new files

cmurphy [2008-12-12 15:09:08]
new files
Filename
NaiveBayesUpdatableTest.java
README.txt
build.xml
manifest.mf
mtd.dtd
naivebayestest.xml
naivebayestest2.xml
outputData.arff
simpleTest
simpleTest.xml
test.java
testingData.arff
trainingData.arff
diff --git a/NaiveBayesUpdatableTest.java b/NaiveBayesUpdatableTest.java
new file mode 100644
index 0000000..35a45ff
--- /dev/null
+++ b/NaiveBayesUpdatableTest.java
@@ -0,0 +1,79 @@
+import java.io.*;
+import weka.classifiers.bayes.*;
+
+import weka.core.*;
+import weka.classifiers.meta.FilteredClassifier;
+import weka.filters.unsupervised.attribute.StringToWordVector;
+import weka.core.converters.*;
+
+/*
+ * To change this template, choose Tools | Templates
+ * and open the template in the editor.
+ */
+
+/**
+ *
+ * @author Kane Shen
+ */
+public class NaiveBayesUpdatableTest {
+
+    public static void main (String[] args)
+    {
+        try{
+
+         weka.core.converters.ArffLoader trainReader = new weka.core.converters.ArffLoader();
+         trainReader.setFile(new File(args[1]));
+         weka.core.converters.ArffLoader classifyReader = new weka.core.converters.ArffLoader();
+         classifyReader.setFile(new File(args[3]));
+
+         Instances trainInsts = trainReader.getDataSet();
+         Instances classifyInsts = classifyReader.getDataSet();
+         Instances classifyStruct = classifyReader.getStructure();
+
+
+        trainInsts.setClassIndex(trainInsts.numAttributes() - 1);
+        classifyInsts.setClassIndex(classifyInsts.numAttributes() - 1);
+
+
+        NaiveBayesUpdateable model = new NaiveBayesUpdateable();
+        model.buildClassifier(trainInsts);
+
+
+
+        boolean flag = true;
+        for (int i = 0; i < classifyInsts.numInstances(); i++) {
+            double cls = model.classifyInstance(classifyInsts.instance(i));
+
+            classifyInsts.instance(i).setClassValue(cls);
+       }
+
+        weka.core.converters.ArffSaver saver = new weka.core.converters.ArffSaver();
+
+        File outputFile = new File(args[5]);
+        outputFile.createNewFile();
+        saver.setFile(outputFile);
+        saver.setStructure(classifyStruct);
+        saver.setInstances(classifyInsts);
+        System.out.println("Preparing to write to output file: "+outputFile.getPath());
+        saver.writeBatch();
+
+
+    }
+    catch(FileNotFoundException e){
+
+      System.err.println("File not found:" + e.getMessage());
+    }
+    catch(IOException i){
+
+      System.err.println("IO Exception:"+i.getMessage());
+    }
+     catch(Exception o){
+
+      System.err.println("General Exception: " + o.getMessage());
+      o.printStackTrace();
+     }
+
+    }
+
+
+}
diff --git a/README.txt b/README.txt
new file mode 100644
index 0000000..8f2e7e8
--- /dev/null
+++ b/README.txt
@@ -0,0 +1,25 @@
+Tutorial to run Amsterdam
+
+Either open folder "AppMetaTestingFramework" in NetBeans and fix all the referencing error (all the libraries are stored as .jar files in /lib directory), or compile the java files under /src folder with a classpath parameter of ".\lib\JSAP-2.1.jar;.\lib\jdom.jar;.\lib\weka.jar;."
+
+In NetBeans, running options are setup already, simply right click project name in navigator and select run. To run from console, after compiling all the .java files, run SimpleParser .class file with the classpath specified above.
+
+E.g. from console
+java -cp .\lib\JSAP-2.1.jar;.\lib\jdom.jar;.\lib\weka.jar;. SimpleParser "naivebayestest.xml"
+or
+java -cp .\lib\JSAP-2.1.jar;.\lib\jdom.jar;.\lib\weka.jar;. SimpleParser "simpleTest"
+or
+replace the last substring to the name of any test descriptor file you've written.
+
+
+It takes one single argument about the file path (relative path) you want to parse. If the file passing in is an XML file, it will take MetaDescriptorParser to parse it, otherwise it will see it as a test descriptor in simplified syntax, and transform it to an XML first then parse it to generate the .java test file.
