Safe Haskell	None
Language	Haskell2010

Numeric.Datasets.BreastCancerWisconsin

Description

Breast Cancer Wisconsin (Diagnostic) Data Set

Repository link: http://mlr.cs.umass.edu/ml/datasets/Breast+Cancer+Wisconsin+%28Diagnostic%29

Documentation

data Diagnosis Source #

Constructors

Malignant
Benign

Instances

Bounded Diagnosis Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods minBound :: Diagnosis # maxBound :: Diagnosis #
Enum Diagnosis Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods succ :: Diagnosis -> Diagnosis # pred :: Diagnosis -> Diagnosis # toEnum :: Int -> Diagnosis # fromEnum :: Diagnosis -> Int # enumFrom :: Diagnosis -> [Diagnosis] # enumFromThen :: Diagnosis -> Diagnosis -> [Diagnosis] # enumFromTo :: Diagnosis -> Diagnosis -> [Diagnosis] # enumFromThenTo :: Diagnosis -> Diagnosis -> Diagnosis -> [Diagnosis] #
Eq Diagnosis Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods (==) :: Diagnosis -> Diagnosis -> Bool # (/=) :: Diagnosis -> Diagnosis -> Bool #
Read Diagnosis Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods readsPrec :: Int -> ReadS Diagnosis # readList :: ReadS [Diagnosis] # readPrec :: ReadPrec Diagnosis # readListPrec :: ReadPrec [Diagnosis] #
Show Diagnosis Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods showsPrec :: Int -> Diagnosis -> ShowS # show :: Diagnosis -> String # showList :: [Diagnosis] -> ShowS #
Generic Diagnosis Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Associated Types type Rep Diagnosis :: Type -> Type # Methods from :: Diagnosis -> Rep Diagnosis x # to :: Rep Diagnosis x -> Diagnosis #
type Rep Diagnosis Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin type Rep Diagnosis = D1 (MetaData "Diagnosis" "Numeric.Datasets.BreastCancerWisconsin" "datasets-0.4.0-L5crXIpB7vF3Y59seHQZkS" False) (C1 (MetaCons "Malignant" PrefixI False) (U1 :: Type -> Type) :+: C1 (MetaCons "Benign" PrefixI False) (U1 :: Type -> Type))

data Prognosis Source #

Constructors

Recurrent
Nonrecurrent

Instances

Bounded Prognosis Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods minBound :: Prognosis # maxBound :: Prognosis #
Enum Prognosis Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods succ :: Prognosis -> Prognosis # pred :: Prognosis -> Prognosis # toEnum :: Int -> Prognosis # fromEnum :: Prognosis -> Int # enumFrom :: Prognosis -> [Prognosis] # enumFromThen :: Prognosis -> Prognosis -> [Prognosis] # enumFromTo :: Prognosis -> Prognosis -> [Prognosis] # enumFromThenTo :: Prognosis -> Prognosis -> Prognosis -> [Prognosis] #
Eq Prognosis Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods (==) :: Prognosis -> Prognosis -> Bool # (/=) :: Prognosis -> Prognosis -> Bool #
Read Prognosis Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods readsPrec :: Int -> ReadS Prognosis # readList :: ReadS [Prognosis] # readPrec :: ReadPrec Prognosis # readListPrec :: ReadPrec [Prognosis] #
Show Prognosis Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods showsPrec :: Int -> Prognosis -> ShowS # show :: Prognosis -> String # showList :: [Prognosis] -> ShowS #
Generic Prognosis Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Associated Types type Rep Prognosis :: Type -> Type # Methods from :: Prognosis -> Rep Prognosis x # to :: Rep Prognosis x -> Prognosis #
type Rep Prognosis Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin type Rep Prognosis = D1 (MetaData "Prognosis" "Numeric.Datasets.BreastCancerWisconsin" "datasets-0.4.0-L5crXIpB7vF3Y59seHQZkS" False) (C1 (MetaCons "Recurrent" PrefixI False) (U1 :: Type -> Type) :+: C1 (MetaCons "Nonrecurrent" PrefixI False) (U1 :: Type -> Type))

intToDiagnosis :: Int -> Diagnosis Source #

data BreastCancerEntry Source #

Constructors

BreastCancerEntry
Fields sampleCodeNumber :: Int clumpThickness :: Int uniformityCellSize :: Int uniformityCellShape :: Int marginalAdhesion :: Int singleEpithelialCellSize :: Int bareNuclei :: Maybe Int blandChromatin :: Int normalNucleoli :: Int mitosis :: Int sampleClass :: Diagnosis

