diff --git a/Emping.cabal b/Emping.cabal
--- a/Emping.cabal
+++ b/Emping.cabal
@@ -1,12 +1,12 @@
 name:                Emping
-version:             0.3.1
+version:             0.4
 license:             GPL
 license-file:        LICENSE
 build-depends:       base, parsec
-copyright:           Hans van Thiel 2006 - 2007
+copyright:           Hans van Thiel 2006 - 2008
 author:              Hans van Thiel
 maintainer:          hthiel.char@zonnet.nl
-build-depends:       containers, array, mtl
+build-depends:       containers
 build-type:          Simple
 
 stability:           experimental
@@ -21,7 +21,8 @@
                      (equality) and the top level is also shown in .csv format.
                      Optionally all logical entailments and equalities are listed
                      as well. If the data set contains ambiguous rules or more
-                     occurrences of the same rule the user is warned.
+                     occurrences of the same rule the user is warned. Version 0.4
+                     allows blank fields for values and has a Gtk2Hs based GUI.
 category:            Data Mining
 extra-source-files:  README
 
@@ -29,10 +30,11 @@
 hs-source-dirs:    src
 main-is:           Main.hs
 
-ghc-options:       -O2 -Wall -Werror -optl-Wl,-s
+ghc-options:       -O2 -Wall -optl-Wl,-s
 other-modules:     CSVParse
                    Codec
                    Reduce
                    Abduce
                    CSVTable
-extensions:        TypeSynonymInstances
+                   Aux
+
diff --git a/README b/README
--- a/README
+++ b/README
@@ -1,8 +1,9 @@
 The compressed archive contains source files in the functional programming language Haskell.
 
-Emping should run on any platform which has the Glasgow Haskell compiler installed.
+Emping should compile on any platform which has the Glasgow Haskell compiler version 6.8 installed,
+and a Gtk2Hs library 0.9.12 or higher. 
 
-The preferred way to install Emping is through Cabal, for example:
+One way to install Emping is through Cabal, for example:
 
 $ runhaskell Setup configure --prefix=$HOME
 $ runhaskell Setup build
@@ -22,7 +23,6 @@
 
 Or, put the source files in a directory of your choice and compile them with:
 
-ghc -XTypeSynonymInstances --make -O2 Main.hs -o emping
+ghc --make -O2 -Wall -Werror -optl-Wl,-s -o emping
 