+
+Upon finishing, a test file is generated under /test directory, the test file name is the same as your test descriptor file name, only in .java extension. Compile it with classpath ".\lib\JSAP-2.1.jar;.\lib\jdom.jar;.\lib\weka.jar;." then run it (no argument needed). It will print out the test progress and result to STDOUT (System.out).
+
+
+METAMORPHIC FUNCTIONS SUPPORTED
+permute: e.g. permute(input1)
+inverse: e.g. inverse(input1)
+negate:
+e.g. negate(input1, "attr", 3) -- meaning negate the value of the third attribute for all instances,      negate(input2, "inst", 20) -- negate the value of all the attributes for the 20th instance
+The second string parameter can be "attr" for attribute, or "inst" for instance. Use extreme caution when using "negate" function, as negating non-numeric values like nominal, String, character will cause error.
diff --git a/build.xml b/build.xml
new file mode 100644
index 0000000..779f5b6
--- /dev/null
+++ b/build.xml
@@ -0,0 +1,69 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!-- You may freely edit this file. See commented blocks below for -->
+<!-- some examples of how to customize the build. -->
+<!-- (If you delete it and reopen the project it will be recreated.) -->
+<project name="AppMetaTestingFramework" default="default" basedir=".">
+    <description>Builds, tests, and runs the project AppMetaTestingFramework.</description>
+    <import file="nbproject/build-impl.xml"/>
+    <!--
+
+    There exist several targets which are by default empty and which can be
+    used for execution of your tasks. These targets are usually executed
+    before and after some main targets. They are:
+
+      -pre-init:                 called before initialization of project properties
+      -post-init:                called after initialization of project properties
+      -pre-compile:              called before javac compilation
+      -post-compile:             called after javac compilation
+      -pre-compile-single:       called before javac compilation of single file
+      -post-compile-single:      called after javac compilation of single file
+      -pre-compile-test:         called before javac compilation of JUnit tests
+      -post-compile-test:        called after javac compilation of JUnit tests
+      -pre-compile-test-single:  called before javac compilation of single JUnit test
+      -post-compile-test-single: called after javac compilation of single JUunit test
+      -pre-jar:                  called before JAR building
+      -post-jar:                 called after JAR building
+      -post-clean:               called after cleaning build products
+
+    (Targets beginning with '-' are not intended to be called on their own.)
+
+    Example of inserting an obfuscator after compilation could look like this:
+
+        <target name="-post-compile">
+            <obfuscate>
+                <fileset dir="${build.classes.dir}"/>
+            </obfuscate>
+        </target>
+
+    For list of available properties check the imported
+    nbproject/build-impl.xml file.
+
+
+    Another way to customize the build is by overriding existing main targets.
+    The targets of interest are:
+
+      -init-macrodef-javac:     defines macro for javac compilation
+      -init-macrodef-junit:     defines macro for junit execution
+      -init-macrodef-debug:     defines macro for class debugging
+      -init-macrodef-java:      defines macro for class execution
+      -do-jar-with-manifest:    JAR building (if you are using a manifest)
+      -do-jar-without-manifest: JAR building (if you are not using a manifest)
+      run:                      execution of project
+      -javadoc-build:           Javadoc generation
+      test-report:              JUnit report generation
+
+    An example of overriding the target for project execution could look like this:
+
+        <target name="run" depends="AppMetaTestingFramework-impl.jar">
+            <exec dir="bin" executable="launcher.exe">
+                <arg file="${dist.jar}"/>
+            </exec>
+        </target>
+
+    Notice that the overridden target depends on the jar target and not only on
+    the compile target as the regular run target does. Again, for a list of available
+    properties which you can use, check the target you are overriding in the
+    nbproject/build-impl.xml file.
