Numeric.Datasets.BreastCancerWisconsin

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-LWSxuZAAkITE1YdK0QbnUi" 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-LWSxuZAAkITE1YdK0QbnUi" 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-LWSxuZAAkITE1YdK0QbnUi" 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-LWSxuZAAkITE1YdK0QbnUi" 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-LWSxuZAAkITE1YdK0QbnUi" 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-LWSxuZAAkITE1YdK0QbnUi" 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