 where 'ghc' is the Haskell compiler and emping is the executable.
-(-XTypeSynonymInstances is a required option and -O2 (upper case Oh) optimizes the compiled executable.)
diff --git a/dist/build/autogen/Paths_Emping.hs b/dist/build/autogen/Paths_Emping.hs
deleted file mode 100644
--- a/dist/build/autogen/Paths_Emping.hs
+++ /dev/null
@@ -1,26 +0,0 @@
-module Paths_Emping (
-	version,
-	getBinDir, getLibDir, getDataDir, getLibexecDir,
-	getDataFileName
-	) where
-
-import Data.Version
-
-version :: Version
-version = Version {versionBranch = [0,3], versionTags = []}
-
-bindir, libdir, datadir, libexecdir :: FilePath
-
-bindir     = "/home/gwern/bin/bin"
-libdir     = "/home/gwern/bin/lib/Emping-0.3/ghc-6.8.2"
-datadir    = "/home/gwern/bin/share/Emping-0.3"
-libexecdir = "/home/gwern/bin/libexec"
-
-getBinDir, getLibDir, getDataDir, getLibexecDir :: IO FilePath
-getBinDir = return bindir
-getLibDir = return libdir
-getDataDir = return datadir
-getLibexecDir = return libexecdir
-
-getDataFileName :: FilePath -> IO FilePath
-getDataFileName name = return (datadir ++ "/" ++ name)
diff --git a/dist/build/emping/emping b/dist/build/emping/emping
deleted file mode 100644
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diff --git a/dist/build/emping/emping-tmp/Abduce.hi b/dist/build/emping/emping-tmp/Abduce.hi
deleted file mode 100644
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diff --git a/dist/build/emping/emping-tmp/Abduce.o b/dist/build/emping/emping-tmp/Abduce.o
deleted file mode 100644
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diff --git a/dist/build/emping/emping-tmp/CSVParse.hi b/dist/build/emping/emping-tmp/CSVParse.hi
deleted file mode 100644
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diff --git a/dist/build/emping/emping-tmp/CSVParse.o b/dist/build/emping/emping-tmp/CSVParse.o
deleted file mode 100644
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diff --git a/dist/build/emping/emping-tmp/CSVTable.hi b/dist/build/emping/emping-tmp/CSVTable.hi
deleted file mode 100644
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diff --git a/dist/build/emping/emping-tmp/CSVTable.o b/dist/build/emping/emping-tmp/CSVTable.o
deleted file mode 100644
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diff --git a/dist/build/emping/emping-tmp/Codec.hi b/dist/build/emping/emping-tmp/Codec.hi
deleted file mode 100644
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diff --git a/dist/build/emping/emping-tmp/Codec.o b/dist/build/emping/emping-tmp/Codec.o
deleted file mode 100644
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diff --git a/dist/build/emping/emping-tmp/Main.hi b/dist/build/emping/emping-tmp/Main.hi
deleted file mode 100644
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diff --git a/dist/build/emping/emping-tmp/Main.o b/dist/build/emping/emping-tmp/Main.o
deleted file mode 100644
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diff --git a/dist/build/emping/emping-tmp/Reduce.hi b/dist/build/emping/emping-tmp/Reduce.hi
deleted file mode 100644
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diff --git a/dist/build/emping/emping-tmp/Reduce.o b/dist/build/emping/emping-tmp/Reduce.o
deleted file mode 100644
Binary files a/dist/build/emping/emping-tmp/Reduce.o and /dev/null differ
diff --git a/dist/setup-config b/dist/setup-config
deleted file mode 100644
--- a/dist/setup-config
+++ /dev/null
@@ -1,1 +0,0 @@
-LocalBuildInfo {installDirTemplates = InstallDirTemplates {prefixDirTemplate = "/home/gwern/bin", binDirTemplate = "$prefix/bin", libDirTemplate = "$prefix/lib", libSubdirTemplate = "$pkgid/$compiler", libexecDirTemplate = "$prefix/libexec", progDirTemplate = "$libdir/hugs/programs", includeDirTemplate = "$libdir/$libsubdir/include", dataDirTemplate = "/home/gwern/bin/share", dataSubdirTemplate = "$pkgid", docDirTemplate = "$datadir/doc/$pkgid", htmlDirTemplate = "$docdir/html", interfaceDirTemplate = "$docdir/html"}, compiler = Compiler {compilerFlavor = GHC, compilerId = PackageIdentifier {pkgName = "ghc", pkgVersion = Version {versionBranch = [6,8,2], versionTags = []}}, compilerExtensions = [(CPP,"-XCPP"),(PatternGuards,"-XPatternGuards"),(UnicodeSyntax,"-XUnicodeSyntax"),(MagicHash,"-XMagicHash"),(PolymorphicComponents,"-XPolymorphicComponents"),(ExistentialQuantification,"-XExistentialQuantification"),(KindSignatures,"-XKindSignatures"),(PatternSignatures,"-XPatternSignatures"),(EmptyDataDecls,"-XEmptyDataDecls"),(ParallelListComp,"-XParallelListComp"),(ForeignFunctionInterface,"-XForeignFunctionInterface"),(UnliftedFFITypes,"-XUnliftedFFITypes"),(LiberalTypeSynonyms,"-XLiberalTypeSynonyms"),(Rank2Types,"-XRank2Types"),(RankNTypes,"-XRankNTypes"),(TypeOperators,"-XTypeOperators"),(RecursiveDo,"-XRecursiveDo"),(Arrows,"-XArrows"),(TemplateHaskell,"-XTemplateHaskell"),(Generics,"-XGenerics"),(NoImplicitPrelude,"-XNoImplicitPrelude"),(RecordWildCards,"-XRecordWildCards"),(RecordPuns,"-XRecordPuns"),(DisambiguateRecordFields,"-XDisambiguateRecordFields"),(OverloadedStrings,"-XOverloadedStrings"),(GADTs,"-XGADTs"),(TypeFamilies,"-XTypeFamilies"),(BangPatterns,"-XBangPatterns"),(NoMonomorphismRestriction,"-XNoMonomorphismRestriction"),(NoMonoPatBinds,"-XNoMonoPatBinds"),(RelaxedPolyRec,"-XRelaxedPolyRec"),(ExtendedDefaultRules,"-XExtendedDefaultRules"),(ImplicitParams,"-XImplicitParams"),(ScopedTypeVariables,"-XScopedTypeVariables"),(UnboxedTuples,"-XUnboxedTuples"),(StandaloneDeriving,"-XStandaloneDeriving"),(DeriveDataTypeable,"-XDeriveDataTypeable"),(TypeSynonymInstances,"-XTypeSynonymInstances"),(FlexibleContexts,"-XFlexibleContexts"),(FlexibleInstances,"-XFlexibleInstances"),(ConstrainedClassMethods,"-XConstrainedClassMethods"),(MultiParamTypeClasses,"-XMultiParamTypeClasses"),(FunctionalDependencies,"-XFunctionalDependencies"),(GeneralizedNewtypeDeriving,"-XGeneralizedNewtypeDeriving"),(OverlappingInstances,"-XOverlappingInstances"),(UndecidableInstances,"-XUndecidableInstances"),(IncoherentInstances,"-XIncoherentInstances")]}, buildDir = "dist/build", scratchDir = "dist/scratch", packageDeps = [PackageIdentifier {pkgName = "base", pkgVersion = Version {versionBranch = [3,0,1,0], versionTags = []}},PackageIdentifier {pkgName = "parsec", pkgVersion = Version {versionBranch = [2,1,0,0], versionTags = []}},PackageIdentifier {pkgName = "containers", pkgVersion = Version {versionBranch = [0,1,0,1], versionTags = []}},PackageIdentifier {pkgName = "array", pkgVersion = Version {versionBranch = [0,1,0,0], versionTags = []}},PackageIdentifier {pkgName = "mtl", pkgVersion = Version {versionBranch = [1,1,0,0], versionTags = []}}], pkgDescrFile = Just "Emping.cabal", localPkgDescr = PackageDescription {package = PackageIdentifier {pkgName = "Emping", pkgVersion = Version {versionBranch = [0,3], versionTags = []}}, license = GPL, licenseFile = "LICENSE", copyright = "Hans van Thiel 2006 - 2007", maintainer = "hthiel.char@zonnet.nl", author = "Hans van Thiel", stability = "experimental", testedWith = [], homepage = "j-van-thiel.speedlinq.nl/", pkgUrl = "", synopsis = "derives heuristic rules from nominal data", description = "utility that reads a table in a csv (comma\nseparated) format that can be generated from\nOpen Office Calc (spreadsheet), derives all shortest rules\nfor a selected attribute, and writes them to a .csv file\nthat can be read by OO Calc. The shortest rules may be\npartially ordered by implication (entailment) and equivalence\n(equality) and the top level is also shown in .csv format.\nOptionally all logical entailments and equalities are listed\nas well. If the data set contains ambiguous rules or more\noccurrences of the same rule the user is warned.", category = "Data Mining", buildDepends = [Dependency "base" AnyVersion,Dependency "parsec" AnyVersion,Dependency "containers" AnyVersion,Dependency "array" AnyVersion,Dependency "mtl" AnyVersion], descCabalVersion = AnyVersion, buildType = Simple, library = Nothing, executables = [Executable {exeName = "emping", modulePath = "Main.hs", buildInfo = BuildInfo {buildable = True, buildTools = [], cppOptions = [], ccOptions = [], ldOptions = [], pkgconfigDepends = [], frameworks = [], cSources = [], hsSourceDirs = ["src"], otherModules = ["CSVParse","Codec","Reduce","Abduce","CSVTable"], extensions = [TypeSynonymInstances], extraLibs = [], extraLibDirs = [], includeDirs = [], includes = [], installIncludes = [], options = [(GHC,["-O2","-Wall","-Werror","-optl-Wl,-s"])], ghcProfOptions = [], ghcSharedOptions = []}}], dataFiles = [], extraSrcFiles = ["README"], extraTmpFiles = []}, withPrograms = [("alex",ConfiguredProgram {programId = "alex", programVersion = Just (Version {versionBranch = [2,2], versionTags = []}), programArgs = [], programLocation = FoundOnSystem {locationPath = "/usr/bin/alex"}}),("ar",ConfiguredProgram {programId = "ar", programVersion = Nothing, programArgs = [], programLocation = FoundOnSystem {locationPath = "/usr/bin/ar"}}),("c2hs",ConfiguredProgram {programId = "c2hs", programVersion = Just (Version {versionBranch = [0,15,1], versionTags = []}), programArgs = [], programLocation = FoundOnSystem {locationPath = "/usr/bin/c2hs"}}),("cpphs",ConfiguredProgram {programId = "cpphs", programVersion = Just (Version {versionBranch = [1,5], versionTags = []}), programArgs = [], programLocation = FoundOnSystem {locationPath = "/usr/bin/cpphs"}}),("ghc",ConfiguredProgram {programId = "ghc", programVersion = Just (Version {versionBranch = [6,8,2], versionTags = []}), programArgs = [], programLocation = FoundOnSystem {locationPath = "/usr/bin/ghc"}}),("ghc-pkg",ConfiguredProgram {programId = "ghc-pkg", programVersion = Just (Version {versionBranch = [6,8,2], versionTags = []}), programArgs = [], programLocation = FoundOnSystem {locationPath = "/usr/bin/ghc-pkg"}}),("haddock",ConfiguredProgram {programId = "haddock", programVersion = Just (Version {versionBranch = [0,9], versionTags = []}), programArgs = [], programLocation = FoundOnSystem {locationPath = "/usr/bin/haddock"}}),("happy",ConfiguredProgram {programId = "happy", programVersion = Just (Version {versionBranch = [1,17], versionTags = []}), programArgs = [], programLocation = FoundOnSystem {locationPath = "/usr/bin/happy"}}),("hsc2hs",ConfiguredProgram {programId = "hsc2hs", programVersion = Just (Version {versionBranch = [0,66], versionTags = ["ghc"]}), programArgs = [], programLocation = FoundOnSystem {locationPath = "/usr/bin/hsc2hs"}}),("hscolour",ConfiguredProgram {programId = "hscolour", programVersion = Just (Version {versionBranch = [1,8], versionTags = []}), programArgs = [], programLocation = FoundOnSystem {locationPath = "/usr/bin/HsColour"}}),("ld",ConfiguredProgram {programId = "ld", programVersion = Nothing, programArgs = ["-x"], programLocation = FoundOnSystem {locationPath = "/usr/bin/ld"}}),("pkg-config",ConfiguredProgram {programId = "pkg-config", programVersion = Just (Version {versionBranch = [0,22], versionTags = []}), programArgs = [], programLocation = FoundOnSystem {locationPath = "/usr/bin/pkg-config"}}),("ranlib",ConfiguredProgram {programId = "ranlib", programVersion = Nothing, programArgs = [], programLocation = FoundOnSystem {locationPath = "/usr/bin/ranlib"}}),("tar",ConfiguredProgram {programId = "tar", programVersion = Nothing, programArgs = [], programLocation = FoundOnSystem {locationPath = "/bin/tar"}})], withPackageDB = UserPackageDB, withVanillaLib = True, withProfLib = False, withSharedLib = False, withProfExe = False, withOptimization = True, withGHCiLib = True, splitObjs = False}
diff --git a/doc/examples/Mushrooms.csv b/doc/examples/Mushrooms.csv
new file mode 100644
--- /dev/null
+++ b/doc/examples/Mushrooms.csv
@@ -0,0 +1,8125 @@
+"Class","Cap Shape","Cap Surface","Cap Color","Bruises?","Odor","Gill Attachment","Gill Spacing","Gill Size","Gill Color","Stalk Shape","Stalk Root","Stalk Surface above Ring","Stalk Surface below Ring","Stalk color above Ring","Stalk Color below Ring","Veil Type","Veil Color","Ring Number","Ring Type","Spore Print Color","Population","Habitat"
+"poisonous","convex","smooth","brown","bruises","pungent","free","close","narrow","black","enlarging","equal","smooth","smooth","white","white","partial","white","one","pendant","black","scattered","urban"
+"edible","convex","smooth","yellow","bruises","almond","free","close","broad","black","enlarging","club","smooth","smooth","white","white","partial","white","one","pendant","brown","numerous","grasses"
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+"poisonous","convex","scaly","white","bruises","pungent","free","close","narrow","brown","enlarging","equal","smooth","smooth","white","white","partial","white","one","pendant","black","scattered","urban"
+"edible","convex","smooth","grey","no","none","free","crowded","broad","black","tapering","equal","smooth","smooth","white","white","partial","white","one","evanescent","brown","abundant","grasses"
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+"edible","convex","fibrous","brown","no","none","free","crowded","broad","brown","tapering","equal","smooth","ibrous","white","white","partial","white","one","evanescent","black","abundant","grasses"
+"edible","sunken","fibrous","grey","no","none","free","close","narrow","black","enlarging","equal","smooth","smooth","white","white","partial","white","one","pendant","brown","solitary","urban"
+"edible","flat","fibrous","white","no","none","free","crowded","broad","black","tapering","equal","smooth","smooth","white","white","partial","white","one","evanescent","brown","abundant","grasses"
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+"poisonous","flat","scaly","cinnamon","no","musty","attached","close","broad","yellow","enlarging","club","silky","scaly","cinnamon","cinnamon","partial","white","none","none","white","clustered","woods"
+"edible","convex","smooth","brown","no","none","attached","close","broad","yellow","enlarging","missing","smooth","smooth","orange","orange","partial","o","one","pendant","orange","several","leaves"
+"poisonous","knobbed","scaly","brown","no","spicy","free","close","narrow","buff","tapering","missing","smooth","silky","pink","white","partial","white","one","evanescent","white","several","leaves"
+"poisonous","knobbed","smooth","red","no","fishy","free","close","narrow","buff","tapering","missing","silky","smooth","pink","white","partial","white","one","evanescent","white","several","woods"
+"poisonous","knobbed","scaly","brown","no","foul","free","close","narrow","buff","tapering","missing","silky","smooth","pink","white","partial","white","one","evanescent","white","several","woods"
+"edible","knobbed","smooth","brown","no","none","attached","close","broad","yellow","enlarging","missing","smooth","smooth","orange","orange","partial","o","one","pendant","buff","clustered","leaves"
+"edible","convex","smooth","brown","no","none","attached","close","broad","yellow","enlarging","missing","smooth","smooth","orange","orange","partial","brown","one","pendant","buff","several","leaves"
+"edible","flat","smooth","brown","no","none","attached","close","broad","brown","enlarging","missing","smooth","smooth","orange","orange","partial","o","one","pendant","buff","clustered","leaves"
+"poisonous","knobbed","scaly","brown","no","fishy","free","close","narrow","buff","tapering","missing","smooth","silky","white","white","partial","white","one","evanescent","white","several","leaves"
+"edible","convex","smooth","brown","no","none","attached","close","broad","yellow","enlarging","missing","smooth","smooth","orange","orange","partial","o","one","pendant","orange","clustered","leaves"
diff --git a/doc/examples/zoo.csv b/doc/examples/zoo.csv
new file mode 100644
--- /dev/null
+++ b/doc/examples/zoo.csv
@@ -0,0 +1,102 @@
+"Animal Name","Hair","Feathers","Eggs","Milk","Airborne","Aquatic","Predator","Toothed","Backbone","Breathes","Venomous","Fins","Legs","Tail","Domestic","Catsize","Type"
+"aardvark","Yes","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No",4,"No","No","Yes",1
+"antelope","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"bass","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No","Yes",0,"Yes","No","No",4
+"bear","Yes","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No",4,"No","No","Yes",1
+"boar","Yes","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"buffalo","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"calf","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",4,"Yes","Yes","Yes",1
+"carp","No","No","Yes","No","No","Yes","No","Yes","Yes","No","No","Yes",0,"Yes","Yes","No",4
+"catfish","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No","Yes",0,"Yes","No","No",4
+"cavy","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",4,"No","Yes","No",1
+"cheetah","Yes","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"chicken","No","Yes","Yes","No","Yes","No","No","No","Yes","Yes","No","No",2,"Yes","Yes","No",2
+"chub","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No","Yes",0,"Yes","No","No",4
+"clam","No","No","Yes","No","No","No","Yes","No","No","No","No","No",0,"No","No","No",7
+"crab","No","No","Yes","No","No","Yes","Yes","No","No","No","No","No",4,"No","No","No",7
+"crayfish","No","No","Yes","No","No","Yes","Yes","No","No","No","No","No",6,"No","No","No",7
+"crow","No","Yes","Yes","No","Yes","No","Yes","No","Yes","Yes","No","No",2,"Yes","No","No",2
+"deer","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"dogfish","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No","Yes",0,"Yes","No","Yes",4
+"dolphin","No","No","No","Yes","No","Yes","Yes","Yes","Yes","Yes","No","Yes",0,"Yes","No","Yes",1
+"dove","No","Yes","Yes","No","Yes","No","No","No","Yes","Yes","No","No",2,"Yes","Yes","No",2
+"duck","No","Yes","Yes","No","Yes","Yes","No","No","Yes","Yes","No","No",2,"Yes","No","No",2
+"elephant","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"flamingo","No","Yes","Yes","No","Yes","No","No","No","Yes","Yes","No","No",2,"Yes","No","Yes",2
+"flea","No","No","Yes","No","No","No","No","No","No","Yes","No","No",6,"No","No","No",6
+"frog","No","No","Yes","No","No","Yes","Yes","Yes","Yes","Yes","No","No",4,"No","No","No",5
+"frog","No","No","Yes","No","No","Yes","Yes","Yes","Yes","Yes","Yes","No",4,"No","No","No",5
+"fruitbat","Yes","No","No","Yes","Yes","No","No","Yes","Yes","Yes","No","No",2,"Yes","No","No",1
+"giraffe","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"girl","Yes","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No",2,"No","Yes","Yes",1
+"gnat","No","No","Yes","No","Yes","No","No","No","No","Yes","No","No",6,"No","No","No",6
+"goat","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",4,"Yes","Yes","Yes",1
+"gorilla","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",2,"No","No","Yes",1
+"gull","No","Yes","Yes","No","Yes","Yes","Yes","No","Yes","Yes","No","No",2,"Yes","No","No",2
+"haddock","No","No","Yes","No","No","Yes","No","Yes","Yes","No","No","Yes",0,"Yes","No","No",4
+"hamster","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",4,"Yes","Yes","No",1
+"hare","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",4,"Yes","No","No",1
+"hawk","No","Yes","Yes","No","Yes","No","Yes","No","Yes","Yes","No","No",2,"Yes","No","No",2
+"herring","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No","Yes",0,"Yes","No","No",4
+"honeybee","Yes","No","Yes","No","Yes","No","No","No","No","Yes","Yes","No",6,"No","Yes","No",6
+"housefly","Yes","No","Yes","No","Yes","No","No","No","No","Yes","No","No",6,"No","No","No",6
+"kiwi","No","Yes","Yes","No","No","No","Yes","No","Yes","Yes","No","No",2,"Yes","No","No",2
+"ladybird","No","No","Yes","No","Yes","No","Yes","No","No","Yes","No","No",6,"No","No","No",6
+"lark","No","Yes","Yes","No","Yes","No","No","No","Yes","Yes","No","No",2,"Yes","No","No",2
+"leopard","Yes","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"lion","Yes","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"lobster","No","No","Yes","No","No","Yes","Yes","No","No","No","No","No",6,"No","No","No",7
+"lynx","Yes","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"mink","Yes","No","No","Yes","No","Yes","Yes","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"mole","Yes","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No",4,"Yes","No","No",1
+"mongoose","Yes","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"moth","Yes","No","Yes","No","Yes","No","No","No","No","Yes","No","No",6,"No","No","No",6
+"newt","No","No","Yes","No","No","Yes","Yes","Yes","Yes","Yes","No","No",4,"Yes","No","No",5
+"octopus","No","No","Yes","No","No","Yes","Yes","No","No","No","No","No",8,"No","No","Yes",7
+"opossum","Yes","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No",4,"Yes","No","No",1
+"oryx","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"ostrich","No","Yes","Yes","No","No","No","No","No","Yes","Yes","No","No",2,"Yes","No","Yes",2
+"parakeet","No","Yes","Yes","No","Yes","No","No","No","Yes","Yes","No","No",2,"Yes","Yes","No",2
+"penguin","No","Yes","Yes","No","No","Yes","Yes","No","Yes","Yes","No","No",2,"Yes","No","Yes",2
+"pheasant","No","Yes","Yes","No","Yes","No","No","No","Yes","Yes","No","No",2,"Yes","No","No",2
+"pike","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No","Yes",0,"Yes","No","Yes",4
+"piranha","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No","Yes",0,"Yes","No","No",4
+"pitviper","No","No","Yes","No","No","No","Yes","Yes","Yes","Yes","Yes","No",0,"Yes","No","No",3
+"platypus","Yes","No","Yes","Yes","No","Yes","Yes","No","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"polecat","Yes","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"pony","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",4,"Yes","Yes","Yes",1
+"porpoise","No","No","No","Yes","No","Yes","Yes","Yes","Yes","Yes","No","Yes",0,"Yes","No","Yes",1
+"puma","Yes","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"pussycat","Yes","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No",4,"Yes","Yes","Yes",1
+"raccoon","Yes","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"reindeer","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",4,"Yes","Yes","Yes",1
+"rhea","No","Yes","Yes","No","No","No","Yes","No","Yes","Yes","No","No",2,"Yes","No","Yes",2
+"scorpion","No","No","No","No","No","No","Yes","No","No","Yes","Yes","No",8,"Yes","No","No",7
+"seahorse","No","No","Yes","No","No","Yes","No","Yes","Yes","No","No","Yes",0,"Yes","No","No",4
+"seal","Yes","No","No","Yes","No","Yes","Yes","Yes","Yes","Yes","No","Yes",0,"No","No","Yes",1
+"sealion","Yes","No","No","Yes","No","Yes","Yes","Yes","Yes","Yes","No","Yes",2,"Yes","No","Yes",1
+"seasnake","No","No","No","No","No","Yes","Yes","Yes","Yes","No","Yes","No",0,"Yes","No","No",3
+"seawasp","No","No","Yes","No","No","Yes","Yes","No","No","No","Yes","No",0,"No","No","No",7
+"skimmer","No","Yes","Yes","No","Yes","Yes","Yes","No","Yes","Yes","No","No",2,"Yes","No","No",2
+"skua","No","Yes","Yes","No","Yes","Yes","Yes","No","Yes","Yes","No","No",2,"Yes","No","No",2
+"slowworm","No","No","Yes","No","No","No","Yes","Yes","Yes","Yes","No","No",0,"Yes","No","No",3
+"slug","No","No","Yes","No","No","No","No","No","No","Yes","No","No",0,"No","No","No",7
+"sole","No","No","Yes","No","No","Yes","No","Yes","Yes","No","No","Yes",0,"Yes","No","No",4
+"sparrow","No","Yes","Yes","No","Yes","No","No","No","Yes","Yes","No","No",2,"Yes","No","No",2
+"squirrel","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",2,"Yes","No","No",1
+"starfish","No","No","Yes","No","No","Yes","Yes","No","No","No","No","No",5,"No","No","No",7
+"stingray","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","Yes","Yes",0,"Yes","No","Yes",4
+"swan","No","Yes","Yes","No","Yes","Yes","No","No","Yes","Yes","No","No",2,"Yes","No","Yes",2
+"termite","No","No","Yes","No","No","No","No","No","No","Yes","No","No",6,"No","No","No",6
+"toad","No","No","Yes","No","No","Yes","No","Yes","Yes","Yes","No","No",4,"No","No","No",5
+"tortoise","No","No","Yes","No","No","No","No","No","Yes","Yes","No","No",4,"Yes","No","Yes",3
+"tuatara","No","No","Yes","No","No","No","Yes","Yes","Yes","Yes","No","No",4,"Yes","No","No",3
+"tuna","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No","Yes",0,"Yes","No","Yes",4
+"vampire","Yes","No","No","Yes","Yes","No","No","Yes","Yes","Yes","No","No",2,"Yes","No","No",1
+"vole","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",4,"Yes","No","No",1
+"vulture","No","Yes","Yes","No","Yes","No","Yes","No","Yes","Yes","No","No",2,"Yes","No","Yes",2
+"wallaby","Yes","No","No","Yes","No","No","No","Yes","Yes","Yes","No","No",2,"Yes","No","Yes",1
+"wasp","Yes","No","Yes","No","Yes","No","No","No","No","Yes","Yes","No",6,"No","No","No",6
+"wolf","Yes","No","No","Yes","No","No","Yes","Yes","Yes","Yes","No","No",4,"Yes","No","Yes",1
+"worm","No","No","Yes","No","No","No","No","No","No","Yes","No","No",0,"No","No","No",7
+"wren","No","Yes","Yes","No","Yes","No","No","No","Yes","Yes","No","No",2,"Yes","No","No",2
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diff --git a/doc/user guide/empug-0.4-local.html b/doc/user guide/empug-0.4-local.html
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+<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.0 Transitional//EN">
+
+<html>
+<head>
+  <meta name="generator" content="Bluefish 1.0.7">
+  <title>Emping User Guide, Version 0.4</title>
+</head>
+
+<body bgcolor="white" text="black">
+  <p align="center"></p>
+
+  <center>
+    <h1>Emping User Guide, Version 0.4</h1><font size=
+    "4"><i>Author: Hans van Thiel, March 2008</i><br>
+    email: hthiel.char@zonnet.nl</font>
+  </center>
+  
+  <h1>New in Version 0.4</h1>
+  <ul>
+   <li>Emping 0.4 supports blank fields, which allows for merging of tables, 
+   and thus a larger class of reduction problems.<br>
+    This feature has, at the time of writing, only been summarily tested.</li> 
+   <li>Emping 0.4 has a GUI, written in Gtk2Hs, which is the the Haskell port of GTK+</li> 
+   <li>Source code and compilation have been optimized and GHC 6.8 has been used. Emping 0.4 
+   appears to be faster than version 0.3</li>  
+  </ul>
+
+  <h1>1. Overview</h1>
+
+  <h2>1.1. What</h2>
+
+  <p>Emping is a utility that derives heuristic rules from nominal
+  data. Nominal data are qualitative and unordered, as in:</p>
+
+  <ul>
+    <li>Color: red, green, blue, yellow, black</li>
+
+    <li>Proposition 1: True, False</li>
+
+    <li>Class: A,B,C,D</li>
+  </ul>
+
+  <p>Class is actually an ordinal attribute, but when the order is
+  disregarded, it is nominal.</p>
+
+  <p>Heuristic rules consist of attribute values (predicates) that
+  together imply another attribute value. For example:</p>
+
+  <dl>
+    <dt>Color:green and Proposition 1:True is Class:B</dt>
+  </dl>
+
+  <p>Heuristic rules are purely empirical, with no foundation in a
+  theory or model. The input of Emping is just a table of nominal
+  facts. The user has to select which attribute is to be the
+  consequent. Then Emping derives all shortest rules which, in the
+  table, imply the values of the selected consequent. Each reduced
+  rule is a generalization of one or more original rules, and
+  therefore reduced rules may imply other reduced rules or be
+  equivalant to others. If this is the case, these logical
+  dependencies are also derived.</p>
+
+  <h2>1.2. How</h2>
+
+  <p>Emping reads a file in a comma seperated format (.csv) as
+  produced by the Open Office Calc spreadsheet, and returns the
+  results as .csv files that can be read by OO Calc.</p>
+
+  <p>Emping 0.4 has a GUI and you can start it like any other application.</p>
+  <p><img align="middle" src="Emping-1.png" alt="Emping-1" /> </p>  
+
+  <p>The general idea is straightforward; see the example for details. First,
+  you check or uncheck in the options menu whether you want to check the data for duplicates.
+  These have no effect on the result, but will slow the program down, and they are automatically removed 
+  if the option is selected (but not from the source file itself). If there are duplicates you
+  can see which, with their frequencies, by saving them.</p>
+  <p>Next you select the consequent attribute from a popup menu. If you have the relevant options menu item
+  checked, emping will look for ambiguous rules for the selected consequent. These are
+  rules which are the same, except for the consequent value. Emping works seamlessly with 
+  ambiguous rules (but see the included white paper "Deriving
+  Heuristic Rules from Facts" for how they effect the results.)</p>
+  <p>Pressing the Reduce button will then start the reduction. Depending on the data set, this 
+  may take a while, during which time the file save window will remain open. For small data sets
+  the effect will not be noticeable, but do not try to close it unless you want to abort the reduction.</p>
+  <p>Reduced rules may themselves imply, or be equivalent to, other reduced rules with the same consequent value.
+  The default Top button will show only the top level of these rules (saved in a .csv file) but you can get all
+  interdependencies through the Abduce All menu item.</p>
+  <p>The reduced normal form file, the top level rule file and the
+  others (if present), can now be loaded into OO Calc.</p>
+
+  <h2>1.3. More</h2>
+
+  <p>More about the principles on which emping is based can be
+  found in the mentioned white paper "Deriving
+  Heuristic Rules from Facts". The general idea is also illustrated by:
+  <a href="http://j-van-thiel.speedlinq.nl/pdm/exq.html">Fishing</a></p>
+
+  <h1>2. Example</h1>
+
+  <h2>2.1. Step 1</h2>
+
+  <p>Enter the data in Open Office Calc as shown:</p>
+
+  <p><img align="middle" src="Mushrooms.png" border="0" alt=
+  "Mushrooms in OO Calc"></p>
+
+  <ul>
+    <li>The first row must list the attribute names. It is recommended
+    you give each a unique name, but you can use duplicates and blanks.
+    The columns below each attribute name list the values for that attribute, possibly blanks. 
+    <li>Each value name has its column as its scope, so you can use values "Yes" and "No",
+    for example, for different attributes.</li>
+
+    <li>A blank value field stands for "none of the others". This feature is new to version 0.4. 
+    Using blanks you can now use Emping on data sets which have splits on some values. For example,
+    an attribute "owns a car" can be 'yes" and 'no", and then "yes" can have fields on "price range", "make",
+    and so on, with field "no" blank on those values. This feature has, at the time of writing,
+    only be tested on small hypothetical data sets.</li>
+    
+    <li>You can select an attribute with blank fields as the consequent. Because a blank field
+    stands for "none of the others" or "not applicable", rules with a blank consequent value
+    will automatically be removed from the rule set before the reduction is applied.</li>
+
+    <li>you can use whole numbers, like 0, 1, 3, 22 etc., but they
+    will be treated as nominal values, just like A,B,C etc.</li>
+  </ul>
+
+  <h2>2.2. Step 2</h2>
+
+  <p>Save the spreadsheet table in Text CSV format. Choose double quotes as the
+  text delimiter (default). Whole numbers will be stored without
+  delimiters, and emping will use them after checking if they are
+  all digits (no negatives, no fractions). Names within quotes
+  should not contain special characters, only letters, possibly
+  numbers and white space.</p> 
+
+  <h2>2.3. Step 3</h2>
+
+  <p>Just double click on the emping file or type the program name in the command line. Then open the source
+  file and apply the toolbar sequence.</p>  
+
+  <h2>2.4. Step 4</h2>
+  <p>This is what you see when the reduction is finished with "Class" as the consequent.</p>
+  <p> There are 165 dependency trees, and 5 rules which are not implied by others 
+  (except for possible equivalences, which will be shown in the .csv file).</p>
+  <p><img align="middle" src="Emping-2.png" alt="Emping-2" /> </p> 
+  <p>You can now choose to  save only the top level, all dependencies, or both.</p>
+  <h2>2.5. Step 5</h2>
+
+  <p>View the reduced normal form in a .csv file in OO Calc.</p>
+
+  <p><img align="middle" src="Mushrooms_Class.png" border="0" alt="Mushrooms_Class" /></p>
+
+  <p>View the top level reduced rules, including equivalences, in your saved file.
+  Equivalences, shown as 'equals', are reduced rules which imply each other, both ways.</p>
+
+  <p><img align="middle" src="Mushrooms_Class_Top.png" border="0" alt="Mushrooms_Class_Tops" /></p>
+
+  <p>If you have chosen to save them, all logical implications are
+  shown in that file.
+
+  <p><img align="middle" src="Mushrooms_Class_All.png" border="0"  alt="Mushrooms_Class_All" ></p>
+
+  <p>This file shows the partial order of all the reduced rules. Each inference chain, including any
+  equivalences, is shown seperately. In this case the number of lines was too large to fit into the spreadsheet.</p> 
+  
+  
+  <h1>Data Files</h1>  
+  
+  <p>The distribution comes with two example data files, Zoo and Mushrooms, 
+  both courtesy of the <a href="http://archive.ics.uci.edu/ml/">UCI Machine Learning Repository</a> .
+  Thanks to: Asuncion, A. &amp; Newman, D.J. (2007).   UCI Machine Learning Repository 
+  [http://www.ics.uci.edu/~mlearn/MLRepository.html]. 
+  Irvine, CA: University of California, School of Information and Computer Science.</p>
+
+  <p>The Zoo data file is by courtesy of Richard Forsyth.
+  It lists 101 kinds of animals with 18 nominal attributes
+  (including the names). The original data have been altered by replacing the two
+  instances of "frog" by "frog1" and "frog2",
+  respectively, and "girl" by "giri". All numerical
+  boolean instances in the original have been replaced by
+  "Yes" and "No".<br>
+  The number of reduced rules with "Type" as the consequent attribute is 823.
+  These fit into 9 top level equivalence classes. On a 2GHz machine the reduction
+  took seconds to finish, but the time depends on the structure in the data, and is different for
+  different attributes.</p>
+  
+  <p>The Mushroom data file is by courtesy of Jeff Schlimmer, who lists its origin as
+  drawn from The Audubon Society Field Guide to North American Mushrooms (1981).
+  G. H. Lincoff (Pres.), New York: Alfred A. Knopf<br>
+  The example consists of 8124 cases and 23 attributes, including "Class", which has values
+  "poisonous" and "edible".<br>
+  The original file is coded by letters, according to a supplied legend, but this coding has
+  been reverted to the original names for readability. The missing value mark "?" has been replaced
+  by "missing".<br>
+  The number of reduced rules for "Class" is 3635, and there are 165 dependency trees and 5 Unconnected rules.
+  The number of all implications and equivalences was more than 65535, too many for OO Calc to load.<br>
+  Parsing the source data  and checking for duplicates (none present) took half a minute, checking
+  for ambiguities (none present) also took half a minute. The subsequent reduction (consequent "Class")
+  took 9 minutes and getting the top level then took a few seconds. Getting all dependencies, 
+  resulting in a 150 MB large file, took 4 minutes more.
+</p>
+
+<h1>Notes</h1>
+  <p>The Emping utility is written in Haskell, and has been
+  developed and tested on the Fedora Core Linux platform, using
+  the Haskell tools and libraries which are available as FC packages.
+  Version 0.4 has been developed on FC8 with GHC 6.8.2 and Gtk2Hs 0.9.12.
+  Earlier versions of GHC will probably not compile, and Gtk2Hs versions earlier than 0.9.12 
+  don't support the implemented menu fields, and will not work.<br>
+  <p>But GHC and Gtk2Hs are implemented on many platforms, including Windows and Linux versions, so
+  Emping-0.4  should also work on those platforms.</p>
+
+  <p>Any comments, bug reports, feature requests or remarks will be
+  most welcome.</p>
+
+  <p><i>Emping</i> stands for <i>empirical reasoning</i> or the
+  Indonesian snack with that name.</p>
+
+  
+  <h1>Warning</h1>
+  <p>For large data files like the Mushroom collection, which take a noticeable time to process, windows will
+  remain open and the value selection popup may hang. This will correct itself when
+  the processing is finished. Do not abort until you are sure something is wrong.</p>
+  
+</body>
+</html>
diff --git a/doc/white paper/EmpingWP.pdf b/doc/white paper/EmpingWP.pdf
new file mode 100644
Binary files /dev/null and b/doc/white paper/EmpingWP.pdf differ
diff --git a/src/Abduce.hs b/src/Abduce.hs
--- a/src/Abduce.hs
+++ b/src/Abduce.hs
@@ -1,50 +1,49 @@
 {-# LANGUAGE TypeSynonymInstances #-}
-module Abduce ( abdAll, treehasED, cntEDAtt ) where
+{- | Emping 0.4 (provisional)
 