+
+    -->
+</project>
diff --git a/manifest.mf b/manifest.mf
new file mode 100644
index 0000000..328e8e5
--- /dev/null
+++ b/manifest.mf
@@ -0,0 +1,3 @@
+Manifest-Version: 1.0
+X-COMMENT: Main-Class will be added automatically by build
+
diff --git a/mtd.dtd b/mtd.dtd
new file mode 100644
index 0000000..4577a64
--- /dev/null
+++ b/mtd.dtd
@@ -0,0 +1,21 @@
+<!DOCTYPE mtd [
+
+<!ELEMENT TESTDESCRIPTOR (METACONDITION?, EXECUTION, PARAMETERS?, INPUT, OUTPUT, PRE?, POST)>
+<!ELEMENT METACONDITION (#CDATA)>
+
+<!ELEMENT EXECUTION (#PCDATA)>
+<!ELEMENT PARAMETERS (#PCDATA)>
+
+<!ELEMENT INPUT (VAR+)>
+<!ELEMENT OUTPUT (VAR+)>
+<!ELEMENT VAR (#PCDATA)>
+
+<!ELEMENT PRE (PROPERTY+)>
+<!ELEMENT POST (BRANCH*, PROPERTY+)>
+<!ELEMENT BRANCH (#PCDATA)>
+<!ELEMENT PROPERTY (#PCDATA)>
+
+
+<!ATTLIST VAR TYPE CDATA #REQUIRED>
+<!ATTLIST BRANCH OPTION ( para | sequential | para_r | sequantial_r | main ) "sequential">
+]>
\ No newline at end of file
diff --git a/naivebayestest.xml b/naivebayestest.xml
new file mode 100644
index 0000000..32a6ecf
--- /dev/null
+++ b/naivebayestest.xml
@@ -0,0 +1,39 @@
+<?xml version="1.0" encoding="UTF-8"?>
+
+
+<TESTDESCRIPTOR>
+	<EXECUTION>java -cp .\lib\JSAP-2.1.jar;.\lib\jdom.jar;.\lib\weka.jar;. NaiveBayesUpdatableTest @param</EXECUTION>
+	<PARAMETERS>-t "trainingData.arff" -l "testingData.arff" -d "outputData.arff"</PARAMETERS>
+
+	<INPUT>
+		<VAR TYPE="ARFF_FILENAME">@param[2]</VAR>
+		<VAR TYPE="ARFF_FILENAME">@param[4]</VAR>
+	</INPUT>
+
+	<OUTPUT>
+		<VAR TYPE="ARFF_FILENAME">@param[6]</VAR>
+	</OUTPUT>
+
+	<PRE>
+		<PROPERTY>
+                    <ASSERT>@op_numAttributes(@input.var(1)) == @op_numAttributes(@output.var(1))</ASSERT>
+                </PROPERTY>
+		<PROPERTY>
+                    <ASSERT>@op_numInstances(@input.var(1)) == @op_numInstances(input.var(2)) / 2</ASSERT>
+                </PROPERTY>
+	</PRE>
+
+	<POST>
+		<BRANCH OPTION="main" />
+		<BRANCH OPTION="sequantial"> @op_permute(@input.var(1)); </BRANCH>
+		<BRANCH OPTION="sequantial"> @op_inverse(@input.var(2)); </BRANCH>
+		<PROPERTY> <ASSERT>@equal( @branch1, @branch2)</ASSERT></PROPERTY>
+		<PROPERTY>
+                    <OP>@op_inverse( @branch3.var(1))</OP>
+                    <ASSERT>@equal( @branch1, @branch3 )</ASSERT>
+                </PROPERTY>
+	</POST>
+
+</TESTDESCRIPTOR>
+
+
diff --git a/naivebayestest2.xml b/naivebayestest2.xml
new file mode 100644
index 0000000..d929765
--- /dev/null
+++ b/naivebayestest2.xml
@@ -0,0 +1,41 @@
+<?xml version="1.0" encoding="UTF-8"?>
+
+
+<TESTDESCRIPTOR>
+	<EXECUTION>java NaiveBayes @param</EXECUTION>
+	<PARAMETERS>-t "trainingData.arff" -l "jdbc:mysql://localhost:3306/voynich" -q "select * from Candidate" -d "outputData.arff"</PARAMETERS>
+
+	<INPUT>
+		<VAR TYPE="ARFF_FILENAME">@param[2]</VAR>
+		<VAR TYPE="JDBC_RESULTSET">@getResultSet(@param[4], @param[6])</VAR>
+	</INPUT>
+
+	<OUTPUT>
+		<VAR TYPE="ARFF_FILENAME">@param[8]</VAR>
+	</OUTPUT>
+
+	<PRE>
+		<PROPERTY>
+                    <ASSERT>@op_numAttributes(@input.var(1)) == @op_numAttributes(@output.var(1))</ASSERT>
+            </PROPERTY>
+		<PROPERTY>