Instances

Read BreastCancerEntry Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods readsPrec :: Int -> ReadS BreastCancerEntry # readList :: ReadS [BreastCancerEntry] # readPrec :: ReadPrec BreastCancerEntry # readListPrec :: ReadPrec [BreastCancerEntry] #
Show BreastCancerEntry Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods showsPrec :: Int -> BreastCancerEntry -> ShowS # show :: BreastCancerEntry -> String # showList :: [BreastCancerEntry] -> ShowS #
Generic BreastCancerEntry Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Associated Types type Rep BreastCancerEntry :: Type -> Type # Methods from :: BreastCancerEntry -> Rep BreastCancerEntry x # to :: Rep BreastCancerEntry x -> BreastCancerEntry #
FromRecord BreastCancerEntry Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods parseRecord :: Record -> Parser BreastCancerEntry #
type Rep BreastCancerEntry Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin type Rep BreastCancerEntry = D1 (MetaData "BreastCancerEntry" "Numeric.Datasets.BreastCancerWisconsin" "datasets-0.4.0-L5crXIpB7vF3Y59seHQZkS" False) (C1 (MetaCons "BreastCancerEntry" PrefixI True) (((S1 (MetaSel (Just "sampleCodeNumber") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Int) :: S1 (MetaSel (Just "clumpThickness") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Int)) :: (S1 (MetaSel (Just "uniformityCellSize") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Int) :: (S1 (MetaSel (Just "uniformityCellShape") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Int) :: S1 (MetaSel (Just "marginalAdhesion") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Int)))) :: ((S1 (MetaSel (Just "singleEpithelialCellSize") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Int) :: (S1 (MetaSel (Just "bareNuclei") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 (Maybe Int)) :: S1 (MetaSel (Just "blandChromatin") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Int))) :: (S1 (MetaSel (Just "normalNucleoli") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Int) :: (S1 (MetaSel (Just "mitosis") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Int) :: S1 (MetaSel (Just "sampleClass") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Diagnosis))))))

breastCancerDatabase :: Dataset BreastCancerEntry Source #

data DiagnosticBreastCancer Source #

Constructors

DiagnosticBreastCancer
Fields diagnosticID :: Int diagnosis :: Diagnosis diagnosticCells :: CellFeatures

Instances

Read DiagnosticBreastCancer Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods readsPrec :: Int -> ReadS DiagnosticBreastCancer # readList :: ReadS [DiagnosticBreastCancer] # readPrec :: ReadPrec DiagnosticBreastCancer # readListPrec :: ReadPrec [DiagnosticBreastCancer] #
Show DiagnosticBreastCancer Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods showsPrec :: Int -> DiagnosticBreastCancer -> ShowS # show :: DiagnosticBreastCancer -> String # showList :: [DiagnosticBreastCancer] -> ShowS #
Generic DiagnosticBreastCancer Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Associated Types type Rep DiagnosticBreastCancer :: Type -> Type # Methods from :: DiagnosticBreastCancer -> Rep DiagnosticBreastCancer x # to :: Rep DiagnosticBreastCancer x -> DiagnosticBreastCancer #
FromRecord DiagnosticBreastCancer Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods parseRecord :: Record -> Parser DiagnosticBreastCancer #
type Rep DiagnosticBreastCancer Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin type Rep DiagnosticBreastCancer = D1 (MetaData "DiagnosticBreastCancer" "Numeric.Datasets.BreastCancerWisconsin" "datasets-0.4.0-L5crXIpB7vF3Y59seHQZkS" False) (C1 (MetaCons "DiagnosticBreastCancer" PrefixI True) (S1 (MetaSel (Just "diagnosticID") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Int) :: (S1 (MetaSel (Just "diagnosis") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Diagnosis) :: S1 (MetaSel (Just "diagnosticCells") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 CellFeatures))))

data PrognosticBreastCancer Source #

Constructors

PrognosticBreastCancer
Fields prognosticID :: Int prognosis :: Prognosis prognosticCells :: CellFeatures