--- module: get partial order, if any, of RNF rules
+Module Abduce gets implications, including equals, between reduced antecedents with the same consequent (if present).
 
-import Reduce (isSub )
+Warning: because of the use of tuple type synonym RuRe as a Poset instance, the  compiler needs the  -XTypeSynonymInstances flag.
+
+-}
+module Abduce (abduceAll, cntEDAbduction)  where
+
+import Aux ( isSub, Rule )
 import Data.List ( findIndices, nubBy, partition )
 import Data.Tree ( Tree(..), Forest )
 
--- general purpose functions
-
--- tree map (fmap not accessible from Data.Tree (???)
+-------------------------------------------- General purpose functions -----------------------------
 
+-- |tree map (fmap not accessible from Data.Tree (???)
 treeMap :: (a -> b) -> Tree a -> Tree b
 treeMap f (Node x ts) = Node (f x) (map (treeMap f) ts)
 
-
 ---------------------------------------------------
-
--- define a Poset (WITHOUT EQUALS)
-
+-- | define a general partially ordere set (Poset) WITHOUT EQUALS
 data Porder = HI | LW | NT deriving (Eq)
 
+-- | define the Poset class
 class (Eq a) => Poset a where
     pcompare :: a -> a -> Porder
 
--- put a poset in a tree, each branch is an ordered chain
--- unordered elements are in the same subforest
-
+-- | put a poset in a tree, each branch is an ordered chain. Unordered elements are in the same subforest.
 ins2Tree :: Poset a => a -> Tree a -> Tree a
-ins2Tree x t =
+ins2Tree x t = 
  case pcompare x (rootLabel t) of
     LW -> Node (rootLabel t) (ins2Forest x (subForest t))
     HI -> Node x (t:[])
     NT -> t
-
+-- | the second half of the definition
 ins2Forest :: Poset a => a -> Forest a -> Forest a
 ins2Forest x [] = (Node x []):[]
-ins2Forest x for
+ins2Forest x for 
   | new == for = (Node x []):for
   | otherwise = new
-    where new = map (ins2Tree x) for
+    where new = map (ins2Tree x) for   
 
--- put a list of partially ordered elements in forest
 
 isRoot :: Poset a => [a] -> a -> Bool
-isRoot ls x = and $ map ((LW /=) . (x `pcompare`)) ls
+isRoot ls x = and $ map ((LW /=) . (x `pcompare`)) ls 
 
 initRoots :: Poset a => [a] -> Forest a
 initRoots ls = map mkLeaf ls where
@@ -54,74 +53,61 @@
 lsinFor [] for = for
 lsinFor (x:xs) for = ins2Forest x (lsinFor xs for)
 
+-- | put a list of partially ordered elements in a forest
 list2Forest :: Poset a => [a] -> Forest a
 list2Forest ls = lsinFor res for where
-                     (x,res) = partition (isRoot ls) ls
-                     for = initRoots x
+                     (x,res) = partition (isRoot ls) ls 
+                     for = initRoots x  
 -----------------------------------------------------
 -----------------------------------------------------
 
