
    <xs:restriction base="xs:string">
      <xs:enumeration value="sameTimeWindow"/>
      <xs:enumeration value="acrossTimeWindows"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="GAP">
    <xs:restriction base="xs:string">
      <xs:enumeration value="true"/>
      <xs:enumeration value="false"/>
      <xs:enumeration value="unknown"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="Delimiter">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="delimiter" type="DELIMITER" use="required"/>
      <xs:attribute name="gap" type="GAP" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Time">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="min" type="NUMBER"/>
      <xs:attribute name="max" type="NUMBER"/>
      <xs:attribute name="mean" type="NUMBER"/>
      <xs:attribute name="standardDeviation" type="NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:group name="FOLLOW-SET">
    <xs:sequence>
      <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      <xs:element ref="Delimiter"/>
      <xs:element ref="Time" minOccurs="0"/>
      <xs:element ref="SetReference"/>
    </xs:sequence>
  </xs:group>
  <xs:element name="Sequence">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="SetReference"/>
        <xs:sequence minOccurs="0" maxOccurs="unbounded">
          <xs:group ref="FOLLOW-SET"/>
        </xs:sequence>
        <xs:element ref="Time" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="id" type="ELEMENT-ID" use="required"/>
      <xs:attribute name="numberOfSets" type="INT-NUMBER"/>
      <xs:attribute name="occurrence" type="INT-NUMBER"/>
      <xs:attribute name="support" type="REAL-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="SetReference">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="setId" type="ELEMENT-ID" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="SequenceRule">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="AntecedentSequence"/>
        <xs:element ref="Delimiter"/>
        <xs:element ref="Time" minOccurs="0"/>
        <xs:element ref="ConsequentSequence"/>
        <xs:element ref="Time" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="id" type="ELEMENT-ID" use="required"/>
      <xs:attribute name="numberOfSets" type="INT-NUMBER" use="required"/>
      <xs:attribute name="occurrence" type="INT-NUMBER" use="required"/>
      <xs:attribute name="support" type="REAL-NUMBER" use="required"/>
      <xs:attribute name="confidence" type="REAL-NUMBER" use="required"/>
      <xs:attribute name="lift" type="REAL-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:group name="SEQUENCE">
    <xs:sequence>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:element ref="SequenceReference"/>
      <xs:element ref="Time" minOccurs="0"/>
    </xs:sequence>
  </xs:group>
  <xs:element name="SequenceReference">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="seqId" type="ELEMENT-ID" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="AntecedentSequence">
    <xs:complexType>
      <xs:sequence>
        <xs:group ref="SEQUENCE"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="ConsequentSequence">
    <xs:complexType>
      <xs:sequence>
        <xs:group ref="SEQUENCE"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="NaiveBayesModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
       <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="BayesInputs"/>
        <xs:element ref="BayesOutput"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="threshold" type="REAL-NUMBER" use="required"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="BayesInputs">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="BayesInput"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="BayesInput">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element minOccurs="0" ref="DerivedField"/>
        <xs:element maxOccurs="unbounded" ref="PairCounts"/>
      </xs:sequence>
      <xs:attribute name="fieldName" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="BayesOutput">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="TargetValueCounts"/>
      </xs:sequence>
      <xs:attribute name="fieldName" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="PairCounts">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="TargetValueCounts"/>
      </xs:sequence>
      <xs:attribute name="value" type="xs:string" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="TargetValueCounts">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="TargetValueCount"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="TargetValueCount">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="value" type="xs:string" use="required"/>
