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 #

Constructors

Malignant
Benign

Instances

Eq Diagnosis #
Methods (==) :: Diagnosis -> Diagnosis -> Bool # (/=) :: Diagnosis -> Diagnosis -> Bool #
Read Diagnosis #
Methods readsPrec :: Int -> ReadS Diagnosis # readList :: ReadS [Diagnosis] # readPrec :: ReadPrec Diagnosis # readListPrec :: ReadPrec [Diagnosis] #
Show Diagnosis #
Methods showsPrec :: Int -> Diagnosis -> ShowS # show :: Diagnosis -> String # showList :: [Diagnosis] -> ShowS #
Generic Diagnosis #
Associated Types type Rep Diagnosis :: * -> * # Methods from :: Diagnosis -> Rep Diagnosis x # to :: Rep Diagnosis x -> Diagnosis #
type Rep Diagnosis #
type Rep Diagnosis = D1 * (MetaData "Diagnosis" "Numeric.Datasets.BreastCancerWisconsin" "datasets-0.2.5-2m6uInbpw8DE5offPYdKQg" False) ((:+:) * (C1 * (MetaCons "Malignant" PrefixI False) (U1 )) (C1 (MetaCons "Benign" PrefixI False) (U1 *)))

data Prognosis #

Constructors

Recurrent
Nonrecurrent

Instances

Eq Prognosis #
Methods (==) :: Prognosis -> Prognosis -> Bool # (/=) :: Prognosis -> Prognosis -> Bool #
Read Prognosis #
Methods readsPrec :: Int -> ReadS Prognosis # readList :: ReadS [Prognosis] # readPrec :: ReadPrec Prognosis # readListPrec :: ReadPrec [Prognosis] #
Show Prognosis #
Methods showsPrec :: Int -> Prognosis -> ShowS # show :: Prognosis -> String # showList :: [Prognosis] -> ShowS #
Generic Prognosis #
Associated Types type Rep Prognosis :: * -> * # Methods from :: Prognosis -> Rep Prognosis x # to :: Rep Prognosis x -> Prognosis #
type Rep Prognosis #
type Rep Prognosis = D1 * (MetaData "Prognosis" "Numeric.Datasets.BreastCancerWisconsin" "datasets-0.2.5-2m6uInbpw8DE5offPYdKQg" False) ((:+:) * (C1 * (MetaCons "Recurrent" PrefixI False) (U1 )) (C1 (MetaCons "Nonrecurrent" PrefixI False) (U1 *)))

intToDiagnosis :: Int -> Diagnosis #

data BreastCancerEntry #

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 #
Methods readsPrec :: Int -> ReadS BreastCancerEntry # readList :: ReadS [BreastCancerEntry] # readPrec :: ReadPrec BreastCancerEntry # readListPrec :: ReadPrec [BreastCancerEntry] #
Show BreastCancerEntry #
Methods showsPrec :: Int -> BreastCancerEntry -> ShowS # show :: BreastCancerEntry -> String # showList :: [BreastCancerEntry] -> ShowS #
Generic BreastCancerEntry #
Associated Types type Rep BreastCancerEntry :: * -> * # Methods from :: BreastCancerEntry -> Rep BreastCancerEntry x # to :: Rep BreastCancerEntry x -> BreastCancerEntry #
FromRecord BreastCancerEntry #
Methods parseRecord :: Record -> Parser BreastCancerEntry #
type Rep BreastCancerEntry #
type Rep BreastCancerEntry = D1 * (MetaData "BreastCancerEntry" "Numeric.Datasets.BreastCancerWisconsin" "datasets-0.2.5-2m6uInbpw8DE5offPYdKQg" False) (C1 * (MetaCons "BreastCancerEntry" PrefixI True) ((::) ((::) ((::) (S1 * (MetaSel (Just Symbol "sampleCodeNumber") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Int)) (S1 * (MetaSel (Just Symbol "clumpThickness") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Int))) ((::) (S1 * (MetaSel (Just Symbol "uniformityCellSize") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Int)) ((::) (S1 * (MetaSel (Just Symbol "uniformityCellShape") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Int)) (S1 * (MetaSel (Just Symbol "marginalAdhesion") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Int))))) ((::) ((::) (S1 * (MetaSel (Just Symbol "singleEpithelialCellSize") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Int)) ((::) (S1 * (MetaSel (Just Symbol "bareNuclei") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * (Maybe Int))) (S1 * (MetaSel (Just Symbol "blandChromatin") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Int)))) ((::) (S1 * (MetaSel (Just Symbol "normalNucleoli") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Int)) ((::) (S1 * (MetaSel (Just Symbol "mitosis") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Int)) (S1 * (MetaSel (Just Symbol "sampleClass") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Diagnosis)))))))