--- A: match indices of reduced rules with indices of
--- the original(s) denoted by a reduced rule
-
--- indices of original rule(s) denoted by reduced
--- rule. Note: consequent included, for simplicity
-
-redOrgs :: (Eq a, Eq b) => [[(a,b)]] -> [(a,b)] -> [Int]
-redOrgs rules red = findIndices (red `isSub`) rules
+-- A: match indices of reduced rules with indices of the original(s) which include a reduced rule
 
--- tuples of the indices of  originals and the reduced
--- rule index for orgs and reds with same av consequent
+-- | indices of original rule(s) denoted by the same reduced rule. The antecedents are supersets of the reduced antecedent.
+redOrgs :: [Rule] -> Rule -> [Int]
+redOrgs rules red = findIndices (\x -> (fst red) `isSub` (fst x)) rules
 
-redOPrs :: (Eq a, Eq b) => [[(a,b)]] -> [[(a,b)]] -> [([Int],Int)]
+-- | tuples of the indices of originals and of the reduced rules for orgs and reds with same av consequent
+redOPrs :: [Rule] -> [Rule] -> [([Int], Int)]
 redOPrs rules reds = zip orixls [0..] where
            orixls = map (redOrgs rules) reds
 
--- get all reds denoting the same original (ONE)
--- Note: first denote originals, second reduced equals
-
+-- | get all reduced rules denoting the same original (ONE). First is originals, second is reduced equals.
 getEquals :: [([Int],Int)] -> ([Int],Int) -> ([Int],[Int])
 getEquals  y  (ols,_)=
       (ols, [snd x | x <- y, fst x == ols ])
 
--- group original-red pairs into original-equals paire
--- remove doubles of origs, maybe same, different order
 
+-- | group original-red pairs into original-equals pairs, remove doubles of origs, maybe same, different order
 toEquals :: [([Int],Int)] -> [([Int],[Int])]
 toEquals orpl = nubBy eqOrg ls where
      ls = map (getEquals orpl) orpl
      eqOrg (x1,_) (x2,_) = isSub x1 x2 && isSub x2 x1
 -------------------------------------------------------
 
--- first orig indices, second red indices matched
--- from rules to reds with same consequent av
+-- first orig indices, second red indices matched from rules to reds with same consequent av
 
-redOrgs2Eqs :: (Eq a, Eq b) => [[(a,b)]] -> [[(a,b)]] -> [([Int],[Int])]
+redOrgs2Eqs :: [Rule] -> [Rule] -> [([Int],[Int])]
 redOrgs2Eqs rules reds = toEquals (redOPrs rules reds)
 ------------------------------------------------------
 
--- B: show partial order, according to sublists of origs
--- the reds are in implication chain of orig sublists
+-- B: show partial order, according to sublists of origs. The reds are in implication chain of orig sublists
 
--- define type RuRe as a poset
+-- | define a type synonym for rule indices and reduced rule indices. First the rule indices, then the reduced indices
+type RuRe = ([Int], [Int])
 
-type RuRe = ([Int],[Int])
 
--- first in orig is high, low or not ordered
-
+-- | first in orig is high, low or not ordered. GHCi needs -XTypeSynonymInstances because of this.
 instance Poset RuRe where
-     pcompare (x1,_) (x2,_)
+     pcompare (x1, _) (x2, _)
               | isSub x2 x1 = HI
               | isSub x1 x2 = LW
               | otherwise = NT
 ---------------------------------------------------
 
-
--- convert rules and reds for same consequent into
--- a poset forest
-
-redOrgs2Forest :: (Eq a, Eq b) => [[(a,b)]] -> [[(a,b)]] -> Forest RuRe
-redOrgs2Forest rules reds =
+-- | convert rules and reds for same consequent into a poset forest
+redOrgs2Forest :: [Rule] -> [Rule] -> Forest RuRe
+redOrgs2Forest rules reds = 
           list2Forest (redOrgs2Eqs rules reds)
 
 -- order is determined, original indices no longer needed
@@ -132,54 +118,50 @@
 -- produces the partial order of reduceds, with
 -- indices of equals in one list (rules WITH cons)
 
-reds2EqsFor :: (Eq a, Eq b)=> [[(a,b)]] -> [[(a,b)]] -> Forest [Int]
-reds2EqsFor rules reds =
+reds2EqsFor :: [Rule] -> [Rule] -> Forest [Int]
+reds2EqsFor rules reds = 
               remOrgs (redOrgs2Forest rules reds)
 
 -- replace indices list with rule list (of equals)
 
-eqix2reds :: (Eq a, Eq b) => [[(a,b)]] -> [Int] -> [[(a,b)]]
+eqix2reds :: [Rule] -> [Int] -> [Rule]
 eqix2reds reds exls = map (reds !!) exls
 
--- from a list of original rules and their reductions
--- get the partial order of the reductions (with conseq)
-
-abd1Val :: (Eq a, Eq b) => [[(a,b)]] -> [[(a,b)]] -> Forest [[(a,b)]]
+-- | from a list of original rules and their reductions, get the partial order of the reductions (with the consequent)
+abd1Val :: [Rule] -> [Rule] -> Forest [Rule]
 abd1Val rules reds = map trmf for where
                trmf = treeMap (eqix2reds reds)
                for = reds2EqsFor rules reds
 ------------------------------------------------------
 
--- abduce all reductions for a selected attribute
-
-abdAll :: (Eq a, Eq b) => [[[(a,b)]]] -> [[[(a,b)]]] -> [ Forest [[(a,b)]] ]
-abdAll rulegrp redsgrp = zipWith abd1Val rulegrp redsgrp
+-- | abduce all reductions for a selected attribute
+abduceAll :: [[Rule]] -> [[Rule]] -> [ Forest [Rule] ]
+abduceAll rulegrp redsgrp = zipWith abd1Val rulegrp redsgrp
 
 -------------------------------------------------------
 
--- check if a tree contains a branch and/or equals
+--------------------------------------- Functions on a Tree of Rules --------------------------------
 
-treehasED :: (Eq a, Eq b) => Tree [[(a,b)]] -> Bool
-treehasED t | length (rootLabel t) == 1
+-- | check whether a tree contains equals or dependencies
+treehasED :: Tree [Rule] -> Bool
+treehasED t | length (rootLabel t) == 1 
               && subForest t == [] = False
             | otherwise = True
 
--- count branches and/or equals in forest,
--- fst is number of chains, snd number of singles
-
-cntEDVal :: (Eq a, Eq b) => Forest [[(a,b)]] -> (Int,Int)
-cntEDVal for = (dep, single) where
-       dep = sum $ fst (unzip temp)
-       single = sum $ snd (unzip temp)
-       temp = map (mark . treehasED) for
+-- | count equals and dependencies  forest. The first is the number of chains (including equals), the second the  number of singles.
+cntEDVal :: Forest [Rule] -> (Int,Int)
+cntEDVal for = (dep, single) where 
+       dep = sum $ fst (unzip temp) 
+       single = sum $ snd (unzip temp) 
+       temp = map (mark . treehasED) for  
        mark x | x == True = (1,0)
-              | otherwise = (0,1)
-
--- count branches and/or equals in attribute abduction
--- fst is chain count, snd is number of unconnected rules
+              | otherwise = (0,1) 
 
-cntEDAtt :: (Eq a, Eq b) => [Forest [[(a,b)]] ] -> (Int,Int)
-cntEDAtt forls = (dep, uncon) where
+-- | count equals or dependencies in attribute abduction. The first is the ED count, the second is the number of single (unconnected) rules.
+cntEDAbduction ::  [Forest [Rule] ] -> (Int,Int)
+cntEDAbduction forls = (dep, uncon) where
              dep = sum $ fst (unzip temp)
-             uncon = sum $ snd (unzip temp)
+             uncon = sum $ snd (unzip temp) 
              temp = map cntEDVal forls
+-----------------------------------------------------------------------------------------------------
+
diff --git a/src/Aux.hs b/src/Aux.hs
new file mode 100644
--- /dev/null
+++ b/src/Aux.hs
@@ -0,0 +1,42 @@
+{- | Emping 0.4 (provisional)
+
+Module Aux provides some general purpose functions, which are used by other modules.
+-}
+module Aux where
+
+import Data.List ( partition )
+
+-- | AVp is the type of an attribute-value tuple.
+type AVp = (Int, Int)
+
+{- | Ant is the type of the Antedent in a rule. 
+
+Warning: A fact is also a list of Int tuples, and so is a disjunction of attribute-value pairs. Use only when it really reprecents an Antedent of a rule.
+-}
+type Ant = [AVp]
+
+-- | Rule is the type of a rule, a tuple of an Ant and a AVp
+type Rule = (Ant,AVp)
+
+-- | checks whether the elements of the first list are all in the second list
+
+isSub :: Eq a => [a] -> [a] -> Bool
+isSub [] _ = True
+isSub (x:xs) y | not (x `elem` y) = False
+               | otherwise = isSub xs y
+
+-- | checks whether two lists are equal as sets (regardless of order)
+isEq :: Eq a => [a] -> [a] -> Bool
+isEq x y = isSub x y && isSub y x
+
+-- | returns x if it's elements are all in y, otherwise y
+minLs :: Eq a => [a] -> [a] -> [a]
+minLs x y | x `isSub` y = x
+          | otherwise = y
+
+-- | partitions a list according to an equivalence relation
+partitionBy :: (a -> a -> Bool) -> [a] -> [[a]]
+partitionBy _ [] = []
+partitionBy eq ls = x:(partitionBy eq y)  where
+                   (x,y) = partition ((head ls) `eq`) ls 
+
diff --git a/src/CSVParse.hs b/src/CSVParse.hs
--- a/src/CSVParse.hs
+++ b/src/CSVParse.hs
@@ -1,35 +1,59 @@
-module CSVParse ( getTable ) where
+{- | Emping 0.4  (provisional)
 
+Module CSVParse converts a table in Open Office Calc .csv format into a list of lists of Haskell Strings.The first row in the table must consist of the attribute names. It is recommended that all attributes have unique names, but blanks and doubles are allowed. Each attribute will be identified by its column number.
+
+The rows after the first must be attribute values. Values in different columns may have the same names or be blank. Values in the same column with the same names are considered to be equal. Emping will generate a list of values for each column.
+
+Warning: if you use blank fields in the table, be sure they are correctly seperated by comma's and that each row is correctly terminated by a newline.
+-}
+module CSVParse ( getTable , blankId  ) where
+
 import Text.ParserCombinators.Parsec
-{- module: parse a table in Open Office Calc csv-format
-   empty lines are skipped
-   empty fields at the beginning of a line are skipped
-   a text field starts with " and ends with "
-   a numerical field consists of digits only
+
+{- |
+a text field starts with \" and ends with \"
+
+a numerical field consists of digits only 
+
+an empty field is zero or more spaces separated by comma's, returns \"NA\"
 -}
+
 comma:: GenParser Char a Char
 comma = char ','
 
+-- | textField returns any String between double quotes (the OO Calc format)
 txtField :: GenParser Char a String
-txtField = do { char '\"' ; 
-                txt <- many (noneOf "\""); 
-                char '\"'; return txt }
- 
+txtField = do  char '\"'  
+               txt <- many (noneOf "\"") 
+               char '\"'; return txt 
+
+-- | numField returns a string of digits as a string. This is the OO Calc format for numbers.
 numField :: GenParser Char a String              
 numField = many1 digit
 
+-- | blankId is the String returned from parsing a blank field. Currently this is: \"NA\", which stands for 'not applicable'.
+blankId :: String
+blankId = "NA"
+
+-- | noField parses a blank field
+noField :: GenParser Char a String
+noField = do { many (char ' '); return blankId }
+
+-- | getField parses a text field, a numeric field, or a blank field
 getField :: GenParser Char a String
-getField = do {many (char ' '); txtField <|> numField }
+getField = do {txtField <|> numField <|> noField }
 
+-- | csvLine parses a row
 csvLine :: GenParser Char a [String]
-csvLine = do { many comma; 
-               fields <- (sepBy getField comma);
-               many (char ' '); newline; 
-               return fields }
+csvLine = do  fields <- (sepBy getField comma)
+              newline 
+              return fields
 
+-- | csvTable parses the table
 csvTable :: GenParser Char a [[String]]
 csvTable = many csvLine
 
+-- | getTable reads the table from a file path and returns a list of row representations, each itself a list of strings
 getTable :: String -> IO [[String]]
 getTable fname = do pares <- parseFromFile csvTable fname
                     let res = case pares of 
@@ -37,8 +61,9 @@
                                Left err -> error (show err)
                     return (res)  
 
--- test the table in csv format for parse errors
 {-
+-- test the table in csv format for parse errors
+
 test = do putStrLn "Enter CSV file:"
           name <- getLine
           res <- parseFromFile csvTable name
diff --git a/src/CSVTable.hs b/src/CSVTable.hs
--- a/src/CSVTable.hs
+++ b/src/CSVTable.hs
@@ -1,140 +1,184 @@
-module CSVTable (rule2Attls,res2CSVTb,abd2CSVTb,amb2CSVTb, topAbd2CSVTb) where
+{- | Emping 0.4 (provisional)
 
--- module: convert reduction result to a CSV 
--- format that can be read by Open Office Calc
+Module CSVTable converts results to a CSV format that can be read by Open Office Calc
+-}
+module CSVTable ( allDup2CSVTb , allAmb2CSVTb, rnf2CSVTb, allAbd2CSVTb, topAbd2CSVTb ) where
 
 import Data.Char (isDigit )
 import Data.Array
 import Data.Tree ( Tree(..), Forest )
-
-
--- auxiliary functions 
-
--- check whether a string is a number or text
+import Aux (AVp, Ant, Rule)
+import CSVParse (blankId)
+--import Data.Tree ( Tree(..), Forest )
 
+-- | check whether a string is a number or text
 allDigit :: String -> Bool
 allDigit [] = True
 allDigit (x:xs) | isDigit x = allDigit xs
                 | otherwise = False
 
--- convert string or number to OO Calc format
-
+-- | convert string or number to OO Calc format
 toCalc :: String -> String
 toCalc x | allDigit x = x
          | otherwise = "\"" ++ x ++ "\""
 
--- insert a separator s between two strings
-
-inSep :: String -> String -> String -> String
-inSep s x y = x ++ s ++ y
-
--- value string of an attribute-value tuple
+{- | get an OO Calc value String (-1 is \" \") from an attribute-value pair
+Warning: for the time being all values of -1 are written as an NA field, not as blanks.
+-}
+showValue :: Array Int (String, [String]) -> AVp -> String
+showValue attvarr  (att, val)
+         | val == -1 = toCalc "NA"       -- blank field
+         | otherwise = toCalc ((snd (attvarr ! att)) !! val)
 