      <xs:attribute name="count" type="REAL-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ModelVerification">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="VerificationFields"/>
        <xs:element ref="InlineTable"/>
      </xs:sequence>
      <xs:attribute name="recordCount" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="fieldCount" type="INT-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="VerificationFields">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element maxOccurs="unbounded" ref="VerificationField"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="VerificationField">
   <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="field" type="xs:string" use="required"/>
      <xs:attribute name="column" type="xs:string" use="optional"/>
      <xs:attribute name="precision" type="xs:double" default="1E-6"/>
      <xs:attribute name="zeroThreshold" type="xs:double" default="1E-16"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ModelExplanation">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
          <xs:choice>
            <xs:element ref="PredictiveModelQuality" minOccurs="0" maxOccurs="unbounded"/>
            <xs:element ref="ClusteringModelQuality" minOccurs="0" maxOccurs="unbounded"/>
          </xs:choice>
        <xs:element ref="Correlations" minOccurs="0"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="PredictiveModelQuality">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="ConfusionMatrix" minOccurs="0"/>
        <xs:element ref="LiftData" minOccurs="0"/>
        <xs:element ref="ROC" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="targetField" type="xs:string" use="required"/>
      <xs:attribute name="dataName" type="xs:string" use="optional"/>
      <xs:attribute name="dataUsage" default="training">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="training"/>
            <xs:enumeration value="test"/>
            <xs:enumeration value="validation"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="meanError" type="NUMBER" use="optional"/>
      <xs:attribute name="meanAbsoluteError" type="NUMBER" use="optional"/>
      <xs:attribute name="meanSquaredError" type="NUMBER" use="optional"/>
      <xs:attribute name="r-squared" type="NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="ClusteringModelQuality">
    <xs:complexType>
      <xs:attribute name="dataName" type="xs:string" use="optional"/>
      <xs:attribute name="SSE" type="NUMBER" use="optional"/>
      <xs:attribute name="SSB" type="NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="LiftData">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="ModelLiftGraph"/>
        <xs:element ref="OptimumLiftGraph" minOccurs="0"/>
        <xs:element ref="RandomLiftGraph" minOccurs="0"/>
      </xs:sequence>
      <xs:attribute name="targetFieldValue" type="xs:string"/>
      <xs:attribute name="targetFieldDisplayValue" type="xs:string"/>
      <xs:attribute name="rankingQuality" type="NUMBER"/>
    </xs:complexType>
  </xs:element>    
  <xs:element name="ModelLiftGraph">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="LiftGraph"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="OptimumLiftGraph">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="LiftGraph"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="RandomLiftGraph">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="LiftGraph"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>    
  <xs:element name="LiftGraph">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="XCoordinates"/>
        <xs:element ref="YCoordinates"/>
        <xs:element ref="BoundaryValues" minOccurs="0"/>
        <xs:element ref="BoundaryValueMeans" minOccurs="0"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="XCoordinates">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="NUM-ARRAY"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="YCoordinates">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="NUM-ARRAY"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="BoundaryValues">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="NUM-ARRAY"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="BoundaryValueMeans">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="NUM-ARRAY"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>    
  <xs:element name="ROC">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="ROCGraph"/>
      </xs:sequence>
      <xs:attribute name="positiveTargetFieldValue" type="xs:string"
                    use="required"/>
      <xs:attribute name="positiveTargetFieldDisplayValue" type="xs:string"/>