Instances

Read PrognosticBreastCancer Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods readsPrec :: Int -> ReadS PrognosticBreastCancer # readList :: ReadS [PrognosticBreastCancer] # readPrec :: ReadPrec PrognosticBreastCancer # readListPrec :: ReadPrec [PrognosticBreastCancer] #
Show PrognosticBreastCancer Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods showsPrec :: Int -> PrognosticBreastCancer -> ShowS # show :: PrognosticBreastCancer -> String # showList :: [PrognosticBreastCancer] -> ShowS #
Generic PrognosticBreastCancer Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Associated Types type Rep PrognosticBreastCancer :: Type -> Type # Methods from :: PrognosticBreastCancer -> Rep PrognosticBreastCancer x # to :: Rep PrognosticBreastCancer x -> PrognosticBreastCancer #
FromRecord PrognosticBreastCancer Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods parseRecord :: Record -> Parser PrognosticBreastCancer #
type Rep PrognosticBreastCancer Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin type Rep PrognosticBreastCancer = D1 (MetaData "PrognosticBreastCancer" "Numeric.Datasets.BreastCancerWisconsin" "datasets-0.4.0-L5crXIpB7vF3Y59seHQZkS" False) (C1 (MetaCons "PrognosticBreastCancer" PrefixI True) (S1 (MetaSel (Just "prognosticID") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Int) :: (S1 (MetaSel (Just "prognosis") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Prognosis) :: S1 (MetaSel (Just "prognosticCells") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 CellFeatures))))

data CellFeatures Source #

Constructors

CellFeatures
Fields radius :: Double perimeter :: Double area :: Double smoothness :: Double compactness :: Double concavity :: Double concavePoints :: Double symmetry :: Double fractalDimension :: Double

Instances

Read CellFeatures Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods readsPrec :: Int -> ReadS CellFeatures # readList :: ReadS [CellFeatures] # readPrec :: ReadPrec CellFeatures # readListPrec :: ReadPrec [CellFeatures] #
Show CellFeatures Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods showsPrec :: Int -> CellFeatures -> ShowS # show :: CellFeatures -> String # showList :: [CellFeatures] -> ShowS #
Generic CellFeatures Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Associated Types type Rep CellFeatures :: Type -> Type # Methods from :: CellFeatures -> Rep CellFeatures x # to :: Rep CellFeatures x -> CellFeatures #
FromRecord CellFeatures Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin Methods parseRecord :: Record -> Parser CellFeatures #
type Rep CellFeatures Source #
Instance details Defined in Numeric.Datasets.BreastCancerWisconsin type Rep CellFeatures = D1 (MetaData "CellFeatures" "Numeric.Datasets.BreastCancerWisconsin" "datasets-0.4.0-L5crXIpB7vF3Y59seHQZkS" False) (C1 (MetaCons "CellFeatures" PrefixI True) (((S1 (MetaSel (Just "radius") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Double) :: S1 (MetaSel (Just "perimeter") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Double)) :: (S1 (MetaSel (Just "area") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Double) :: S1 (MetaSel (Just "smoothness") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Double))) :: ((S1 (MetaSel (Just "compactness") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Double) :: S1 (MetaSel (Just "concavity") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Double)) :: (S1 (MetaSel (Just "concavePoints") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Double) :: (S1 (MetaSel (Just "symmetry") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Double) :: S1 (MetaSel (Just "fractalDimension") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 Double))))))

charToDiagnosis :: String -> Diagnosis Source #

charToPrognosis :: String -> Prognosis Source #

diagnosticBreastCancer :: Dataset DiagnosticBreastCancer Source #

prognosticBreastCancer :: Dataset PrognosticBreastCancer Source #