-av2ValStr :: Array Int [String] -> (Int,Int) ->  String
-av2ValStr attvarr (x,y)  =   
-     toCalc ((attvarr ! x) !! y)
+-- | get an OO Calc value string from a Maybe AVp (Nothing is \" \")
+showMaybeValue :: Array Int (String, [String]) -> Maybe AVp -> String
+showMaybeValue attvarr mbav = 
+   case mbav of 
+        Just x -> showValue attvarr x
+        Nothing -> " "
 
--- get attribute string from index to array
+-- | get an OO Calc attribute string from an attribute index (blankId is \" \")
+showAttribute :: Array Int (String, [String]) -> Int -> String
+showAttribute attvarr att 
+                   | attstr == blankId = " "
+                   | otherwise = toCalc attstr
+                   where attstr = fst (attvarr ! att)
 
-a2AttStr :: Array Int [String] -> Int -> String
-a2AttStr attvarr ix = head (attvarr ! ix)
+-- | insert a separator s between two strings
+inSep :: String -> String -> String -> String
+inSep s x y = x ++ s ++ y
 
--- lookup an av pair from an attribute
+-- | from an ORIGINAL rule, get the display sequence (fst is the antecedent)
+displayGuide :: Rule -> ([Int], Int)
+displayGuide (ant, cons) =  (map fst ant, fst cons)
 
-lkp :: Int -> [(Int,Int)] -> Maybe (Int,Int)
+-- | lookup an attribute-value pair for an attribute in a reduced antecedent
+lkp :: Int -> Ant -> Maybe AVp
 lkp _ [] = Nothing
 lkp att (x:xs) | att == fst x = Just x
                | otherwise = lkp att xs 
 
--- order a reduced rule to att list and fill in the blanks
-
-formatRed :: [Int] -> [(Int,Int)] -> [Maybe (Int,Int)]
-formatRed [] _ = []
-formatRed (x:xs) red = (lkp x red): (formatRed xs red)
+-- | order a reduced antecedent according to a display guide first, including Nothing
+formatAnt :: [Int] -> Ant-> [Maybe AVp]
+formatAnt [] _ = []
+formatAnt (x:xs) antec = (lkp x antec): (formatAnt xs antec)
 
--- transform a maybe av pair to a OO Calc string
+-- | get a list of OO Calc value strings from an antecedent
+ant2CalStr :: Array Int (String, [String]) -> [Int] -> Ant -> [String]
+ant2CalStr attvarr attls antec = 
+          map (showMaybeValue attvarr) frmant where
+                        frmant = formatAnt attls antec
 
-mbAV2Calc :: Array Int [String] -> Maybe (Int,Int) -> String
-mbAV2Calc attvarr avp = 
-   case avp of 
-        Just x -> av2ValStr attvarr x
-        Nothing -> " "
+-- | convert a reduced rule to a .csv table row (with \\n)
+red2CSV :: Array Int (String,[String]) -> ([Int],Int) -> Rule -> String
+red2CSV attvarr (attls, _ ) (ant,cons) =
+                   (foldr1 (inSep ",") calstr) 
+                   ++ ",\" is \"," 
+                   ++ (showValue attvarr cons) 
+                   ++ "\n" 
+           where calstr = ant2CalStr attvarr attls ant
 
--- transform a reduced rule to a list of OOCalc strings
+-- | convert the table header to a .csv row
 
-red2CalStr :: Array Int [String] -> [Int] -> [(Int,Int)] -> [String]
-red2CalStr attvarr attls red = 
-          map (mbAV2Calc attvarr) frmred where
-                        frmred = formatRed attls red
+hdr2CSV :: Array Int (String, [String]) -> ([Int], Int) -> String
+hdr2CSV attvarr (attls, consatt) = 
+                   (foldr1 (inSep ",") calstr) 
+                   ++ ", ," 
+                   ++ (showAttribute attvarr consatt)
+                   ++  "\n"  
+           where  calstr = map (showAttribute attvarr) attls
+           
+--------------------------------------------------
 
--- convert a reduced rule to a .csv table row
+-- | convert a list of reductions with the same consequent to .csv
+sameCons2CSV :: Array Int (String,[String]) -> ([Int], Int) -> [Rule] -> String
+sameCons2CSV attvarr dispg redcons =
+     concatMap (red2CSV attvarr dispg) redcons
 
-red2CSV :: Array Int [String] -> [Int] -> [(Int,Int)] -> String
-red2CSV attvarr attls red =
-    (foldr1 (inSep ",") (init calcs)) ++ 
-    ",\" is \"," ++ (last calcs) ++ "\n" where
-          calcs = red2CalStr attvarr attls red
+-- | convert the reductions for all values of an attribute to .csv
+allReds2CSV :: Array Int (String,[String]) -> ([Int], Int) -> [[Rule]] -> String
+allReds2CSV attvarr dispg redgrp =
+     concatMap (sameCons2CSV attvarr dispg) redgrp
 --------------------------------------------------
+{- | convert a reduced normal form to .csv table with a header. 
 
--- get the attributes from a rule (ORIGINAL RULE)
+Warning: Get the display guide from the original rules
+-}
+rnf2CSVTb :: Array Int (String,[String]) -> [[Rule]] -> [[Rule]] -> String
+rnf2CSVTb attvarr origs redgrp =
+     (hdr2CSV attvarr dispg) ++ (allReds2CSV attvarr dispg redgrp) where
+                        dispg = displayGuide (head (head origs))
 
-rule2Attls :: [(Int,Int)] -> [Int]
-rule2Attls rule = map fst rule
-----------------------------------------------------
+----------------------- .csv output of equals ---------------
 
--- convert header to .csv table row
+-- | convert a duplicate and its occurrence count into a .csv String 
+dup2CSV :: Array Int (String, [String]) -> ([AVp], Int) -> String
+dup2CSV attvarr (fct, cnt) = 
+   (foldr1 (inSep ",") strls) ++ "," ++ ((toCalc . show) cnt) ++ "\n" where
+                           strls = map (showValue attvarr) fct
 
-hdr2CSV :: Array Int [String] -> [Int] -> String
-hdr2CSV attvarr attls = 
-     (foldr1 (inSep ",") (init calcs)) ++ 
-     ", ," ++ (last calcs) ++  "\n"  where 
-              strls = map (a2AttStr attvarr) attls
-              calcs = map toCalc strls            
---------------------------------------------------
+-- | get a header from a duplicate and convert it  .csv String WITHOUT newline
+dup2HdrCSV :: Array Int (String, [String]) -> ([AVp],Int) -> String
+dup2HdrCSV attvarr (fct, _) = 
+     (foldr1 (inSep ",") strls) ++ "," ++ (toCalc "Number") ++ "\n" where
+                           strls = map ((showAttribute attvarr) . fst)  fct
 
--- convert a reduction for the same av consequent to .csv
+-- | transform a list of representatives of duplicate and their counts to a .csv String
+allDup2CSVTb :: Array Int (String,[String]) -> [([AVp],Int)] -> String
+allDup2CSVTb attvarr dbls = (dup2HdrCSV attvarr (head dbls)) ++
+                              concatMap (dup2CSV attvarr) dbls
 
-sameCons2CSV :: Array Int [String] -> [Int] -> [[(Int,Int)]] -> String
-sameCons2CSV attvarr attls redsame =
-     concatMap (red2CSV attvarr attls) redsame
+-----------------------------------------------------
+{- | show ambiguous original rules in .csv format
 
--- convert a reductions for an attribute to .csv
+Note: original rules do not need intermediate Maybe's, like reduced rules
+-}
+org2CSV :: Array Int (String, [String]) -> Rule -> String
+org2CSV attvarr orule = 
+   antstr ++ ",\" is \"," ++ constr ++ "\n" where
+        antstr = foldr1 (inSep ",") antstrls
+        antstrls =  map (showValue attvarr) (fst orule)      
+        constr = showValue attvarr (snd orule)
 
-allReds2CSV :: Array Int [String] -> [Int] -> [[[(Int,Int)]]] -> String
-allReds2CSV attvarr attls redgrp =
-     concatMap (sameCons2CSV attvarr attls) redgrp
---------------------------------------------------
+-- | ambiguous rules to .csv (always more than one) with extra newline
 
--- convert all reductions for an attribute to .csv table
+ambs2CSV :: Array Int (String,[String]) -> [Rule] -> String
+ambs2CSV attvarr ambrls = 
+     (concatMap (org2CSV attvarr) ambrls) ++ "\n"
 
-res2CSVTb :: Array Int [String] -> [Int] -> [[[(Int,Int)]]] -> String
-res2CSVTb attvarr attls redgrp =
-     (hdr2CSV attvarr attls) ++ 
-     allReds2CSV attvarr attls redgrp
-----------------------------------------------------
-----------------------------------------------------
+-- | a group of ambiguous rules, with different consequents, to .csv
+ambgrp2CSV :: Array Int (String,[String]) -> [[Rule]] -> String
+ambgrp2CSV attvarr ambgrp 
+    | length ambgrp == 1 = ambs2CSV attvarr (head ambgrp)
+    | otherwise = concatMap (ambs2CSV attvarr) ambgrp
 
--- section for .csv output of abductions
+-- | display ambiguous rules in a .csv table. The guide for the header is obtained from the first rule.
+allAmb2CSVTb :: Array Int (String,[String]) -> [[Rule]] -> String
+allAmb2CSVTb attvarr ambgrp =
+   (hdr2CSV attvarr (antatt,consatt)) ++ ambstr where
+         (antatt, consatt) = ((map fst ant), (fst cons))
+         (ant, cons) = head (head ambgrp)
+         ambstr = ambgrp2CSV attvarr ambgrp
+----------------------------------------------------------
 
--- get the branches of a tree 
+-- ------------------------------------ The  .csv output of abductions ---------------------
 
+-- | A general function to get the branches of a tree. Only used here, but could as well be in Aux.
+
 brTree :: Tree a -> [[a]]
 brTree (Node x []) = [[x]]
 brTree (Node x for) = map (x:) brls where
                           brls = concatMap brTree for
-
-
--- show the antecedent as a .csv string
--- analogous to red2CSV, but on init, without consequent
+---------------------------------------------------------------------------------------
 
-ant2CSV :: Array Int [String] -> [Int] -> [(Int,Int)] -> String
+-- | show the antecedent as a .csv string. Analogous to red2CSV, but without extras for the consequent
+ant2CSV :: Array Int (String,[String]) -> [Int] -> Rule -> String
 ant2CSV attvarr attls red = 
    foldr1 (inSep ",") calcs where 
-       calcs =  red2CalStr attvarr (init attls) (init red)
-
--- show a list of equals in .csv format
+       calcs =  ant2CalStr attvarr attls (fst red)
 
-eqs2CSV :: Array Int [String] -> [Int] -> [[(Int,Int)]] -> String
+-- | show a list of equal antecedents in .csv format. Warning: as before, the guide is the first of a display guide, NO consequent yet.
+eqs2CSV :: Array Int (String,[String]) -> [Int] -> [Rule] -> String
 eqs2CSV  attvarr attls eqls 
         | length eqls == 1 = 
             ant2CSV attvarr attls (head eqls)
@@ -142,120 +186,64 @@
             foldr1 (inSep ",\"equals\"\n") strls where
                strls = map (ant2CSV attvarr attls) eqls 
 
--- show a chain of equals in .csv format
+-- | show a chain of equals in .csv format.
 
-chain2CSV :: Array Int [String] -> [Int] -> [[[(Int,Int)]]] -> String
+chain2CSV :: Array Int (String,[String]) -> [Int] -> [[Rule]] -> String
 chain2CSV attvarr attls chain
  | length chain == 1 = eqs2CSV attvarr attls (head chain)
  | otherwise = foldr1 (inSep ",\"implies\"\n") strls where
-                 strls = map (eqs2CSV attvarr attls) chain
-
-ruleChain2CSV :: Array Int [String] -> [Int] -> String -> [[[(Int,Int)]]] ->  String
-ruleChain2CSV attvarr attls cons chain  =
-    (chain2CSV attvarr attls chain) ++ 
-    ",\" is \"," ++ cons ++ "\n\n"
--------------------------------------------------------
-
--- get the consequent value string from a tree
-
-consfrTree :: Array Int [String] -> Tree [[(Int,Int)]] -> String
-consfrTree attvarr t = 
-   av2ValStr attvarr cns where
-        cns = last (head (rootLabel t))
-
--- list of chains from a tree 
--- Note: reverse all branches
-
-chainsfrTree :: Tree [[(Int,Int)]] -> [[[[(Int,Int)]]]]
-chainsfrTree t = map reverse (brTree t)
+                 strls = map (eqs2CSV attvarr attls ) chain
 
--- show a tree in .csv format
+-- | show a chain of implications, including equals, in .csv format. 
+ruleChain2CSV :: Array Int (String,[String]) -> [Int] -> [[Rule]] ->  String
+ruleChain2CSV attvarr attls chain  = (chain2CSV attvarr attls chain) 
+                                      ++ ",\" is \","
+                                      ++ (showValue attvarr ( snd (head (head chain))))
+                                      ++ "\n\n"
 
-tree2CSV :: Array Int [String] -> [Int] -> Tree [[(Int,Int)]] -> String
+-- | show a tree in .csv format. Warning: reverse is needed to get the most general rule at the end.
+tree2CSV :: Array Int (String,[String]) -> [Int] -> Tree [Rule] -> String
 tree2CSV attvarr attls t = 
-     concatMap (ruleChain2CSV attvarr attls cons) chains where
-                            chains = chainsfrTree t
-                            cons = consfrTree attvarr t
----------------------------------------------------------
--- a forest of abduction trees to .csv format
+     concatMap (ruleChain2CSV attvarr attls) chains where  chains = map reverse (brTree t)
 
-forest2CSV :: Array Int [String] -> [Int] -> Forest [[(Int,Int)]] -> String
+-- | a forest of abduction trees to .csv format
+forest2CSV :: Array Int (String,[String]) -> [Int] -> Forest [Rule] -> String
 forest2CSV attvarr attls for = 
     concatMap (tree2CSV attvarr attls) for
 -----------------------------------------------------
--- abduction result to .csv format
-
-allAbds2CSV :: Array Int [String] -> [Int] -> [Forest [[(Int,Int)]] ]-> String
+-- | abduction result to .csv format
+allAbds2CSV :: Array Int (String,[String]) -> [Int] -> [Forest [Rule]]-> String
 allAbds2CSV attvarr attls abdgrp =
     concatMap (forest2CSV attvarr attls) abdgrp
-----------------------------------------------------
--- abduction result to .csv table
 