      <xs:attribute name="negativeTargetFieldValue" type="xs:string"/>
      <xs:attribute name="negativeTargetFieldDisplayValue" type="xs:string"/>
    </xs:complexType>
  </xs:element>    
  <xs:element name="ROCGraph">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="XCoordinates"/>
        <xs:element ref="YCoordinates"/>
        <xs:element ref="BoundaryValues" minOccurs="0"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="ConfusionMatrix">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="ClassLabels"/>
        <xs:element ref="Matrix"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="ClassLabels">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="STRING-ARRAY"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="Correlations">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="CorrelationFields"/>
        <xs:element ref="CorrelationValues"/>
        <xs:element ref="CorrelationMethods" minOccurs="0"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="CorrelationFields">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="STRING-ARRAY"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="CorrelationValues">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Matrix"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>
  <xs:element name="CorrelationMethods">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Matrix"/>
      </xs:sequence>
    </xs:complexType>
  </xs:element>    
  <xs:element name="MiningModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="ModelExplanation" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:choice minOccurs="0" maxOccurs="unbounded">
          <xs:element ref="Regression"/>
          <xs:element ref="DecisionTree"/>
        </xs:choice>
        <xs:element ref="Segmentation" minOccurs="0"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string" use="optional"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Segmentation">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="Segment" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="multipleModelMethod" type="MULTIPLE-MODEL-METHOD" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Segment">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:group ref="PREDICATE"/>
        <xs:choice>
          <xs:element ref="ClusteringModel"/>
          <xs:element ref="GeneralRegressionModel"/>
          <xs:element ref="NaiveBayesModel"/>
          <xs:element ref="NeuralNetwork"/>
          <xs:element ref="RegressionModel"/>
          <xs:element ref="RuleSetModel"/>
          <xs:element ref="SupportVectorMachineModel"/>
          <xs:element ref="TreeModel"/>
          <xs:element ref="Extension"/>
        </xs:choice>
      </xs:sequence>
      <xs:attribute name="id" type="xs:string" use="optional"/>
      <xs:attribute name="weight" type="NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="MULTIPLE-MODEL-METHOD">
    <xs:restriction base="xs:string">
      <xs:enumeration value="majorityVote"/>
      <xs:enumeration value="weightedMajorityVote"/>
      <xs:enumeration value="average"/>
      <xs:enumeration value="weightedAverage"/>
      <xs:enumeration value="median"/>
      <xs:enumeration value="max"/>
      <xs:enumeration value="sum"/>
      <xs:enumeration value="selectFirst"/>
      <xs:enumeration value="selectAll"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:group name="EmbeddedModel">
    <xs:sequence>
      <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      <xs:choice>
        <xs:element ref="Regression"/>
        <xs:element ref="DecisionTree"/>
      </xs:choice>
    </xs:sequence>
  </xs:group>
  <xs:element name="ResultField">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="name" type="FIELD-NAME" use="required"/>
      <xs:attribute name="displayName" type="xs:string"/>
      <xs:attribute name="optype" type="OPTYPE"/>
      <xs:attribute name="dataType" type="DATATYPE"/>
      <xs:attribute name="feature" type="RESULT-FEATURE"/>
      <xs:attribute name="value" type="xs:string"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Regression">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="ResultField" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="RegressionTable" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="normalizationMethod" type="REGRESSIONNORMALIZATIONMETHOD" default="none"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="DecisionTree">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="Targets" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="ResultField" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="Node"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string"/>