+                    <ASSERT>@op_numInstances(@input.var(1)) == @op_numInstances(input.var(2)) / 2</ASSERT>
+            </PROPERTY>
+	</PRE>
+
+	<POST>
+		<BRANCH OPTION="main" />
+		<BRANCH OPTION="sequantial"> @op_permute(@input.var(1)); </BRANCH>
+		<BRANCH OPTION="sequantial"> @op_negate( @input.var(1), "attr_4" ); </BRANCH>
+		<PROPERTY>
+			<ASSERT>@equal( @branch1, @branch2)</ASSERT>
+		</PROPERTY>
+		<PROPERTY>
+                    <OP>@op_negate( @branch2.var(1), "attr_4" )</OP>
+                    <ASSERT>@equal( @branch1, @branch2 )</ASSERT>
+            </PROPERTY>
+	</POST>
+
+</TESTDESCRIPTOR>
+
+
diff --git a/outputData.arff b/outputData.arff
new file mode 100644
index 0000000..9c00036
--- /dev/null
+++ b/outputData.arff
@@ -0,0 +1,37 @@
+@relation candidateDonations
+
+@attribute state {FL,IL,NY}
+@attribute urbanOrRural {0,1}
+@attribute caucasionPercentage {0,1}
+@attribute africanPercentage {0,1}
+@attribute hispanicPercentage {0,1}
+@attribute asianPercentage {0,1}
+@attribute othersPercentage {0,1}
+@attribute maleYouthPercentage {0,1}
+@attribute maleMiddleagePercentage {0,1}
+@attribute maleElderPercentage {0,1}
+@attribute femaleYouthPercentage {0,1}
+@attribute femaleMiddleagePercentage {0,1}
+@attribute femaleElderPercentage {0,1}
+@attribute immigrationPercentage {0,1}
+@attribute newImmigrationPercentage {0,1}
+@attribute malePrivateEducationPercentage {0,1}
+@attribute femalePrivateEducationPercentage {0,1}
+@attribute maleAdultWellEducatedPercentage {0,1}
+@attribute femaleAdultWellEducatedPercentage {0,1}
+@attribute medianHouseholdIncome {lowerClass,middleClass,upperClass}
+@attribute medianNumberOfRoomsPerHouse {small,medium,large}
+@attribute homoPercentage {0,1}
+@attribute populationInFamilyPercentage {0,1}
+@attribute amount {lessThan500,from500to1000,moreThan1000}
+@attribute candidate {Romney,Obama,Guiliani,Clinton}
+
+@data
+FL,1,1,0,0,0,0,0,0,1,0,0,1,1,0,0,0,1,0,upperClass,medium,0,0,moreThan1000,Romney
+FL,1,0,1,1,0,1,0,0,1,0,0,1,1,1,0,0,0,0,lowerClass,medium,0,0,from500to1000,Clinton
+FL,1,1,0,0,0,1,0,0,1,0,0,1,1,1,0,0,0,0,lowerClass,medium,0,0,moreThan1000,Romney
+FL,1,0,1,1,0,1,0,0,0,0,1,0,1,0,0,0,0,0,middleClass,medium,0,1,from500to1000,Obama
+FL,1,1,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,0,lowerClass,medium,1,0,moreThan1000,Romney
+FL,1,1,0,1,0,1,0,1,1,0,0,1,1,0,0,0,0,0,lowerClass,medium,1,0,lessThan500,Clinton
+FL,1,1,0,0,0,1,0,0,1,0,0,1,0,1,0,0,0,0,lowerClass,medium,0,0,from500to1000,Romney
+FL,1,1,0,1,0,1,0,1,0,1,1,0,1,1,0,0,0,0,lowerClass,medium,1,0,moreThan1000,Clinton
\ No newline at end of file
diff --git a/simpleTest b/simpleTest
new file mode 100644
index 0000000..05e0f42
--- /dev/null
+++ b/simpleTest
@@ -0,0 +1,4 @@
+command = java -cp .\lib\JSAP-2.1.jar;.\lib\jdom.jar;.\lib\weka.jar;. NaiveBayesUpdatableTest @param
+param = -t input1 -l input2 -d output
+paramv = -t "trainingData.arff" -l "testingData.arff" -d "outputData.arff"
+if permute(input1) then equal(output)
diff --git a/simpleTest.xml b/simpleTest.xml
new file mode 100644
index 0000000..1c2918c
--- /dev/null
+++ b/simpleTest.xml