-abd2CSVTb :: Array Int [String] -> [Int] -> [Forest [[(Int,Int)]] ] -> String
-abd2CSVTb attvarr attls abdgrp =
-     (hdr2CSV attvarr attls) ++ 
-     allAbds2CSV attvarr attls abdgrp
------------------------------------------------------
------------------------------------------------------
-
--- show ambiguous original rules in .csv format
--- Note: original rules do not need intermediate Maybe's
-
-org2CSV :: Array Int [String] -> [(Int,Int)] -> String
-org2CSV attvarr orule = 
-   antstr ++ ",\" is \"," ++ constr ++ "\n" where
-        antstr = foldr1 (inSep ",") antstrls
-        antstrls = init rulestrls        
-        constr = last rulestrls
-        rulestrls = map (av2ValStr attvarr) orule
-
--- ambiguous rules to .csv (always more than one)
-
-ambs2CSV :: Array Int [String] -> [[(Int,Int)]] -> String
-ambs2CSV attvarr ambrls = 
-     (concatMap (org2CSV attvarr) ambrls) ++ "\n"
-
-ambgrp2CSV :: Array Int [String] -> [[[(Int,Int)]]] -> String
-ambgrp2CSV attvarr ambgrp 
-    | length ambgrp == 1 = ambs2CSV attvarr (head ambgrp)
-    | otherwise = concatMap (ambs2CSV attvarr) ambgrp
-
-amb2CSVTb :: Array Int [String] -> [Int] -> [[[(Int,Int)]]] -> String
-amb2CSVTb attvarr attls ambgrp =
-   hdr2CSV attvarr attls ++ ambstr where
-         ambstr = ambgrp2CSV attvarr ambgrp
-
-----------------------------------------------------------
-------------top level only of abduction to .csv 
-
--- add a consequent to a csv string of equals
-
-ruleEqs2CSV :: Array Int [String] -> [Int] -> String -> [[(Int,Int)]] ->  String
-ruleEqs2CSV attvarr attls cons eqls  =
-    (eqs2CSV attvarr attls eqls) ++ ",\" is \"," ++ cons ++ "\n\n"
-
--- get a .csv string of the top only of a tree
+----------------------------------------------------
+-- | transform the abduction result to .csv table with header 
 
-topTree2CSV :: Array Int [String] -> [Int] -> Tree [[(Int,Int)]] -> String
-topTree2CSV attvarr attls t = 
-     ruleEqs2CSV attvarr attls cons eqls where
-                            eqls = rootLabel t
-                            cons = consfrTree attvarr t
--- do it for the forest
+allAbd2CSVTb :: Array Int (String,[String]) -> [[Rule]] -> [Forest [Rule]] -> String
+allAbd2CSVTb attvarr origs abdgrp = (hdr2CSV attvarr guide) 
+                                  ++ allAbds2CSV attvarr (fst guide) abdgrp where guide = displayGuide (head (head origs))
 
-topForest2CSV :: Array Int [String] -> [Int] -> Forest [[(Int,Int)]] -> String
-topForest2CSV attvarr attls for = 
-    concatMap (topTree2CSV attvarr attls) for
+------------------------------------------ Top level abductions only ----------------------------------
 
--- do it for all abductions
+-- | get a .csv string of (possibly equals) from the top only of a tree, including the consequent
+topTree2CSV :: Array Int (String,[String]) -> [Int] -> Tree [Rule] -> String
+topTree2CSV attvarr guide t =   let eqls = rootLabel t
+                                in  (eqs2CSV attvarr guide eqls)
+                                    ++ ",\" is \","
+                                    ++ (showValue attvarr (snd (head eqls)))
+                                    ++ "\n\n"   
 
-topAbds2CSV :: Array Int [String] -> [Int] -> [Forest [[(Int,Int)]] ]-> String
-topAbds2CSV attvarr attls abdgrp =
-    concatMap (topForest2CSV attvarr attls) abdgrp
+-- | do it for the forest
+topForest2CSV :: Array Int (String,[String]) -> [Int] -> Forest [Rule] -> String
+topForest2CSV attvarr guide for = concatMap (topTree2CSV attvarr guide) for
 
--- add the header to the .csv table
+-- | do it for all abductions
+topAbds2CSV :: Array Int (String,[String]) -> [Int] -> [Forest [Rule]]-> String
+topAbds2CSV attvarr guide abdgrp = concatMap (topForest2CSV attvarr guide) abdgrp
 
-topAbd2CSVTb :: Array Int [String] -> [Int] -> [Forest [[(Int,Int)]] ] -> String
-topAbd2CSVTb attvarr attls abdgrp =
-     (hdr2CSV attvarr attls) ++ topAbds2CSV attvarr attls abdgrp
+-- | add the header to the .csv table as with allAbd2CSVTb.  
+topAbd2CSVTb :: Array Int (String,[String]) -> [[Rule]] -> [Forest [Rule]] -> String
+topAbd2CSVTb attvarr origs abdgrp = (hdr2CSV attvarr guide) 
+                                     ++ topAbds2CSV attvarr (fst guide) abdgrp where guide = displayGuide (head (head origs))
+--------------------------------------------------------------------------------------------------------------------------
 
diff --git a/src/Codec.hs b/src/Codec.hs
--- a/src/Codec.hs
+++ b/src/Codec.hs
@@ -1,71 +1,87 @@
-module Codec ( avCod, avArr )where
-
-{- module: code a table of attributes and values
-
-Note: extended Haskell because of dependent parameters
-
-first row of table: attribute names (must be unique)
-following rows of table: attribute values
-
-avArr produces an array of string lists
-head of each list, with index 0, is an attribute name
-tail of each list, starting with index 1, has value names
+{- | Emping 0.4 (provisional)
+ 
+Module Codec transforms a list of lists of String attributes and values into a list of lists of Int tuples. The first list of Strings must be the attribute names (may contain blankId), the following lists must contain attribute values or blankId. 
 
-avCod produces a list of lists of attribute-value tuples 
-first of each tuple codes an attribute as an Int index
-into the attribute-value array
-second of each tuble codes a value as an index into the
-list indexed by its attribute (0 is the attribute name,
-and 1 is the first value in the list)
+The module also provides an Array to display the names of coded attributes and values, and functions to deal with table rows that are equal (duplicates). 
 -}
+module Codec (tableCode, tableToArray, partDups, checkNoDups, factsDups, factsUniques ) where
 
 import Data.List (transpose, elemIndex)
 import Control.Monad.State
 import Data.Array
-
--- get unique value-list and code strings as indices
--- Note: index incremented by 1, index 0 is the attribute
-
-repl1 :: String -> [String] -> (Int, [String])
-repl1 x tb  = case elemIndex x tb of
-                 Nothing -> ((length tb) + 1, tb ++ [x] )
-                 Just i -> (i + 1, tb)
-
-toState :: String -> State [String] Int
-toState x = State (repl1 x)
+import Aux ( AVp, partitionBy )
+import CSVParse ( blankId )
 
-getVals :: [String] -> ([Int],[String])
-getVals x = (runState (getState x)) [] where
-                  getState = sequence . (map toState)
+-- | check whether a value string is in a list, add it if not, and return its index. A blankId returns an index of -1 and leaves the value list unchanged.
+repl1 :: String -> State [String] Int
+repl1 x 
+ | x == blankId = State (\col -> (-1, col))
+ | otherwise = State (\col -> case elemIndex x col of
+                                   Nothing ->  ((length col), col ++ [x])
+                                   Just i ->  (i, col))
 
+-- | replace value strings with indices to a unique list of value strings. Note: the blankId is represented by -1
 getInds :: [String] -> [Int]
-getInds  =  fst . getVals
-
-getTb :: [String] -> [String]
-getTb = snd . getVals
+getInds strcol = evalState (mapM repl1 strcol) []
 
--- get attribute-value lists from the table
--- Note: see comment at start for indexing scheme
+-- | get the list of values itself. Note: the blankId is not represented in this list.
+getVals :: [String] -> [String]
+getVals strcol = execState (mapM repl1 strcol) []
 
+-- | get all unique value lists from the original table
 avLs :: [[String]] -> [[String]]
 avLs [] = error "Codec avLs: empty String list"
 avLs (_:[]) = error "Codec avLs : only one element in String list"
-avLs (x:xs) = zipWith (:)  x (values xs) where 
-        values  = (map getTb) . transpose 
+avLs tb  = ((map getVals) . transpose . tail) tb
 
--- replace table, except first line, with:
--- tuples representing attribute-value pair
--- Note: see comment at start for indexing scheme
+{- |
+tableCode produces a list of lists of attribute-value tuples, coded as Int. A list of tuples represents a conjunction of attribute values, also called a fact list.
+ 
+first of each tuple indexes into the attribute-value array (and the first element of that tuple, the attribute name)
 
-avCod :: [[String]] -> [[(Int, Int)]]
-avCod [] = error "Codec avCod: empty String list"
-avCod (_:[]) = error "Codec avCod : only one element in String list"
-avCod ls = map (zip [0..]) (values (tail ls)) 
+second of each tuble indexes into the second element of an array tuple, the list of value names 
+
+tableCode represents blankId as -1, which is not in the string array.
+-}
+tableCode :: [[String]] -> [[AVp]]
+tableCode [] = error "Codec tableCode: empty String list"
+tableCode (_:[]) = error "Codec tableCode : only one element in String list"
+tableCode tb = map (zip [0..]) (values (tail tb)) 
   where  values = transpose . (map getInds) . transpose
 
--- make an array of attribute-value lists from the 
--- table, instead of a list of lists of Strings
 
-avArr :: [[String]] -> Array Int [String]
-avArr tb = listArray (0, (length attvals) -1) attvals where
-      attvals = avLs tb
+{- |
+tableToArray returns  an array of attribute value-lists. The first element of a tuple is an attribute name, the second the list of its unique values.
+
+An attribute coding must be an index to the array (and the String)
+
+A value coding must be an index to the list of Strings.
+
+Note: blankId is not represented in the Array.
+-}
+tableToArray :: [[String]] -> Array Int (String, [String])
+tableToArray tb = listArray (0, (length (head tb)) -1) atplusvals where
+                           atplusvals = zip (head tb) (avLs tb)
+
+
+-- | partDups partitions a fact list into a list of duplicates and their counts. This is a data check, duplicates do not effect the reduction, but should be removed  initially.
+
+partDups :: [[AVp]] -> [([[AVp]], Int)]
+partDups origs = [(x, length x) | x <- parts ] where
+                             parts = partitionBy (\x y -> x == y ) origs
+
+-- | check the partition of possible Dups for any Dups (True if no Dups)
+checkNoDups :: [([[AVp]], Int)] -> Bool
+checkNoDups parts | (filter (\x -> (snd x) > 1) parts) == [] = True
+                     | otherwise = False
+
+-- | get a representative of each double in the facts with its occurrence count
+factsDups :: [([[AVp]],Int)] -> [([AVp],Int)]
+factsDups dupfacs =  [ ((head . fst) x, snd x) | x <- dbls ] where 
+                   dbls = [ x | x <- dupfacs, (snd x) > 1 ]
+
+-- | factsUniques returns the head of each partition of a Dups (including singles)list. This function removes any double data entries, if they exist.
+factsUniques :: [([[AVp]], Int)] -> [[AVp]]
+factsUniques dupfacs = map (head . fst) dupfacs
+
+
diff --git a/src/Main.hs b/src/Main.hs
--- a/src/Main.hs
+++ b/src/Main.hs
@@ -1,87 +1,276 @@
-module Main ( main ) where
+{- | Module Main 
+Emping 0.4 (provisional)
 
--- module: reduce a table of facts in .csv format
--- output the reduction to a .csv table for OO Calc
+Module Main performs the GUI and I\/O tasks for the reduction of heuristic rules. The input consists of facts 
+in a comma separated file (.csv) format as produced by the Open Office Calc spreadsheet. The output is in the same
+format and can be read by OO Calc.
 
-import System.Environment (getArgs )
+The user can open a .csv file, select an attribute which is to be the consequent, and Emping will find all shortest rules
+which predict the values of the selected attribute. Some rules, which imply a consequent value, may be interdependent, and
+the user can save all such implications and equivalences, or just the top level.
+
+The user can set whether the facts will be checked for duplicates, and for ambiguous rules (those with the same 
+antecedent but a different consequent).
+
+See the white paper \"Deriving Heuristic Rules from Facts\" (January 2007) for more on the foundation and algorithm.
+-}
+
+module Main where
+
+import Graphics.UI.Gtk
+import Data.IORef
 import Data.Array
-import CSVParse (getTable )
-import Codec (avArr, avCod )
-import Reduce ( f2Grp, redAll, ambOrg )
-import CSVTable (rule2Attls ,res2CSVTb,abd2CSVTb, amb2CSVTb, topAbd2CSVTb)
-import Abduce (abdAll, cntEDAtt )
+import Aux
+import CSVParse
+import Codec
+import CSVTable
+import Reduce
+import Abduce
 
 main :: IO ()
-main = do  [fname] <- getArgs
-           tb <- getTable fname
-           let  attvarr = avArr tb
-                facts = avCod tb
-           (consNm, cons) <- getConsAtt attvarr
-           let  rulegrp = f2Grp cons facts
-                redres = redAll rulegrp
-                ambgrp = ambOrg rulegrp
-                attls = rule2Attls ((head . head) rulegrp)
-                outTable = res2CSVTb attvarr attls redres
-                abdres = abdAll rulegrp redres
-                (dep, single) = cntEDAtt abdres
-                abdTable= abd2CSVTb attvarr attls abdres
-                ambigTable = amb2CSVTb attvarr attls ambgrp
-                topTable = topAbd2CSVTb attvarr attls abdres
-           writeFile ("RNF_" ++ consNm ++ ".csv") outTable
-           writeFile ("TOP_" ++ consNm ++ ".csv") topTable
-           putStrLn ("Ambiguous Rules:   " ++ show (length ambgrp))
-           if ambgrp == [] then return ()
-                           else writeFile ("AMB_" ++ consNm ++ ".csv") ambigTable
-           putStrLn ("Dependency Trees:  " ++ (show dep))
-           putStrLn ("Unconnected Rules: " ++ (show single))
-           if dep == 0 then return()
-                       else showDPT abdTable consNm
----------------------------------------------------
--- auxiliary functions for getConsAtt
+main = do
+  initGUI
+  window <- windowNew
+  set window [windowTitle := "Emping",  windowDefaultWidth := 400,
+              windowDefaultHeight := 100]
+  vbox1 <- vBoxNew False 0
+  containerAdd window vbox1
 