      <xs:attribute name="missingValueStrategy" type="MISSING-VALUE-STRATEGY" default="none"/>
      <xs:attribute name="missingValuePenalty" type="PROB-NUMBER" default="1.0"/>
      <xs:attribute name="noTrueChildStrategy" type="NO-TRUE-CHILD-STRATEGY" default="returnNullPrediction"/>
      <xs:attribute name="splitCharacteristic" default="multiSplit">
        <xs:simpleType>
          <xs:restriction base="xs:string">
            <xs:enumeration value="binarySplit"/>
            <xs:enumeration value="multiSplit"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="TimeSeriesModel">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="MiningSchema"/>
        <xs:element ref="Output" minOccurs="0"/>
        <xs:element ref="ModelStats" minOccurs="0"/>
        <xs:element ref="LocalTransformations" minOccurs="0"/>
        <xs:element ref="TimeSeries" minOccurs="0" maxOccurs="3"/>
        <xs:element ref="SpectralAnalysis" minOccurs="0" maxOccurs="1"/>
        <xs:element ref="ARIMA" minOccurs="0" maxOccurs="1"/>
        <xs:element ref="ExponentialSmoothing" minOccurs="0" maxOccurs="1"/>
        <xs:element ref="SeasonalTrendDecomposition" minOccurs="0" maxOccurs="1"/>
        <xs:element ref="ModelVerification" minOccurs="0"/>
        <xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="modelName" type="xs:string" use="optional"/>
      <xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
      <xs:attribute name="algorithmName" type="xs:string" use="optional"/>
      <xs:attribute name="bestFit" type="TIMESERIES-ALGORITHM" use="required"/>
    </xs:complexType>
  </xs:element>    
  <xs:simpleType name="TIMESERIES-ALGORITHM">
    <xs:restriction base="xs:string">
      <xs:enumeration value="ARIMA"/>
      <xs:enumeration value="ExponentialSmoothing"/>
      <xs:enumeration value="SeasonalTrendDecomposition"/>
      <xs:enumeration value="SpectralAnalysis"/>
    </xs:restriction>
  </xs:simpleType>    
  <xs:element name="TimeSeries">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="TimeAnchor" minOccurs="0" maxOccurs="1"/>
        <xs:element ref="TimeException" minOccurs="0" maxOccurs="2"/>
        <xs:element ref="TimeValue" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="usage" type="TIMESERIES-USAGE" default="original"/>
      <xs:attribute name="startTime" type="REAL-NUMBER"/>
      <xs:attribute name="endTime" type="REAL-NUMBER"/>
      <xs:attribute name="interpolationMethod" type="INTERPOLATION-METHOD" default="none"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="TIMESERIES-USAGE">
    <xs:restriction base="xs:string">
      <xs:enumeration value="original"/>
      <xs:enumeration value="logical"/>
      <xs:enumeration value="prediction"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="TimeValue">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Timestamp" minOccurs="0" maxOccurs="1"/>
      </xs:sequence>
      <xs:attribute name="index" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="time" type="NUMBER" use="optional"/>
      <xs:attribute name="value" type="REAL-NUMBER" use="required"/>
      <xs:attribute name="standardError" type="REAL-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="TimeAnchor">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="TimeCycle" minOccurs="0" maxOccurs="unbounded"/>
        <xs:element ref="TimeException" minOccurs="0" maxOccurs="2"/>
      </xs:sequence>
      <xs:attribute name="type" type="TIME-ANCHOR"/>
      <xs:attribute name="offset" type="INT-NUMBER"/>
      <xs:attribute name="stepsize" type="INT-NUMBER"/>
      <xs:attribute name="displayName" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="TimeCycle">
    <xs:complexType>
      <xs:sequence>
        <xs:group ref="INT-ARRAY" minOccurs="0" maxOccurs="1"/>
      </xs:sequence>
      <xs:attribute name="length" type="INT-NUMBER"/>
      <xs:attribute name="type" type="VALID-TIME-SPEC"/>
      <xs:attribute name="displayName" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="TIME-ANCHOR">
    <xs:restriction base="xs:string">
      <xs:enumeration value="dateTimeMillisecdondsSince[0]"/>
      <xs:enumeration value="dateTimeMillisecdondsSince[1960]"/>
      <xs:enumeration value="dateTimeMillisecdondsSince[1970]"/>
      <xs:enumeration value="dateTimeMillisecdondsSince[1980]"/>
      <xs:enumeration value="dateTimeSecdondsSince[0]"/>
      <xs:enumeration value="dateTimeSecdondsSince[1960]"/>
      <xs:enumeration value="dateTimeSecdondsSince[1970]"/>
      <xs:enumeration value="dateTimeSecdondsSince[1980]"/>
      <xs:enumeration value="dateDaysSince[0]"/>
      <xs:enumeration value="dateDaysSince[1960]"/>