breastCancerDatabase :: Dataset BreastCancerEntry #

data DiagnosticBreastCancer #

Constructors

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

Instances

Read DiagnosticBreastCancer #
Methods readsPrec :: Int -> ReadS DiagnosticBreastCancer # readList :: ReadS [DiagnosticBreastCancer] # readPrec :: ReadPrec DiagnosticBreastCancer # readListPrec :: ReadPrec [DiagnosticBreastCancer] #
Show DiagnosticBreastCancer #
Methods showsPrec :: Int -> DiagnosticBreastCancer -> ShowS # show :: DiagnosticBreastCancer -> String # showList :: [DiagnosticBreastCancer] -> ShowS #
Generic DiagnosticBreastCancer #
Associated Types type Rep DiagnosticBreastCancer :: * -> * # Methods from :: DiagnosticBreastCancer -> Rep DiagnosticBreastCancer x # to :: Rep DiagnosticBreastCancer x -> DiagnosticBreastCancer #
FromRecord DiagnosticBreastCancer #
Methods parseRecord :: Record -> Parser DiagnosticBreastCancer #
type Rep DiagnosticBreastCancer #
type Rep DiagnosticBreastCancer = D1 * (MetaData "DiagnosticBreastCancer" "Numeric.Datasets.BreastCancerWisconsin" "datasets-0.2.5-2m6uInbpw8DE5offPYdKQg" False) (C1 * (MetaCons "DiagnosticBreastCancer" PrefixI True) ((::) (S1 * (MetaSel (Just Symbol "diagnosticID") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Int)) ((::) (S1 * (MetaSel (Just Symbol "diagnosis") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Diagnosis)) (S1 * (MetaSel (Just Symbol "diagnosticCells") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * CellFeatures)))))

data PrognosticBreastCancer #

Constructors

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

Instances

Read PrognosticBreastCancer #
Methods readsPrec :: Int -> ReadS PrognosticBreastCancer # readList :: ReadS [PrognosticBreastCancer] # readPrec :: ReadPrec PrognosticBreastCancer # readListPrec :: ReadPrec [PrognosticBreastCancer] #
Show PrognosticBreastCancer #
Methods showsPrec :: Int -> PrognosticBreastCancer -> ShowS # show :: PrognosticBreastCancer -> String # showList :: [PrognosticBreastCancer] -> ShowS #
Generic PrognosticBreastCancer #
Associated Types type Rep PrognosticBreastCancer :: * -> * # Methods from :: PrognosticBreastCancer -> Rep PrognosticBreastCancer x # to :: Rep PrognosticBreastCancer x -> PrognosticBreastCancer #
FromRecord PrognosticBreastCancer #
Methods parseRecord :: Record -> Parser PrognosticBreastCancer #
type Rep PrognosticBreastCancer #
type Rep PrognosticBreastCancer = D1 * (MetaData "PrognosticBreastCancer" "Numeric.Datasets.BreastCancerWisconsin" "datasets-0.2.5-2m6uInbpw8DE5offPYdKQg" False) (C1 * (MetaCons "PrognosticBreastCancer" PrefixI True) ((::) (S1 * (MetaSel (Just Symbol "prognosticID") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Int)) ((::) (S1 * (MetaSel (Just Symbol "prognosis") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Prognosis)) (S1 * (MetaSel (Just Symbol "prognosticCells") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * CellFeatures)))))

data CellFeatures #

Constructors

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

Instances

Read CellFeatures #
Methods readsPrec :: Int -> ReadS CellFeatures # readList :: ReadS [CellFeatures] # readPrec :: ReadPrec CellFeatures # readListPrec :: ReadPrec [CellFeatures] #
Show CellFeatures #
Methods showsPrec :: Int -> CellFeatures -> ShowS # show :: CellFeatures -> String # showList :: [CellFeatures] -> ShowS #
Generic CellFeatures #
Associated Types type Rep CellFeatures :: * -> * # Methods from :: CellFeatures -> Rep CellFeatures x # to :: Rep CellFeatures x -> CellFeatures #
FromRecord CellFeatures #
Methods parseRecord :: Record -> Parser CellFeatures #
type Rep CellFeatures #
type Rep CellFeatures = D1 * (MetaData "CellFeatures" "Numeric.Datasets.BreastCancerWisconsin" "datasets-0.2.5-2m6uInbpw8DE5offPYdKQg" False) (C1 * (MetaCons "CellFeatures" PrefixI True) ((::) ((::) ((::) (S1 * (MetaSel (Just Symbol "radius") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Double)) (S1 * (MetaSel (Just Symbol "perimeter") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Double))) ((::) (S1 * (MetaSel (Just Symbol "area") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Double)) (S1 * (MetaSel (Just Symbol "smoothness") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Double)))) ((::) ((::) (S1 * (MetaSel (Just Symbol "compactness") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Double)) (S1 * (MetaSel (Just Symbol "concavity") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Double))) ((::) (S1 * (MetaSel (Just Symbol "concavePoints") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Double)) ((::) (S1 * (MetaSel (Just Symbol "symmetry") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Double)) (S1 * (MetaSel (Just Symbol "fractalDimension") NoSourceUnpackedness NoSourceStrictness DecidedLazy) (Rec0 * Double)))))))

charToDiagnosis :: String -> Diagnosis #

charToPrognosis :: String -> Prognosis #

diagnosticBreastCancer :: Dataset DiagnosticBreastCancer #

prognosticBreastCancer :: Dataset PrognosticBreastCancer #