--- show list of attribute names for getConsN and getCons
+  opensrc <- actionNew "OpenSrc" "Open" (Just "Open a source .csv file") (Just stockOpen)
+  options <- actionNew "OptionMenu" "Options" (Just "Check for duplicates and ambiguities") (Just stockProperties)
+  selcons <- actionNew "SelCons" "Consequent" (Just "Select the attribute which will be the rule consequent") (Just stockNew)
+  reduact <- actionNew "ReduAct" "Reduce" (Just "Get the reduced normal form of the rules") (Just stockConvert)
+  abducem <- actionNew "AbduceMenu" "Abduce" (Just "Get implications of reduced rules") (Just stockSortAscending)
+  abdutop <- actionNew "AbduTop" "Top" (Just "Get only the top level of all implications")  (Just stockGotoTop)
+  abduall <- actionNew "AbduAll" "All" (Just "Get all implications from the abduction")  (Just stockGotoBottom)
+  filemen <- actionNew "FileMenu" "File" (Just "Open and exit") (Just stockFile)
+  quitact <- actionNew "QuitAct" "Quit" Nothing (Just stockQuit)
 
-shAtts :: Array Int [String] -> IO ()
-shAtts attvarr = print als where
-               als = [ head x | x <- elems attvarr ]  
+  dupcheck <- newIORef True   -- workaround for bug in ToggleActionEntry: user changing checkbox has no effect on toggleActionIsActive field
+  ambcheck <- newIORef True
 
--- get the index of an attribute string
+  let duptogg = ToggleActionEntry "DupCheck" "Check Data" (Just stockConvert) Nothing 
+                                   (Just "Check facts for duplicates") (myTog dupcheck) True
+      ambtogg = ToggleActionEntry "AmbCheck" "Check Rules" (Just stockInfo) Nothing 
+                                   (Just "Check rules for ambiguity") (myTog ambcheck) True 
 
-usrAtt :: String -> Array Int [String] -> Maybe Int
-usrAtt att attvarr  = 
-  slAtt att (indices attvarr) attvarr where
-    slAtt _ [] _ = Nothing 
-    slAtt at (x:xs) arr | att == (head (arr ! x)) = Just x
-                        | otherwise = slAtt at xs arr
- 
--- get the consequent attribute from the user
--- (allow for typing errors of attribute name)
+  actgrp <- actionGroupNew "ActGrp"
+  actionGroupAddAction actgrp opensrc
+  actionGroupAddAction actgrp options
+  actionGroupAddToggleActions actgrp [duptogg, ambtogg]
+  actionGroupAddAction actgrp selcons
+  actionGroupAddAction actgrp reduact
+  actionGroupAddAction actgrp abducem
+  actionGroupAddAction actgrp abdutop  
+  actionGroupAddAction actgrp abduall
+  actionGroupAddAction actgrp filemen
+  actionGroupAddAction actgrp quitact
 
-getConsN :: Array Int [String] -> IO String
-getConsN attvarr = do { putStrLn "Select the consequent attribute ( ? to see all)" ;
-                  answ <- getLine ;
-                  if answ == "?" 
-                     then do { shAtts attvarr;
-                               getConsN attvarr }
-                     else return answ
-                         }
 
--- returns name and value of selected attribute 
- 
-getConsAtt :: Array Int [String] -> IO (String, Int)
-getConsAtt attvarr = do { nm <- getConsN attvarr ;
-                        case usrAtt nm attvarr of
-                            Just x -> return (nm, x)
-                            Nothing -> do { putStrLn "Unknown Attribute.." ;
-                           getConsAtt attvarr }
-                     }
--- show dependencies if user types "y"
+  manager <- uiManagerNew
+  uiManagerAddUiFromString manager uiDecl
+  uiManagerInsertActionGroup manager actgrp 0
 
-showDPT :: String -> String -> IO ()
-showDPT abdT cnsNm = do putStrLn "Show all dependencies? (y = yes)"
-                        answ <- getLine
-                        if answ == "y" then writeFile ("DPT_" ++ cnsNm ++ ".csv") abdT
-                                       else return ()
+  mbMenubar <- uiManagerGetWidget manager "ui/menubar"
+  let menubar = case mbMenubar of
+                     Just x -> x
+                     Nothing -> error "Main: Cannot get menubar from String"
+  boxPackStart vbox1 menubar PackNatural 0
+  mbToolbar <- uiManagerGetWidget manager "ui/toolbar"
+  let toolbar = case mbToolbar of
+                     Just x -> x
+                     Nothing -> error "Main: Cannot get toolbar from String"
+  boxPackStart vbox1 toolbar PackNatural 0 
 
+  status <- statusbarNew
+  boxPackStart vbox1 status PackNatural 0
+  gencontext <- statusbarGetContextId status "General"                  
 
+  filesrc <- fileChooserDialogNew   (Just "Source File in CSV") (Just window)
+                                     FileChooserActionOpen
+                                     [("Cancel", ResponseCancel), ("Open", ResponseAccept)]
+  filesave <- fileChooserDialogNew  (Just "Save .csv File") (Just window)
+                                     FileChooserActionSave
+                                     [("Cancel", ResponseCancel), ("Save (.csv)", ResponseAccept)]
+  fileChooserSetDoOverwriteConfirmation filesave True
+
+
+
+  csvfilt <- fileFilterNew
+  fileFilterAddPattern csvfilt "*.csv"
+  fileFilterSetName csvfilt "CSV Source"   
+  fileChooserAddFilter filesrc csvfilt
+
+  onActionActivate opensrc $ 
+        do  mbf1 <- mygetFileName filesrc
+            case mbf1 of
+                 { Just fpath1 -> do { -- user has selected a source file
+-- start selection of  consequent
+  strl <- getTable fpath1
+  ; let facts = tableCode strl
+        namearray = tableToArray strl
+  ; singlefacts <- getNoDuplicates dupcheck filesave status gencontext namearray facts
+
+  ;let choice = map (\ind -> (RadioActionEntry (show ind) (fst (namearray ! ind)) Nothing Nothing Nothing ind)) (indices namearray)
+-- dummy because of radioActionGetCurrentValue and RadioActionEntry. Selection of already selected does nothing.
+       dummy = [RadioActionEntry (show lst) "None" Nothing Nothing Nothing lst] where lst = length (indices namearray)
+       dumchoice = concat [choice,dummy]
+       popmstr = "<ui><popup>" ++ (concatMap itstr dumchoice) ++ "</popup></ui>"
+       itstr  x = "<menuitem action=\"" ++ (radioActionName x) ++ "\" />"
+
+       myChange ra = do  { -- start reduction with selected consequent
+           cons <- radioActionGetCurrentValue ra
+           ;let consname = (fst (namearray ! cons))
+           ;statusbarPush status gencontext ("The consequent attribute is: " ++ consname)           
+           ;let rules = facts2Rules cons singlefacts
+           ;saveAmbiguities ambcheck filesave status gencontext namearray cons rules
+           ;let reductions = reduceAll rules
+           ;onActionActivate reduact $ do { -- start activate reduction
+            ;mbf2 <- mygetFileName filesave
+            ;case mbf2 of 
+                  Just fpath2 -> do { -- start save reduction
+                                     statusbarPush status gencontext "Starting reduction, this may take a while..."
+                                    ;writeFile fpath2 (rnf2CSVTb namearray rules reductions)
+                                    ;statusbarPush status gencontext ("Finished reduction for " ++ consname)
+                                    ;return () 
+                                    } -- end save reduction
+                  Nothing -> return ()
+            ;let abductions = abduceAll rules reductions 
+                 (deptreenum, singlenum) = cntEDAbduction abductions
+            ;if deptreenum == 0 then do  { statusbarPush status gencontext ("There are no dependencies in reductions for " ++ consname)
+                                           ;return ()
+                                         }
+                                else do {   -- start:there are dependencies
+                ;onActionActivate abdutop $ do { -- start activat abdutop
+                             mbf3 <- mygetFileName filesave
+                            ;case mbf3 of 
+                                  Just fpath3 ->  writeFile fpath3 (topAbd2CSVTb namearray rules abductions)
+                                  Nothing -> return ()
+                                              }  -- end activate abdutop
+                ;onActionActivate abduall $ do { -- start activat abduall
+                              mbf4 <- mygetFileName filesave
+                             ;case mbf4 of
+                                   Just fpath4 ->  writeFile fpath4 (allAbd2CSVTb namearray rules abductions)
+                                   Nothing -> return ()
+                                               }  -- end activate abduall
+                ;return ()
+                                       } -- end: there are dependencies
+                 ;statusbarPush status gencontext ( consname ++ ":"
+                                                    ++ " Dependency Trees: " 
+                                                    ++ (show deptreenum)
+                                                    ++ ", Unconnected Rules: "
+                                                    ++ (show singlenum))
+                 ;return ()
+
+                                        } -- end activate reduction
+           ; return ()
+                         } -- end myChange
+
+   ;popgrp <- actionGroupNew "Popup Att Select"
+-- bug in RadioActionEntry: regardless of the Int, the last is always displayed as initially selected
+   ;actionGroupAddRadioActions popgrp dumchoice ((length dumchoice) -1)  myChange
+
+   ;popman <- uiManagerNew
+   ;uiManagerAddUiFromString popman popmstr
+   ;uiManagerInsertActionGroup popman popgrp 0
+
+   ;mbpopup <- uiManagerGetWidget popman "/ui/popup"
+   ;let popup = case mbpopup of
+                    Nothing -> error "Main: no popup menu for consequent attribute selection"
+                    Just x -> x
+
+  ;onActionActivate selcons $ do {
+    menuPopup (castToMenu popup) Nothing
+   ; return ()
+                                } -- part when user selected a consequent ends here
+  ; return ()
+                                                            } -- part when user selected a source file ends here
+                 ;Nothing -> return ()  
+                           } -- end of case for source file opening (user does not accept)
+
+  onActionActivate quitact (widgetDestroy window)
+
+  onDestroy window mainQuit
+  widgetShowAll window
+  mainGUI
+
+uiDecl :: String
+uiDecl = "<ui>\
+\            <menubar>\
+\             <menu action=\"FileMenu\">\
+\                <menuitem action=\"QuitAct\" />\
+\                <menuitem action=\"OpenSrc\" />\
+\              </menu>\
+\             <menu action=\"OptionMenu\">\
+\               <menuitem action=\"DupCheck\" />\
+\               <menuitem action=\"AmbCheck\" />\
+\            </menu>\
+\            <menu action=\"AbduceMenu\">\
+\               <menuitem action=\"AbduTop\" />\
+\               <menuitem action=\"AbduAll\" />\
+\            </menu>\
+\            </menubar>\
+\            <toolbar>\
+\              <toolitem action=\"OpenSrc\" />\
+\              <toolitem action=\"SelCons\" />\
+\              <toolitem action=\"ReduAct\" />\
+\              <toolitem action=\"AbduTop\" />\
+\            </toolbar>\
+\         </ui>"
+
+-- | workaround for bug in ToggleActionEntry 
+myTog :: IORef Bool -> IO ()
+myTog chk = do old <- readIORef chk
+               writeIORef chk (not old)
+
+-- | test for duplicates if the user wants, let the user save a .csv file of duplicates with frequencies, finally remove duplicates from facts
+getNoDuplicates :: IORef Bool -> FileChooserDialog -> Statusbar -> ContextId -> Array Int (String,[String])-> [[AVp]]  -> IO [[AVp]]
+getNoDuplicates check fs status context attvarr rawfcts = do
+         { duptrue <- readIORef check
+          ; if duptrue then do {
+                        let prt = partDups rawfcts
+                       ;if checkNoDups prt then  do {                  
+                                        statusbarPush status context "No duplicates found in the facts"
+                                       ;return ()   }                           
+                                           else 
+                                                 do { mbf <- mygetFileName fs                      
+                                                      ;case mbf of                                                                    
+                                                            Just fpath -> writeFile fpath (((allDup2CSVTb attvarr) . factsDups) prt)
+                                                            Nothing -> return ()                                       
+                                                      ;statusbarPush status context "Duplicates have been removed from the fact list" 
+                                                      ;return ()     
+                                                     }   
+                                                                 
+                               ;return (factsUniques prt)
+                              }
+                    
+             else 
+                        return rawfcts
+            }
+
+saveAmbiguities :: IORef Bool -> FileChooserDialog -> Statusbar -> ContextId -> Array Int (String,[String]) -> Int -> [[Rule]]  -> IO ()
+saveAmbiguities check fs status context attvarr consatt rules = do {
+   ambtest <- readIORef check
+    ; if ambtest then do {
+         let ambs = getAmbiguous rules
+         ; if ambs == [] then do { statusbarPush status context ("No ambiguous rules for " ++ (fst (attvarr ! consatt)))
+                                  ;return ()
+                                 }
+                         else do { mbf <- mygetFileName fs
+                                  ;case mbf of                                        
+                                        Just fpath -> writeFile fpath (allAmb2CSVTb attvarr ambs) 
+                                        Nothing -> return ()                                       
+                                  ;statusbarPush status context ( "Ambiguities: " ++ (show (length ambs)) ++ " for " ++ (fst (attvarr ! consatt)))
+                                  ;return ()     
+                                 }                    
+                          }    
+       else return ()
+   }
+
+mygetFileName :: FileChooserDialog ->  IO (Maybe FilePath)
+mygetFileName fs = do resp <- dialogRun fs
+                      widgetHide fs
+                      case resp of 
+                           ResponseAccept -> fileChooserGetFilename fs
+                           (_) -> return Nothing
 
diff --git a/src/Reduce.hs b/src/Reduce.hs
--- a/src/Reduce.hs
+++ b/src/Reduce.hs
@@ -1,78 +1,48 @@
-module Reduce (isSub,f2Grp, redAll, ambOrg ) where
-
-{- module: get the reduced normal form of a rule model
-
-a fact is a list of attribute value pairs
-a rule is a the same list of av pairs, interpreted with
-init as antecedent and last as consequent (of course
-reshuffled according to consequent attribute selection)
+{- | Emping 0.4 (provisional)
 
-the reduction algorithm is implemented by redPos p n
-redAll implements this on a group of rules, partitioned
-by their consequent attribute. So redAll follows f2Grp!
+Module Reduce transforms a list of facts into a partition of rules for each value of a selected attribute, and returns all shortest rules (reduced normal form).
 