      <xs:enumeration value="dateDaysSince[1970]"/>
      <xs:enumeration value="dateDaysSince[1980]"/>
      <xs:enumeration value="dateMonthsSince[0]"/>
      <xs:enumeration value="dateMonthsSince[1960]"/>
      <xs:enumeration value="dateMonthsSince[1970]"/>
      <xs:enumeration value="dateMonthsSince[1980]"/>
      <xs:enumeration value="dateYearsSince[0]"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="VALID-TIME-SPEC">
    <xs:restriction base="xs:string">
      <xs:enumeration value="includeAll"/>
      <xs:enumeration value="includeFromTo"/>
      <xs:enumeration value="excludeFromTo"/>
      <xs:enumeration value="includeSet"/>
      <xs:enumeration value="excludeSet"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="TimeException">
    <xs:complexType>
      <xs:sequence>
        <xs:group ref="INT-ARRAY" minOccurs="1"/>
      </xs:sequence>
      <xs:attribute name="type" type="TIME-EXCEPTION-TYPE"/>
      <xs:attribute name="count" type="INT-NUMBER"/>
    </xs:complexType>
  </xs:element>
  <xs:simpleType name="TIME-EXCEPTION-TYPE">
    <xs:restriction base="xs:string">
      <xs:enumeration value="exclude"/>
      <xs:enumeration value="include"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:simpleType name="INTERPOLATION-METHOD">
    <xs:restriction base="xs:string">
      <xs:enumeration value="none"/>
      <xs:enumeration value="linear"/>
      <xs:enumeration value="exponentialSpline"/>
      <xs:enumeration value="cubicSpline"/>
    </xs:restriction>
  </xs:simpleType>
  <xs:element name="ExponentialSmoothing">
    <xs:complexType>
      <xs:sequence>
        <xs:element ref="Level" minOccurs="1" maxOccurs="1"/>
        <xs:element ref="Trend" minOccurs="0" maxOccurs="1"/>
        <xs:element ref="Seasonality_ExpoSmooth" minOccurs="0" maxOccurs="1"/>
        <xs:element ref="TimeValue" minOccurs="0" maxOccurs="unbounded"/>
      </xs:sequence>
      <xs:attribute name="RMSE" type="REAL-NUMBER"/>
      <xs:attribute name="transformation" default="none">
        <xs:simpleType>
          <xs:restriction base="xs:NMTOKEN">
            <xs:enumeration value="none"/>
            <xs:enumeration value="logarithmic"/>
            <xs:enumeration value="squareroot"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
    </xs:complexType>
  </xs:element>
  <xs:element name="Seasonality_ExpoSmooth">
    <xs:complexType>
      <xs:sequence>
        <xs:group ref="REAL-ARRAY"/>
      </xs:sequence>
      <xs:attribute name="type" use="required">
        <xs:simpleType>
          <xs:restriction base="xs:NMTOKEN">
            <xs:enumeration value="additive"/>
            <xs:enumeration value="multiplicative"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute>
      <xs:attribute name="period" type="INT-NUMBER" use="required"/>
      <xs:attribute name="unit" type="xs:string" use="optional"/>
      <xs:attribute name="phase" type="INT-NUMBER" use="optional"/>
      <xs:attribute name="delta" type="REAL-NUMBER" use="optional"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="Level">
      <xs:complexType>
        <xs:attribute name="alpha" type="REAL-NUMBER" use="optional"/>
        <xs:attribute name="smoothedValue" type="REAL-NUMBER"/>
        <xs:attribute name="quadraticSmoothedValue" type="REAL-NUMBER"/>
        <xs:attribute name="cubicSmoothedValue" type="REAL-NUMBER"/>
      </xs:complexType>
    </xs:element>
  <xs:element name="Trend">
    <xs:complexType>
      <xs:attribute name="trend" default="additive">
        <xs:simpleType>
          <xs:restriction base="xs:NMTOKEN">
            <xs:enumeration value="additive"/>
            <xs:enumeration value="damped_additive"/>
            <xs:enumeration value="multiplicative"/>
            <xs:enumeration value="damped_multiplicative"/>
            <xs:enumeration value="double_exponential"/>
          </xs:restriction>
        </xs:simpleType>
      </xs:attribute> 
      <xs:attribute name="gamma" type="REAL-NUMBER" use="optional"/>
      <xs:attribute name="phi" type="REAL-NUMBER" use="optional" default="1"/>
      <xs:attribute name="smoothedValue" type="REAL-NUMBER" use="required"/>
    </xs:complexType>
  </xs:element>
  <xs:element name="SpectralAnalysis">
  </xs:element>
  <xs:element name="ARIMA">
  </xs:element>
  <xs:element name="SeasonalTrendDecomposition">
  </xs:element>

Except as otherwise noted, the content of this page is licensed under the Creative Commons Attribution 3.0 License , and code samples are licensed under the Apache 2.0 License . For details, see our Site Policies .

Last updated August 6, 2014.

Google Prediction API

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