@@ -0,0 +1,2 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<TESTDESCRIPTOR><EXECUTION>java -cp .\lib\JSAP-2.1.jar;.\lib\jdom.jar;.\lib\weka.jar;. NaiveBayesUpdatableTest @param</EXECUTION><PARAMETERS>-t "trainingData.arff" -l "testingData.arff" -d "outputData.arff"</PARAMETERS><INPUT><VAR TYPE="ARFF_FILENAME">@param[2]</VAR><VAR TYPE="ARFF_FILENAME">@param[4]</VAR></INPUT><OUTPUT><VAR TYPE="ARFF_FILENAME">@param[6]</VAR></OUTPUT><POST><BRANCH OPTION="main" /><BRANCH OPTION="sequantial">@op_permute(@input.var(1));</BRANCH><PROPERTY><ASSERT>@equal(@branch1, @branch2)</ASSERT></PROPERTY></POST></TESTDESCRIPTOR>
diff --git a/test.java b/test.java
new file mode 100644
index 0000000..f4608b3
--- /dev/null
+++ b/test.java
@@ -0,0 +1,57 @@
+import org.columbia.seas.cs.amsterdam.*;
+//import weka.core.converters.*;
+
+public class test
+{
+ public static void main(String[] args)
+{
+	String[] param = {"","-t","trainingData.arff","-l","testingData","-d","outputData.arff"};
+	String exec = "java NaiveBayes -t \"trainingData.arff\" -l \"testingData\" -d \"outputData.arff\"";
+
+	Input input = new Input();
+	ArffFile inputVar1 = new ArffFile(param[2]);
+	input.add(inputVar1);
+
+	ArffFile inputVar2 = new ArffFile(param[4]);
+	input.add(inputVar2);
+
+	Output output = new Output();
+	ArffFile ouputVar1 = new ArffFile(param[6]);
+	output.add(ouputVar1);
+
+	if (! (DataProcessor.numAttributes(input.var(1)) == DataProcessor.numAttributes(output.var(1))) )
+		System.out.println("Pre-condition:1 checking failed. ");
+
+	if (! (DataProcessor.numAttributes(input.var(1)) == DataProcessor.numAttributes(output.var(1))) )
+		System.out.println("Pre-condition:2 checking failed. ");
+
+	try {
+		Runtime.getRuntime().exec(exec);
+	} catch(Exception e) {e.printStackTrace();}
+
+	Input input2 = DataProcessor.clone(input,2);
+	String param2 = DataProcessor.processParam(input,2,"-t \"trainingData.arff\" -l \"testingData\" -d \"outputData.arff\"");
+	 DataProcessor.permute(input2.var(1));
+	Output output2 = DataProcessor.clone(output,2);
+	param2 = DataProcessor.processParam(output,2,param2);
+	try {
+		Runtime.getRuntime().exec(exec);
+	} catch(Exception e) {e.printStackTrace();}
+
+	Input input3 = DataProcessor.clone(input,3);
+	String param3 = DataProcessor.processParam(input,3,"-t \"trainingData.arff\" -l \"testingData\" -d \"outputData.arff\"");
+	 DataProcessor.negate( input3.var(1), "attr_4" );
+	Output output3 = DataProcessor.clone(output,3);
+	param3 = DataProcessor.processParam(output,3,param3);
+	try {
+		Runtime.getRuntime().exec(exec);
+	} catch(Exception e) {e.printStackTrace();}
+
+	if (!(DataProcessor.equal( output, output2)) )
+		System.out.println("Post-condition:1 checking failed. ");
+	DataProcessor.negate( output2.var(1), "attr_4" );
+	if (!(DataProcessor.equal( output, output2 )) )
+		System.out.println("Post-condition:2 checking failed. ");
+ }
+}
+
diff --git a/testingData.arff b/testingData.arff
new file mode 100644
index 0000000..641de8b
--- /dev/null
+++ b/testingData.arff
@@ -0,0 +1,35 @@
+@RELATION candidateDonations
+@ATTRIBUTE state {FL,IL,NY}