+The reduction takes a coded fact list, which may have been checked for doubles (see module Codec). The original rules can be checked first for ambiguities. Ambiguous rules have the same antecedent, but a different consequent. 
 -}
-
-import Data.List (nub, (\\), nubBy, partition, delete )
-
--- some general purpose functions
-
-isSub :: Eq a => [a] -> [a] -> Bool
-isSub [] _ = True
-isSub (x:xs) y | not (x `elem` y) = False
-               | otherwise = isSub xs y
-
-isEq :: Eq a => [a] -> [a] -> Bool
-isEq x y = isSub x y && isSub y x
-
--- minLs needs to take second value because of foldr in extrMin
-
-minLs :: Eq a => [a] -> [a] -> [a]
-minLs x y | x `isSub` y = x
-          | otherwise = y
-
--- partitions a list according to an equivalence relation
+module Reduce  ( getAmbiguous, facts2Rules, reduceAll )where
 
-partitionBy :: (a -> a -> Bool) -> [a] -> [[a]]
-partitionBy _ [] = []
-partitionBy eq ls = x:(partitionBy eq y)  where
-                   (x,y) = partition ((head ls) `eq`) ls 
+import Data.List ( nub, (\\), partition, nubBy, delete )
+import Aux ( partitionBy, isEq, minLs, isSub, AVp, Ant, Rule )
 
--- A,B and C: the reduction algorithm in its three steps
+--            A,B and C: the reduction algorithm in its three steps
 
--- A: formulate hypothesis from original rules (positive)
+-- A: formulate hypothesis from original antecedents of a consequent
 
-hypot :: Eq a => [[a]] -> [a]
+-- | returns a disjunction of all antecedent av's
+hypot :: [Ant] -> [AVp]
 hypot = nub . concat
 
 -- B: falsify the hypothesis
---    1. match with all the rules (negative)
 
-match :: Eq a => [a] -> [[a]] -> [[a]]
-match h  = map (h \\) 
+--    B1. match with all the antecedents of other than the consequent
 
--- B.2 falsification
+-- | the reduction as a conjunction of disjunctions
+match :: [AVp] -> [[AVp]] -> [[AVp]]
+match h  = map (h \\) 
 
--- count the occurrences of something in a list and 
--- return the list without it (if it is an element)
+--   B2. transform conjunction of disjunctions into disjunction of conjunctions
 
-delCount :: Eq a => a -> [a] -> (Int, [a])
+-- | count the occurrences in a list and return the list without it (if it is present)
+delCount ::  AVp -> [AVp] -> (Int, [AVp])
 delCount _ [] = (0,[])
 delCount x (y:ys) 
   | x == y = (fst(delCount x ys) + 1,snd (delCount x ys))
   | otherwise = (fst(delCount x ys), y:snd(delCount x ys))
 
--- return the elements of a list with their counts
-
-elWCnt :: Eq a => [a] -> [(a, Int)]
+-- | return the elements of a list with their counts
+elWCnt :: [AVp] -> [(AVp, Int)]
 elWCnt [] = []
 elWCnt (x:xs) = (x, cnt) : elWCnt res where
                   cnt = fst (delCount x (x:xs))
                   res = snd (delCount x (x:xs))
 
--- sort the frequency list, most occurring first
-
-freqSort :: Eq a => [(a,Int)] -> [(a,Int)]
+-- | sort the frequency list, most occurring first
+freqSort :: [(AVp,Int)] -> [(AVp,Int)]
 freqSort [] = []
 freqSort [x] = [x]
 freqSort (x:xs) = 
@@ -80,33 +50,30 @@
          high = [h | h <- xs, (snd h) >= (snd x)]
          low  = [l | l <- xs, (snd l) < (snd x)]
 
--- make the list from which the roots and root children
--- are built. (a is an av pair in Reduce, not needed)
-
-mkavRtLs :: Eq a => [[a]] -> [a]
+-- | make the list from which the roots and root children are built. 
+mkavRtLs :: [[AVp]] -> [AVp]
 mkavRtLs = fst . unzip . freqSort . elWCnt . concat
 
--- delete an element with a property, if it is there, and
--- report its presence. Lists without that element unchanged.
+-- | delete an element with a property, if it is there, and report its presence. Lists without that element unchanged.
 
-findDel :: Eq a => (a -> Bool) -> [a] -> Bool -> ([a],Bool)
+findDel :: (AVp -> Bool) -> [AVp] -> Bool -> ([AVp],Bool)
 findDel _ [] s = ([],s)
 findDel p  (y:ys) s 
      | p y = (fst $ findDel p ys s, True)
      | otherwise = (y:(fst $ findDel p ys s), snd $ findDel p ys s)
 
--- fst: list without element that satisfies p (may be [])
--- snd: True if there was such an element, else False
-
-findDelPred :: Eq a => (a -> Bool) -> [a] -> ([a],Bool)
+{- | fst: list without element that satisfies p (may be [])
+snd: True if there was such an element, else False
+-}
+findDelPred :: (AVp -> Bool) -> [AVp] -> ([AVp],Bool)
 findDelPred p ls = findDel p ls False
 
--- from an av and an or-list, get the children or-list 
--- and the or-list for the next av. There are 4 possibilities.
-
--- test a possible child or-list
+{- | from an av and an or-list, get the children or-list 
+and the or-list for the next av. There are 4 possibilities.
+-}
 
-chldsrc ::(Eq a, Eq b) => a -> [([(a,b)],Bool)] -> Maybe [[(a,b)]]
+-- | test a possible child or-list
+chldsrc :: Int -> [([AVp],Bool)] -> Maybe [[AVp]]
 chldsrc  att porls2 
   | porls2 == [] = Just [] -- will be leaf
   | otherwise = 
@@ -116,16 +83,15 @@
                      then Nothing
                      else Just (map fst chorls) 
 
--- test a possible next in a forest 
-tnextsrc :: (Eq a, Eq b) =>  [([(a,b)],Bool)] -> Maybe [[(a,b)]]
+-- | test a possible next in a forest 
+tnextsrc :: [([AVp],Bool)] -> Maybe [[AVp]]
 tnextsrc porls1 | porls1 == [] = Nothing
                | otherwise = if ([],True) `elem` porls1 
                                 then Nothing -- contradiction
                                 else Just (map fst porls1)
 
--- split an original or-list into children (fst) and next (snd)
-
-splitOrls :: (Eq a, Eq b) => (a,b)-> [[(a,b)]] -> (Maybe [[(a,b)]],Maybe [[(a,b)]])
+-- | split an original or-list into children (fst) and next (snd)
+splitOrls :: AVp-> [[AVp]] -> (Maybe [[AVp]],Maybe [[AVp]])
 splitOrls av orls = (x,y) where 
                      x = chldsrc (fst av) v
                      y = if (tnextsrc u) == Nothing 
@@ -133,11 +99,9 @@
                             else Just (map fst imls)
                      (u,v) = partition snd imls
                      imls = map (findDelPred (av ==)) orls
--- changes here ---------------------------- 
 
--- make root list with children from  sorted possibles  
-
-rootLs :: (Eq a, Eq b)=>[(a,b)]->[[(a,b)]]->[Maybe ((a,b),[[(a,b)]])]
+-- | make root list with children from  sorted possibles  
+rootLs :: [AVp]->[[AVp]]->[Maybe (AVp,[[AVp]])]
 rootLs _ [] = []
 rootLs [] _ = error "Reduce rootLs: root source is []"
 rootLs (x:xs) orls =  tsrc:rootLs xs next where
@@ -148,22 +112,19 @@
                                    Nothing -> []
                                    Just nxt -> nxt
                           (pchld, pnext) = splitOrls x orls
-                            
--- make root list with childsource from or list
-
-makeRtChldLs :: (Eq a, Eq b) => [[(a,b)]] -> [Maybe ((a,b),[[(a,b)]])]
+                           
+-- | make root list with childsource from or list
+makeRtChldLs :: [[AVp]] -> [Maybe (AVp,[[AVp]])]
 makeRtChldLs [] = error "Reduce makeRtChldLs: list is []" 
 makeRtChldLs orls = rootLs (mkavRtLs orls) orls
 
--- define a rose tree that can have empty branches
-
+-- | define a rose tree that can have empty branches
 data Maytree a = Niets | Wel {avLabel::a, avChils :: Mayfor a} 
                                deriving Eq
 type Mayfor a = [Maytree a]
 
--- make a tree and forest from Maybe roots and source children
-
-mkAVMTree :: (Eq a, Eq b) => Maybe ((a,b),[[(a,b)]]) -> Maytree (a,b)
+-- | make a tree and forest from Maybe roots and source children
+mkAVMTree :: Maybe (AVp,[[AVp]]) -> Maytree AVp
 mkAVMTree rtchls = 
    case rtchls of
          Nothing -> Niets
@@ -171,84 +132,88 @@
          Just (x, suborls) -> Wel {avLabel = x, 
                                    avChils = mkAVMFor suborls }
 
-mkAVMFor:: (Eq a, Eq b) => [[(a,b)]] -> Mayfor (a,b)
+mkAVMFor:: [[AVp]] -> Mayfor AVp
 mkAVMFor suborls = map mkAVMTree rtchls where
                         rtchls = makeRtChldLs suborls
 
--- get the branches of a Maytree
--- the empty lists are lost because of concatMap
-
-brMayTree :: Maytree a -> [[a]]
+-- | get the branches of a Maytree. The empty lists are lost because of concatMap
+brMayTree :: Maytree AVp -> [[AVp]]
 brMayTree t = case t of
                    Niets -> []
                    (Wel x []) -> [[x]]
                    (Wel x for) ->  map (x:) brls where
                           brls = concatMap brMayTree for
 
--- extract the smallest sublists from the orlist of andlists
-
-extrMin :: Eq a => [[a]] -> [[a]]
+-- | extract the smallest sublists from the orlist of andlists
+extrMin :: [[AVp]] -> [[AVp]]
 extrMin ls =  nubBy isEq [ getMinin x ls | x <-ls ] 
           where  getMinin x y = foldr minLs x y
 
--- final transformation of an and-list of ors to or-list of ands
--- replaces the identically named function in Reduce in Emping 0.2
-
-trAndOr :: (Eq a, Eq b) => [[(a,b)]] -> [[(a,b)]]
+-- | final transformation of a conjunction of disjunctions to a disjunction of conjunctions
+trAndOr ::  [[AVp]] -> [Ant]
 trAndOr orls = 
   extrMin (concatMap brMayTree for) where for = mkAVMFor orls
 
--- C: Verify the falsification result with the original positive rules
 
-verify :: Eq a => [[a]] -> [[a]] -> [[a]]
+-- C: Verify the falsification result with the original positive antecedents
+
+-- | erify the falsification result with the original positive antecedents
+verify ::  [Ant] -> [Ant] -> [Ant]
 verify flsd orig = [x | x <- flsd , x `isIn` orig ] where
                     isIn y ls = or (map (isSub y) ls)
 
--- A, B and C: reduce a list of positive original rules 
--- Note: redPos takes antecedents only!
 
-redPos :: (Eq a,Eq b) => [[(a,b)]] -> [[(a,b)]] -> [[(a,b)]]
+-- A, B and C: reduce a list of positive original antecedents
+
+-- | the implementation of the rule reduction (for one consequent attribute-value
+redPos :: [Ant] -> [Ant] -> [Ant]
 redPos p n = verify (trAndOr (match (hypot p) n)) p
 -------------------------------------------------------
 
--- facts to rules by putting consequent attribute last
+--                    Functions on the list of facts 
 
-shuf :: (Eq a, Eq b) => a -> [(a,b)] -> [(a,b)]
-shuf at avls = (fst z) ++ (snd z) where
-                  z = partition ((at /=) . fst) avls
+-- | f2r works because only one value of an attribute can be in a fact.
+-- and there is always one (possibly value -1 as defined by Codec)
+f2r :: Int -> [AVp] -> (Ant,AVp)
+f2r att fact = (ant, cons) where 
+     (ant, [cons]) = partition (\u -> (fst u) /= att) fact
 
-f2rules :: (Eq a, Eq b) => a -> [[(a,b)]] -> [[(a,b)]]
-f2rules at facls =  map (shuf at) facls
+-- | remove all rules with blank consequent value. 
+f2rules :: Int -> [[AVp]] -> [Rule]
+f2rules att facls =  filter (\u -> (snd $ snd u) /= -1) raw where
+                                             raw =  map (f2r att) facls
 
--- group according to consequent attribute-values
+{- | partition a fact list according to the attribute-values of the consequent
 
-f2Grp :: (Eq a, Eq b) => a -> [[(a,b)]] -> [[[(a,b)]]] 
-f2Grp at facls = 
-    partitionBy (\x y -> (last x) == (last y)) ruls where
-                    ruls = f2rules at facls
-                 
--- reduce one of a group of rules. Consequent is last in
--- each rule list..
+Important: all rules with blank consequent values should have been removed by f2rules.
+-}
+facts2Rules :: Int  -> [[AVp]] -> [[Rule]]
+facts2Rules at facls = 
+    partitionBy (\x y -> (snd x) == (snd y)) ruls where
+                    ruls = f2rules at facls              
 
-redOne :: (Eq a, Eq b) => [[[(a,b)]]] -> [[(a,b)]] -> [[(a,b)]]
-redOne grp rls  = map (++ [cns]) (redPos p n)  where
-           p = map init rls
-           n = map init (concat $ (delete rls grp))
-           cns = (last . head) rls
+-- | the reduction algorithm for each consequent is implemented by redPos p n
+redOne :: [[Rule]] -> [Rule] -> [Rule]
+redOne grp rls  = map addcons (redPos p n)  where
+           p = map fst rls
+           n = map fst (concat $ (delete rls grp))
+           addcons x = (x,cons)
+           cons= (snd . head) rls
 
--- reduce a rule model for all attribute-value pairs 
--- the consequents will be last in each AV-list
--- Note: facts are converted to grouped rules by f2rGrp!
+-- | reduce a rule model for all consequent attribute-value pairs 
+reduceAll :: [[Rule]] -> [[Rule]]
+reduceAll rlgrp = map (redOne rlgrp) rlgrp
 
-redAll :: (Eq a,Eq b)=> [[[(a,b)]]] ->  [[[(a,b)]]]
-redAll rlgrp = map (redOne rlgrp) rlgrp
---------------------------------------------------------
+-----------------------------------------------------------------------------
+{- | find ambiguities in a rule group. A rule group partitions rules according to the consequent values.
 
--- find ambiguities in rule group
--- Note: == works because rows have same av order
+Equal facts must have been removed, otherwise they will show up too.
 
-ambOrg :: (Eq a, Eq b) => [[[(a,b)]]] -> [[[(a,b)]]]
-ambOrg grp = filter (\x -> (length x) > 1) anteqs where
-   anteqs = partitionBy (\x y -> (init x) == (init y)) ols
+Warning: only works if the Antedent rows have the same attribute order. 
+-}
+getAmbiguous ::  [[Rule]] -> [[Rule]]
+getAmbiguous grp = filter (\x -> (length x) > 1) anteqs where
+   anteqs = partitionBy (\x y -> (fst x) == (fst y)) ols
    ols = concat grp
+