+@ATTRIBUTE urbanOrRural {0,1}
+@ATTRIBUTE caucasionPercentage {0,1}
+@ATTRIBUTE africanPercentage {0,1}
+@ATTRIBUTE hispanicPercentage {0,1}
+@ATTRIBUTE asianPercentage {0,1}
+@ATTRIBUTE othersPercentage {0,1}
+@ATTRIBUTE maleYouthPercentage {0,1}
+@ATTRIBUTE maleMiddleagePercentage {0,1}
+@ATTRIBUTE maleElderPercentage {0,1}
+@ATTRIBUTE femaleYouthPercentage {0,1}
+@ATTRIBUTE femaleMiddleagePercentage {0,1}
+@ATTRIBUTE femaleElderPercentage {0,1}
+@ATTRIBUTE immigrationPercentage {0,1}
+@ATTRIBUTE newImmigrationPercentage {0,1}
+@ATTRIBUTE malePrivateEducationPercentage {0,1}
+@ATTRIBUTE femalePrivateEducationPercentage {0,1}
+@ATTRIBUTE maleAdultWellEducatedPercentage {0,1}
+@ATTRIBUTE femaleAdultWellEducatedPercentage {0,1}
+@ATTRIBUTE medianHouseholdIncome {lowerClass, middleClass, upperClass}
+@ATTRIBUTE medianNumberOfRoomsPerHouse {small, medium, large}
+@ATTRIBUTE homoPercentage {0,1}
+@ATTRIBUTE populationInFamilyPercentage {0,1}
+@ATTRIBUTE amount {lessThan500, from500to1000, moreThan1000}
+@ATTRIBUTE candidate {Romney, Obama, Guiliani, Clinton}
+@DATA
+FL,1,1,0,0,0,0,0,0,1,0,0,1,1,0,0,0,1,0,upperClass,medium,0,0,moreThan1000,Romney
+FL,1,0,1,1,0,1,0,0,1,0,0,1,1,1,0,0,0,0,lowerClass,medium,0,0,from500to1000,Obama
+FL,1,1,0,0,0,1,0,0,1,0,0,1,1,1,0,0,0,0,lowerClass,medium,0,0,moreThan1000,Obama
+FL,1,0,1,1,0,1,0,0,0,0,1,0,1,0,0,0,0,0,middleClass,medium,0,1,from500to1000,Clinton
+FL,1,1,0,0,0,0,0,0,1,0,1,1,0,0,0,0,0,0,lowerClass,medium,1,0,moreThan1000,Guiliani
+FL,1,1,0,1,0,1,0,1,1,0,0,1,1,0,0,0,0,0,lowerClass,medium,1,0,lessThan500,Guiliani
+FL,1,1,0,0,0,1,0,0,1,0,0,1,0,1,0,0,0,0,lowerClass,medium,0,0,from500to1000,Guiliani
+FL,1,1,0,1,0,1,0,1,0,1,1,0,1,1,0,0,0,0,lowerClass,medium,1,0,moreThan1000,Clinton
\ No newline at end of file
diff --git a/trainingData.arff b/trainingData.arff
new file mode 100644
index 0000000..83516d8
--- /dev/null
+++ b/trainingData.arff
@@ -0,0 +1,18027 @@
+@RELATION candidateDonations
+@ATTRIBUTE state {FL,IL,NY}
+@ATTRIBUTE urbanOrRural {0,1}
+@ATTRIBUTE caucasionPercentage {0,1}
+@ATTRIBUTE africanPercentage {0,1}
+@ATTRIBUTE hispanicPercentage {0,1}
+@ATTRIBUTE asianPercentage {0,1}
+@ATTRIBUTE othersPercentage {0,1}
+@ATTRIBUTE maleYouthPercentage {0,1}
+@ATTRIBUTE maleMiddleagePercentage {0,1}
+@ATTRIBUTE maleElderPercentage {0,1}
+@ATTRIBUTE femaleYouthPercentage {0,1}
+@ATTRIBUTE femaleMiddleagePercentage {0,1}
+@ATTRIBUTE femaleElderPercentage {0,1}
+@ATTRIBUTE immigrationPercentage {0,1}
+@ATTRIBUTE newImmigrationPercentage {0,1}
+@ATTRIBUTE malePrivateEducationPercentage {0,1}
+@ATTRIBUTE femalePrivateEducationPercentage {0,1}
+@ATTRIBUTE maleAdultWellEducatedPercentage {0,1}
+@ATTRIBUTE femaleAdultWellEducatedPercentage {0,1}
+@ATTRIBUTE medianHouseholdIncome {lowerClass, middleClass, upperClass}
+@ATTRIBUTE medianNumberOfRoomsPerHouse {small, medium, large}
+@ATTRIBUTE homoPercentage {0,1}
+@ATTRIBUTE populationInFamilyPercentage {0,1}
+@ATTRIBUTE amount {lessThan500, from500to1000, moreThan1000}
+@ATTRIBUTE candidate {Romney, Obama, Guiliani, Clinton}
+@DATA
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